Paper
13 April 2023 Research on multi-objective robust optimization of emergency material storage location based on uncertainty set
Wuyang Qin, Jianqin Zhou
Author Affiliations +
Proceedings Volume 12605, 2022 2nd Conference on High Performance Computing and Communication Engineering (HPCCE 2022); 1260503 (2023) https://doi.org/10.1117/12.2673239
Event: Second Conference on High Performance Computing and Communication Engineering, 2022, Harbin, China
Abstract
Under the condition that the demand for emergency materials is uncertain after the occurrence of an emergency, this paper considers the minimum time and cost of emergency rescue at the same time, studies the location problem of pre disaster emergency materials storage. The box uncertainty set is used to describe the uncertainty of demand, and a robust optimization model with capacity constraints is established. Based on Bertsimas and Sim robust optimization methods, the nonlinear robust optimization model is transformed into a robust corresponding model by introducing auxiliary variables and dual transformation. We use ε constraint method to transform the multi-objective problem into the single objective problem. An immune algorithm is designed to solve the problem. The feasibility of the model and algorithm is verified by computational experiments. The research shows that the robust optimization model has good robustness and can better resist the risk induced by uncertainty. Decision makers should determine the emergency rescue time constraint according to financial level and expected response level; evaluate the risk status, weigh the relationship between reliability and emergency rescue cost, and determine the robust uncertainty parameter for scientific site selection.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Wuyang Qin and Jianqin Zhou "Research on multi-objective robust optimization of emergency material storage location based on uncertainty set", Proc. SPIE 12605, 2022 2nd Conference on High Performance Computing and Communication Engineering (HPCCE 2022), 1260503 (13 April 2023); https://doi.org/10.1117/12.2673239
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Mathematical optimization

Transportation

Computer programming

Decision making

Emergency preparedness

Reliability

Genetic algorithms

Back to Top