Browsing M.Sc. Computer Science by Author "Asobiela, Stephen Yamzuuga"
Multi-Objective Genetic Algorithms for the Single Allocation Hub Location ProblemAsobiela, Stephen Yamzuuga; Department of Computer Science (Brock University, 2013-09-12)Hub Location Problems play vital economic roles in transportation and telecommunication networks where goods or people must be efficiently transferred from an origin to a destination point whilst direct origin-destination links are impractical. This work investigates the single allocation hub location problem, and proposes a genetic algorithm (GA) approach for it. The effectiveness of using a single-objective criterion measure for the problem is ﬁrst explored. Next, a multi-objective GA employing various ﬁtness evaluation strategies such as Pareto ranking, sum of ranks, and weighted sum strategies is presented. The effectiveness of the multi-objective GA is shown by comparison with an Integer Programming strategy, the only other multi-objective approach found in the literature for this problem. Lastly, two new crossover operators are proposed and an empirical study is done using small to large problem instances of the Civil Aeronautics Board (CAB) and Australian Post (AP) data sets.