Title
Stochastic multi-objective models for network design problem
Abstract
Transportation network design problem (NDP) is inherently multi-objective in nature, because it involves a number of stakeholders with different needs. In addition, the decision-making process sometimes has to be made under uncertainty where certain inputs are not known exactly. In this paper, we develop three stochastic multi-objective models for designing transportation network under demand uncertainty. These three stochastic multi-objective NDP models are formulated as the expected value multi-objective programming (EVMOP) model, chance constrained multi-objective programming (CCMOP) model, and dependent chance multi-objective programming (DCMOP) model in a bi-level programming framework using different criteria to hedge against demand uncertainty. To solve these stochastic multi-objective NDP models, we develop a solution approach that explicitly optimizes all objectives under demand uncertainty by simultaneously generating a family of optimal solutions known as the Pareto optimal solution set. Numerical examples are also presented to illustrate the concept of the three stochastic multi-objective NDP models as well as the effectiveness of the solution approach.
Year
DOI
Venue
2010
10.1016/j.eswa.2009.06.048
Expert Syst. Appl.
Keywords
DocType
Volume
stochastic multi-objective model,network design problem,multi-objective,user equilibrium,bi-level program,stochastic multi-objective ndp model,network design,multi-objective programming,genetic algorithm,bi-level programming framework,optimal solution,solution approach,pareto optimal solution set,demand uncertainty,dependent chance multi-objective programming,traffic assignment,expected value multi-objective programming,stochastic program,object model,expected value,stochastic programming,decision making process
Journal
37
Issue
ISSN
Citations 
2
Expert Systems With Applications
26
PageRank 
References 
Authors
1.12
7
4
Name
Order
Citations
PageRank
Anthony Chen120918.25
Juyoung Kim2261.12
Seung-Jae Lee322740.12
Youngchan Kim4314.82