Title :
Optimization Plan of Using the Arrival and Departure Track in District Station Based on Hybrid Algorithm
Author :
Tian, Feng ; Wang, Haiyang ; Sun, Xiaoping ; Liu, Jia ; Wang, Chuanyun
Author_Institution :
Sch. of Comput. Sci., ShenYang Aerosp. Univ., Shenyang, China
Abstract :
Reasonably arranging the occupation plan of arrival and departure track is the key of compiling stage plan. In order to arrange arrival and departure track rationally and effectively, building utilization´s mathematical model is needed. The model of the occupation plan of arrival and departure track in this paper is a nonlinear integer programming model, so it is difficult to be solved directly. For this reason, one hybrid algorithm is proposed that is based on the combination of genetic algorithm and ant algorithm. First, hybrid algorithm built chromosome function and fitmess function of utilization of arrival and departure track, and then executed the operation of cross, variation and selection. Second, the hybrid algorithm used the optimal solution offered by genetic algorithm to initialize ant algorithm´s pheromone concentration. An application example shows hybrid algorithm can improves 6% in accuracy of solution, reduces 52% in iteration number compare with genetic algorithm and ant algorithm respectively.
Keywords :
functions; genetic algorithms; iterative methods; nonlinear programming; planning; railways; transportation; ant algorithm; arrival track; chromosome function; departure track; district station; fitness function; genetic algorithm; hybrid algorithm; iteration number; mathematical model; nonlinear integer programming model; occupation plan; optimal solution; pheromone concentration; stage plan; Algorithm design and analysis; Analytical models; Encoding; Genetic algorithms; Interference; Mathematical model; Target tracking; Ant Algorithm; District Station; Genetic Algorithm; Hybrid Algorithm; Utilization of Arrival and departure Track;
Conference_Titel :
Computational Intelligence and Security (CIS), 2011 Seventh International Conference on
Conference_Location :
Hainan
Print_ISBN :
978-1-4577-2008-6
DOI :
10.1109/CIS.2011.341