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metadata
language:
  - en
license: mit
pretty_name: Smart Material Stimulus–Response Coherence Baseline Mapping v0.1
dataset_name: smart-material-stimulus-response-coherence-baseline-mapping-v0.1
tags:
  - clarusc64
  - materials
  - smart-materials
  - fatigue
  - coherence
task_categories:
  - tabular-regression
size_categories:
  - 1K<n<10K
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train.csv
      - split: test
        path: data/test.csv

What this dataset tests

Can a model map the baseline coherence between a stimulus and a smart material’s structural response when the system is healthy?

The task is not to detect failure. The task is to define the stable manifold before fatigue begins.

Domain

shape memory alloys

self-healing polymers

electrochromic materials

responsive composites

Required outputs

baseline_coherence_score

response_latency_profile

stimulus_response_gain

variability_index

expected_cycle_lifetime

Use

Establish the reference manifold of a functional smart material before drift or fatigue appears.