Aria AI Operations Research Portfolio
Collection
Enterprise OR, optimization, and decomposition demos by Aria AI • 136 items • Updated
sector stringclasses 7
values | demand stringclasses 3
values | strategy stringclasses 6
values | recycling_target_pct int64 55 75 | emission_cap_tons int64 100 150 | net_cost_usd float64 406k 1.01M | recycling_rate_pct float64 35.9 78.9 | total_emissions_tons float64 4.06 8.75 | total_distance_km float64 979 2.26k | service_level_pct float64 60.2 90 | facility_balance_score float64 90.5 97.8 | solve_time_sec float64 0 0.52 |
|---|---|---|---|---|---|---|---|---|---|---|---|
municipal | baseline | pyomo_integrated_network | 65 | 120 | 739,295.73 | 50.43 | 8.587 | 2,259.4 | 71.43 | 97.79 | 0.521 |
municipal | high_diversion | nsga2_multiobjective | 75 | 100 | 406,333.89 | 54.19 | 8.752 | 2,004.8 | 65.08 | 94.66 | 0.434 |
factory | baseline | ortools_periodic_routing | 60 | 130 | 754,342.17 | 64.97 | 4.064 | 1,175.6 | 90 | 96.4 | 0.088 |
hospital | baseline | alns_collection_routing | 55 | 110 | 724,762.52 | 45.92 | 4.834 | 1,267 | 64.29 | 97.71 | 0.027 |
ecommerce | high_diversion | inventory_routing_heuristic | 70 | 120 | 957,649.94 | 78.91 | 6.146 | 1,142.9 | 60.2 | 90.53 | 0.001 |
electronics | market_downturn | scenario_robust_plan | 65 | 140 | 874,858.64 | 35.85 | 5.68 | 1,479.2 | 79.12 | 97.44 | 0.353 |
construction | baseline | pyomo_integrated_network | 58 | 150 | 1,006,758.2 | 44.79 | 7.612 | 2,019.7 | 77.68 | 96.97 | 0.17 |
food | high_diversion | nsga2_multiobjective | 72 | 105 | 472,251.94 | 54.17 | 4.084 | 979.4 | 66.67 | 94.53 | 0.297 |
Synthetic waste network scenarios for the WasteLoop circular waste collection and processing optimizer.
sample_*.json — Full optimization results per sector/demand scenarioeval_results.json — Benchmark metrics across scenariosmanifest.json — Dataset manifestspace-bundle/ — Gradio console for local or manual deploymentMunicipal, Factory, Hospital, E-Commerce, Packaging, Electronics, Construction, Food Processing
Net cost, recycling rate, emissions, distance, service level, facility balance