Aria AI Operations Research Portfolio
Collection
Enterprise OR, optimization, and decomposition demos by Aria AI • 151 items • Updated
crisis stringclasses 7
values | stress stringclasses 6
values | strategy stringclasses 7
values | population_coverage_pct float64 0 400 | worst_region_service_pct float64 0 84.1 | avg_response_time_hours float64 0 0.17 | cvar_shortage float64 87.4 1.14k | fairness_gap float64 0 100 | total_cost float64 29.7k 91.5k | solve_time_sec float64 0 0.64 |
|---|---|---|---|---|---|---|---|---|---|
natural_disaster | baseline | two_stage_stochastic | 392.3 | 67.5 | 0.15 | 372.1 | 32.5 | 80,909.62 | 0.001369 |
pandemic_response | demand_uncertainty_high | progressive_hedging | 386.7 | 75 | 0.14 | 138.5 | 25 | 75,460.05 | 0.005809 |
supply_chain_disruption | limited_fleet | min_cost_flow | 0 | 0 | 0 | 978.2 | 0 | 73,178.75 | 0.002692 |
infrastructure_failure | road_network_damage | robust_routing | 400 | 82.2 | 0.16 | 154 | 17.8 | 33,659.55 | 0.001721 |
drug_shortage | facility_damage | inventory_preposition | 400 | 75 | 0.13 | 87.4 | 25 | 71,311.39 | 0.002233 |
emergency_repair | weather_disruption | facility_location | 400 | 84.1 | 0.17 | 202.1 | 15.9 | 29,681.6 | 0.001273 |
demand_surge | baseline | nsga_multi_objective | 315.8 | 0 | 0.16 | 1,138.2 | 100 | 91,512.21 | 0.640401 |
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Check out the documentation for more information.
Synthetic humanitarian logistics scenarios for ReliefOpt benchmarking.
| File | Crisis | Stress | Algorithm |
|---|---|---|---|
sample_natural_disaster.json |
Natural disaster | Baseline | Two-stage stochastic |
sample_pandemic_response.json |
Pandemic | High uncertainty | Progressive hedging |
sample_supply_chain_disruption.json |
Supply chain | Limited fleet | Min-cost flow |
sample_infrastructure_failure.json |
Infrastructure | Road damage | Robust routing |
sample_drug_shortage.json |
Drug shortage | Facility damage | Prepositioning |
sample_emergency_repair.json |
Emergency repair | Weather | Facility location |
sample_demand_surge.json |
Demand surge | Baseline | NSGA-II |
Gradio console available at space-bundle/ for manual Space deployment.