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inst_02f599eddf36fb86::Q3
inst_02f599eddf36fb86
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
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row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_02f599eddf36fb86::Q5
inst_02f599eddf36fb86
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_0b094787d1d34d48::Q3
inst_0b094787d1d34d48
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_0b094787d1d34d48::Q5
inst_0b094787d1d34d48
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
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[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1366d1717c3ae124::Q3
inst_1366d1717c3ae124
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1366d1717c3ae124::Q5
inst_1366d1717c3ae124
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_14b7340aacf0a87f::Q3
inst_14b7340aacf0a87f
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is an 8 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_14b7340aacf0a87f::Q5
inst_14b7340aacf0a87f
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.25
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1508b25c58d573a0::Q3
inst_1508b25c58d573a0
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1508b25c58d573a0::Q5
inst_1508b25c58d573a0
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.25
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1b08ea9f6cf86166::Q3
inst_1b08ea9f6cf86166
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1b08ea9f6cf86166::Q5
inst_1b08ea9f6cf86166
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1f10a7f146a0eb56::Q3
inst_1f10a7f146a0eb56
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1f10a7f146a0eb56::Q5
inst_1f10a7f146a0eb56
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2222
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1fa9e186d90686e5::Q3
inst_1fa9e186d90686e5
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_1fa9e186d90686e5::Q5
inst_1fa9e186d90686e5
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_215969a8649a9673::Q3
inst_215969a8649a9673
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_215969a8649a9673::Q5
inst_215969a8649a9673
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.25
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_2aae043cd5b9dab7::Q3
inst_2aae043cd5b9dab7
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
14
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_2aae043cd5b9dab7::Q5
inst_2aae043cd5b9dab7
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_32ca6d2a2e3be926::Q3
inst_32ca6d2a2e3be926
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_32ca6d2a2e3be926::Q5
inst_32ca6d2a2e3be926
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_33db98fbbb3bcfa2::Q3
inst_33db98fbbb3bcfa2
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
16
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_33db98fbbb3bcfa2::Q5
inst_33db98fbbb3bcfa2
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.075
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_348ef7c0115d643f::Q3
inst_348ef7c0115d643f
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
11
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_348ef7c0115d643f::Q5
inst_348ef7c0115d643f
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.12
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3623eb66beb8fece::Q3
inst_3623eb66beb8fece
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
9
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3623eb66beb8fece::Q5
inst_3623eb66beb8fece
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.15
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_38192ad61251deec::Q3
inst_38192ad61251deec
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is an 8 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
8
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_38192ad61251deec::Q5
inst_38192ad61251deec
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is an 8 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.2708
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3efcba4576d9d1d4::Q3
inst_3efcba4576d9d1d4
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3efcba4576d9d1d4::Q5
inst_3efcba4576d9d1d4
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2361
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3f97afe0e0e0c4a0::Q3
inst_3f97afe0e0e0c4a0
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
15
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_3f97afe0e0e0c4a0::Q5
inst_3f97afe0e0e0c4a0
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.2188
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_5e64e53e1f653e45::Q3
inst_5e64e53e1f653e45
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_5e64e53e1f653e45::Q5
inst_5e64e53e1f653e45
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.0875
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_629f6e6c34a8d218::Q3
inst_629f6e6c34a8d218
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_629f6e6c34a8d218::Q5
inst_629f6e6c34a8d218
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2292
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_642dd944525d7bc2::Q3
inst_642dd944525d7bc2
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_642dd944525d7bc2::Q5
inst_642dd944525d7bc2
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_676fbd966301ef54::Q3
inst_676fbd966301ef54
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_676fbd966301ef54::Q5
inst_676fbd966301ef54
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6d6bb3cc61aceef1::Q3
inst_6d6bb3cc61aceef1
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
16
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6d6bb3cc61aceef1::Q5
inst_6d6bb3cc61aceef1
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2188
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6e8296db6e763468::Q3
inst_6e8296db6e763468
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
13
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6e8296db6e763468::Q5
inst_6e8296db6e763468
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6eda6ddb846c6b8a::Q3
inst_6eda6ddb846c6b8a
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
8
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_6eda6ddb846c6b8a::Q5
inst_6eda6ddb846c6b8a
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.15
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_72665f3c17705087::Q3
inst_72665f3c17705087
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_72665f3c17705087::Q5
inst_72665f3c17705087
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.12
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_731cc97bf40c2dcf::Q3
inst_731cc97bf40c2dcf
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_731cc97bf40c2dcf::Q5
inst_731cc97bf40c2dcf
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_7d7e4f7bbb9b72d8::Q3
inst_7d7e4f7bbb9b72d8
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_7d7e4f7bbb9b72d8::Q5
inst_7d7e4f7bbb9b72d8
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.25
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_81b85897de3ee8bb::Q3
inst_81b85897de3ee8bb
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_81b85897de3ee8bb::Q5
inst_81b85897de3ee8bb
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.15
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_89f6dd2fcdaef518::Q3
inst_89f6dd2fcdaef518
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_89f6dd2fcdaef518::Q5
inst_89f6dd2fcdaef518
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.25
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_8c3da43794695f27::Q3
inst_8c3da43794695f27
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_8c3da43794695f27::Q5
inst_8c3da43794695f27
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_903e5827a4fda53a::Q3
inst_903e5827a4fda53a
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_903e5827a4fda53a::Q5
inst_903e5827a4fda53a
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.15
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_914ca35384ca20ab::Q3
inst_914ca35384ca20ab
aging_matrix_heatmap
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
17
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_914ca35384ca20ab::Q5
inst_914ca35384ca20ab
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.0938
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_946c953e7ae69176::Q3
inst_946c953e7ae69176
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
13
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_946c953e7ae69176::Q5
inst_946c953e7ae69176
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2361
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9778ee10280f46d5::Q3
inst_9778ee10280f46d5
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9778ee10280f46d5::Q5
inst_9778ee10280f46d5
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.175
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9abf20e70499371b::Q3
inst_9abf20e70499371b
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9abf20e70499371b::Q5
inst_9abf20e70499371b
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.12
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9fcf15996656d0be::Q3
inst_9fcf15996656d0be
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
15
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_9fcf15996656d0be::Q5
inst_9fcf15996656d0be
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.0938
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_a301312942b3f7f7::Q3
inst_a301312942b3f7f7
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
14
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_a301312942b3f7f7::Q5
inst_a301312942b3f7f7
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_a4ec7618377b3ead::Q3
inst_a4ec7618377b3ead
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is an 8 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
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[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_a4ec7618377b3ead::Q5
inst_a4ec7618377b3ead
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.1562
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_aaad36351ed131e1::Q3
inst_aaad36351ed131e1
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The chart is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_aaad36351ed131e1::Q5
inst_aaad36351ed131e1
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.15
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_ac33c462fa9ba6da::Q3
inst_ac33c462fa9ba6da
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
14
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_ac33c462fa9ba6da::Q5
inst_ac33c462fa9ba6da
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 12 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.2361
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b19aa24c281aba04::Q3
inst_b19aa24c281aba04
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
8
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b19aa24c281aba04::Q5
inst_b19aa24c281aba04
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b43150cf2f87a49d::Q3
inst_b43150cf2f87a49d
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 12 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
12
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b43150cf2f87a49d::Q5
inst_b43150cf2f87a49d
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 12 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.1458
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b54b0ae1159bc1a2::Q3
inst_b54b0ae1159bc1a2
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
14
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b54b0ae1159bc1a2::Q5
inst_b54b0ae1159bc1a2
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 16 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.0938
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b7d32992cc409a50::Q3
inst_b7d32992cc409a50
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
9
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_b7d32992cc409a50::Q5
inst_b7d32992cc409a50
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c086434a0a2ea799::Q3
inst_c086434a0a2ea799
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
17
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c086434a0a2ea799::Q5
inst_c086434a0a2ea799
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 16 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.0875
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c0960519ff119388::Q3
inst_c0960519ff119388
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
8
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c0960519ff119388::Q5
inst_c0960519ff119388
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The figure is an 8 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c152d1e69274028d::Q3
inst_c152d1e69274028d
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
13
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
row_census
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c152d1e69274028d::Q5
inst_c152d1e69274028d
aging_matrix_heatmap
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The plot is a 12 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. T...
0.1
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c2199f15e3111497::Q3
inst_c2199f15e3111497
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The plot is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. A...
10
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c2199f15e3111497::Q5
inst_c2199f15e3111497
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 10 × 4 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.125
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
complement
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c25c2979a533ca7f::Q3
inst_c25c2979a533ca7f
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
This figure is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
12
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c25c2979a533ca7f::Q5
inst_c25c2979a533ca7f
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
The chart is a 10 × 5 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
0.14
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c54e2ab0ac2ff086::Q3
inst_c54e2ab0ac2ff086
aging_matrix_heatmap
Q3
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This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-blue tile. How many (metric, protocol-parame...
The figure is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact. ...
16
[ { "role": "user", "content": "This aging matrix maps cycling-protocol design parameters onto mechanistic state-of-health metrics extracted at 80 %-SOH end-of-life. A protocol knob is a dominant stressor for a metric when its normalised signed impact exceeds 0.5 in magnitude — a saturated deep-red or deep-bl...
sign_split
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0
inst_c54e2ab0ac2ff086::Q5
inst_c54e2ab0ac2ff086
aging_matrix_heatmap
Q5
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Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually near-white, i.e. below the threshold where t...
This figure is a 16 × 6 heatmap of signed protocol-impact values: rows are ageing metrics, columns are charging-protocol parameters, and tile colour encodes the impact on a divergent colorbar normalised so the strongest tile has magnitude 1.0. Deep colours mean strong impact and near-white tiles mean negligible impact....
0.2292
[ { "role": "user", "content": "Vlijmen's aging-matrix argument is that protocol-aging coupling is sparse: most mechanistic SOH metrics respond to only one or two protocol knobs, so most tiles sit near zero impact. What fraction of the (metric, protocol-parameter) tiles are effectively decoupled — visually ne...
direct_fraction
gen_aging_matrix_heatmap@1.4.1
CC-BY-NC-4.0