Post-Disaster Repair Crew Assignment Optimization Using Minimum Latency

Anakin Dey, Melkior Ornik

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Across infrastructure domains, physical damage caused by storms and other weather events often requires costly and time-sensitive repairs to restore services as quickly as possible. While recent studies have used agent-based models to estimate the cost of repairs, the implemented strategies for assignment of repair crews to different locations are generally human-driven or based on simple rules. In order to find performant strategies, we continue with an agent-based model, but approach this problem as a combinational optimization problem known as the Minimum Weighted Latency Problem for multiple repair crews. We apply a partitioning algorithm that balances the assignment of targets amongst all the crews using two different heuristics that optimize either the importance of repair locations or the travel time between them. We benchmark our algorithm on both randomly generated graphs as well as data derived from a real-world urban environment, and show that our algorithm delivers significantly better assignments than existing methods.

Original languageEnglish (US)
Title of host publicationISC2 2022 - 8th IEEE International Smart Cities Conference
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665485616
DOIs
StatePublished - 2022
Event8th IEEE International Smart Cities Conference, ISC2 2022 - Pafos, Cyprus
Duration: Sep 26 2022Sep 29 2022

Publication series

NameISC2 2022 - 8th IEEE International Smart Cities Conference

Conference

Conference8th IEEE International Smart Cities Conference, ISC2 2022
Country/TerritoryCyprus
CityPafos
Period9/26/229/29/22

Keywords

  • Disaster management
  • Multi-agent systems
  • Path planning
  • Power system reliability

ASJC Scopus subject areas

  • Instrumentation
  • Transportation
  • Urban Studies
  • Artificial Intelligence
  • Computer Networks and Communications
  • Energy Engineering and Power Technology

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