Title :
A Multi-objective Evolutionary Methodology for an Interdependent Transportation Project Selection Problem
Author :
Iniestra, Juan Gaytán ; Gutiérrez, Javier García
Author_Institution :
Escuela de Ingenieria y Arquitectura, Inst. Tecnologico y de Estudios Superiores de Monterrey, Toluca
Abstract :
Most transportation planning evaluation practices involve the aggregation of impacts into a single utility function in order to be optimized. Techniques that translate different units of measure into monetary terms are highly controversial. The multi-objective transportation infrastructure project selection problem (MTPSP) can be mathematically modeled as a multi-objective 0-1 knapsack problem with some additional constraints. We solved a MTPSP for the Mexican environment using an evolutionary approach, while considering explicit modeling of interdependent projects effects (quadratic objectives). Such inter dependency relationships were estimated using a gravity model. Due to the distinctive "steps-shape" of the Pareto frontier, an evolutionary-guided search over knee points was used to avoid keeping non-attractive solutions in the final decision stage. Using context-dependent preferences and having explicit knowledge of the filtered Pareto solutions, the final choice was made using a systematic tradeoff procedure to find the one that best represented the decision maker\´s interests under the existing context
Keywords :
Pareto optimisation; decision theory; evolutionary computation; knapsack problems; management science; planning; search problems; transportation; filtered Pareto solutions; gravity model; multiobjective 0-1 knapsack problem; multiobjective evolutionary methodology; multiobjective transportation infrastructure project selection problem; quadratic objectives; transportation planning evaluation; Asset management; Cost benefit analysis; Environmental economics; Gravity; Intelligent systems; Knee; Mathematical model; Measurement units; System analysis and design; Transportation;
Conference_Titel :
Intelligent Systems Design and Applications, 2006. ISDA '06. Sixth International Conference on
Conference_Location :
Jinan
Print_ISBN :
0-7695-2528-8
DOI :
10.1109/ISDA.2006.253750