Title :
A comparative study on pheromone updating strategies of MP2AS for VRP
Author :
Xu, Zhi-yu ; Li, Ting
Author_Institution :
Sch. of Electron. & Inf. Eng., Tongji Univ., Shanghai, China
Abstract :
This paper proposes an improved ant system, which is of multiple evolution phases and multiple transition preferences (MP2AS). Considering the critical role of pheromone updating, we compare five existing strategies: ant-quantity, ant-density, ant-cycle, ant colony system (ACS) and ranked ant system (ASrank). The algorithms are applied to conquer four VRP benchmark problems of different sizes and performances are evaluated. Numerical results validate that ASrank statistically find better solutions with less computation time and lower deviation.
Keywords :
evolutionary computation; optimisation; MP2AS; VRP; ant colony system; ant-cycle; ant-density; ant-quantity; comparative study; multiple evolution phases; multiple transition preferences; pheromone updating strategies; ranked ant system; Libraries; ASrank; comparative study; multi-phase multi-preference ant system (MP2AS); pheromone updating strategy; vehicle routing problem (VRP);
Conference_Titel :
System Science, Engineering Design and Manufacturing Informatization (ICSEM), 2011 International Conference on
Conference_Location :
Guiyang
Print_ISBN :
978-1-4577-0247-1
DOI :
10.1109/ICSSEM.2011.6081261