Title :
Timetable Synchronization of Mass Rapid Transit System Using Multiobjective Evolutionary Approach
Author :
Kwan, Chung Min ; Chang, C.S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
Users of mass rapid transit are often required to make transfers between different train lines to reach their destinations. Timetable synchronization minimizes delays during such transfers. This paper formulates a novel measure for timetable synchronization by means of a total passenger dissatisfaction index (TPDI); and the impact of such synchronization on the original unsynchronized timetable is accounted using a total deviation index (TDV) that assigns penalties when deviations from the original timetable are incurred. Pareto fronts displaying the relationship between TPDI and TDV are generated using the state-of-the-art nondominated sorting genetic algorithm 2 (NSGA 2). To further improve NSGA 2, three schemes-the use of a variant of the NSGA2 with differential evolution, a process we termed "seeding," and finally a hybrid combination with local search techniques like heuristic hill climbing, tabu search, and simulated annealing - are proposed. Simulation results demonstrate that the "seeded" NSGA2-DE combined with the hill climbing heuristic produce the best results for the application. Solutions from the Pareto fronts are chosen for implementation to describe the different operating regions. A discussion section details the advantages and drawbacks of the proposed schemes.
Keywords :
Pareto analysis; evolutionary computation; genetic algorithms; rapid transit systems; search problems; simulated annealing; synchronisation; Pareto fronts; heuristic hill climbing; local search techniques; mass rapid transit system; multiobjective evolutionary approach; nondominated sorting genetic algorithm; seeding; simulated annealing; tabu search; timetable synchronization; total deviation index; total passenger dissatisfaction index; Differential evolution (DE); Pareto-optimality; hill climbing (HC); mass rapid transit (MRT); nondominated sorting genetic algorithm 2 (NSGA 2); simulated annealing (SA); tabu search (TS); timetable synchronization;
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
DOI :
10.1109/TSMCC.2008.923872