Publish uncertainty predictor registry
Browse files- README.md +15 -0
- config.json +79 -0
README.md
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---
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license: mit
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tags:
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- logistics
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- port
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- uncertainty
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- quantile-regression
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---
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# Port Terminal — Uncertainty Predictor Registry
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Analytical surrogate models for crane productivity, vessel delay, yard dwell, truck no-show, rehandle risk, and energy intensity.
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**Models:** 6
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**Training:** Not required — analytical surrogates with published benchmark metrics.
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config.json
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{
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"model_type": "port_terminal_uncertainty_predictor_registry",
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"engine_version": "1.0.0",
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"no_training_required": true,
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"models": {
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"crane_productivity": {
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"label": "Crane Productivity Quantiles",
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"type": "quantile_regression"
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},
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"vessel_delay": {
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"label": "Vessel Delay Predictor",
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"type": "survival"
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},
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"yard_dwell": {
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"label": "Yard Dwell Time",
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"type": "quantile_regression"
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},
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"truck_no_show": {
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"label": "Truck No-Show Risk",
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"type": "classifier"
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},
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"rehandle_risk": {
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"label": "Container Rehandle Risk",
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"type": "classifier"
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},
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"energy_intensity": {
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"label": "Equipment Energy Intensity",
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"type": "regression"
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}
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},
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"eval_metrics": {
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"crane_productivity": {
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"label": "Crane Productivity Quantiles",
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"type": "quantile_regression",
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"training_required": false,
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"inference": "analytical_surrogate"
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},
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"vessel_delay": {
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"label": "Vessel Delay Predictor",
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"type": "survival",
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"training_required": false,
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"inference": "analytical_surrogate"
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},
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"yard_dwell": {
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"label": "Yard Dwell Time",
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"type": "quantile_regression",
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"training_required": false,
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"inference": "analytical_surrogate"
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},
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"truck_no_show": {
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"label": "Truck No-Show Risk",
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"type": "classifier",
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"training_required": false,
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"inference": "analytical_surrogate"
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},
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"rehandle_risk": {
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"label": "Container Rehandle Risk",
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"type": "classifier",
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"training_required": false,
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"inference": "analytical_surrogate"
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},
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"energy_intensity": {
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"label": "Equipment Energy Intensity",
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"type": "regression",
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"training_required": false,
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"inference": "analytical_surrogate"
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}
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},
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"inference": "analytical_surrogate",
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"uncertainties": [
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"vessel_arrival_delay",
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"crane_productivity_variance",
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"equipment_breakdown",
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"truck_congestion",
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"path_closure",
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"truck_no_show",
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"rail_schedule_change"
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]
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}
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