In hazardous material transport on road networks, two conflicting objectives must be addressed simultaneously: minimizing riskand minimizing cost. Risk mitigation policies may yield as a secondary outcome uneven flow distribution on the network. This study empowers an existing risk mitigation policy based on gateways (GBP) to improve fairness. According to GBP, each vehicleis obliged to traverse a compulsory node (a gateway) on its minimum cost itinerary from origin to destination. Gateways must belocated on a few network nodes and assigned to vehicles to minimize total risk, yielding a bi-level optimization problem. GBP already proved able to reduce total risk by opening just a few gateways and to a limited detriment of total cost. However, gateways may end up acting as flow concentrators, thus hampering equity. This study aims to bridge the gap between risk mitigation and fairness. To this aim, we generalize the multi-commodity flow formulation of the problem by imposing a capacity constraint on the nodes, discuss its impact on the model structure, and experimentally investigate whether it is possible to achieve a more equitable risk distribution and how total risk and total cost are affected.
Incorporating Fairness Into the Gateway‐Based Risk Mitigation Policy for Hazmat Transport
Nonato, MaddalenaCo-primo
Membro del Collaboration Group
In corso di stampa
Abstract
In hazardous material transport on road networks, two conflicting objectives must be addressed simultaneously: minimizing riskand minimizing cost. Risk mitigation policies may yield as a secondary outcome uneven flow distribution on the network. This study empowers an existing risk mitigation policy based on gateways (GBP) to improve fairness. According to GBP, each vehicleis obliged to traverse a compulsory node (a gateway) on its minimum cost itinerary from origin to destination. Gateways must belocated on a few network nodes and assigned to vehicles to minimize total risk, yielding a bi-level optimization problem. GBP already proved able to reduce total risk by opening just a few gateways and to a limited detriment of total cost. However, gateways may end up acting as flow concentrators, thus hampering equity. This study aims to bridge the gap between risk mitigation and fairness. To this aim, we generalize the multi-commodity flow formulation of the problem by imposing a capacity constraint on the nodes, discuss its impact on the model structure, and experimentally investigate whether it is possible to achieve a more equitable risk distribution and how total risk and total cost are affected.File | Dimensione | Formato | |
---|---|---|---|
Networks - 2024 - Cappanera - Incorporating Fairness Into the Gateway‐Based Risk Mitigation Policy for Hazmat Transport (1).pdf
accesso aperto
Descrizione: Full text editoriale
Tipologia:
Full text (versione editoriale)
Licenza:
Creative commons
Dimensione
2.34 MB
Formato
Adobe PDF
|
2.34 MB | Adobe PDF | Visualizza/Apri |
I documenti in SFERA sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.