Capacity Constrained Routing Algorithms for Evacuation Planning: A Summary of Results
نویسندگان
چکیده
Evacuation planning is critical for numerous important applications, e.g. disaster emergency management and homeland defense preparation. Efficient tools are needed to produce evacuation plans that identify routes and schedules to evacuate affected populations to safety in the event of natural disasters or terrorist attacks. The existing linear programming approach uses time-expanded networks to compute the optimal evacuation plan and requires a user-provided upper bound on evacuation time. It suffers from high computational cost and may not scale up to large transportation networks in urban scenarios. In this paper we present a heuristic algorithm, namely Capacity Constrained Route Planner(CCRP), which produces sub-optimal solution for the evacuation planning problem. CCRP models capacity as a time series and uses a capacity constrained routing approach to incorporate route capacity constraints. It addresses the limitations of linear programming approach by using only the original evacuation network and it does not require prior knowledge of evacuation time. Performance evaluation on various network configurations shows that the CCRP algorithm produces high quality solutions, and significantly reduces the computational cost compared to linear programming approach that produces optimal solutions. CCRP is also scalable to the number of evacuees and the size of the network.
منابع مشابه
Capacity Constrained Routing Algorithms for Evacuation Route Planning
Evacuation route planning identifies paths in a given transportation network to minimize the time needed to move vulnerable populations to safe destinations. Evacuation route planning is critical for numerous important applications like disaster emergency management and homeland defense preparation. It is computationally challenging because the number of evacuees often far exceeds the capacity,...
متن کاملReliability Analysis of Evacuation Routes Under Capacity Uncertainty of Road Links
In this paper, we present a reliability based evacuation route planning model that seeks to find the relationship between the clearance time, number of evacuation paths and congestion probability during evacuation. Most of the existing models for network evacuation assume deterministic capacity estimates for road links without taking into account the uncertainty in capacities induced by myriad ...
متن کاملPreparing a Small Town for a Hazardous Materials Incident: An Examination of Evacuation Routing Algorithms and Plume Models
Evacuation and shelter in place are two common protective action measures during hazardous events that involve the release of hazardous materials. These responses are complex and require advanced planning to determine their appropriateness to reduce human exposure to hazardous materials and minimize related health risks. Evacuation and shelter in place responses were assessed for people in the ...
متن کاملProposing a Constrained-GSA for the Vehicle Routing Problem
In the past decades, vehicle routing problem (VRP) has gained considerable attention for its applications in industry, military, and transportation applications. Vehicle routing problem with simultaneous pickup and delivery is an extension of the VRP. This problem is an NP-hard problem; hence finding the best solution for this problem which is using exact method, take inappropriate time, and th...
متن کاملEvacuation Planning: A Capacity Constrained Routing Approach
Approa h y Qingsong Lu, Yan Huang, Shashi Shekhar Department of Computer S ien e, University of Minnesota 200 Union St SE, Minneapolis, MN 55455 [lqingson; huangyan; shekhar℄ s.umn.edu February 10, 2003 Abstra t Eva uation planning is riti al for appli ations su h as disaster management and homeland defense preparation. EÆ ient tools are needed to produ e eva uation plans to eva uate population...
متن کامل