Title :
Simulation research of TP based on three-dimensional optimal chromosome replacing GA
Author :
Li, Hong-chan ; Zhu, Hao-dong
Author_Institution :
Sch. of Comput. & Commun. Eng., Zhengzhou Univ. of Light Ind., Zhengzhou, China
Abstract :
Timetabling Problem (TP) in colleges and universities has become more important and complicated with the further reform in teaching and growing expansion of recruitment scale. In this paper, TP was analyzed, includes: timetabling objective, main influencing factors, constraint conditions and solving target. An optimized mathematical model of TP was established. The framework structure to solve TP was found. According to characteristics of TP, GA was introduced, a variety of improved schemes were designed, include: three-dimensional encoding scheme, initial population design scheme, fitness function design scheme, the optimal chromosome replacing strategy, adaptive crossover probability and adaptive mutation probability design scheme. Simulation results show that the proposed GA can satisfy multiple constraint conditions and resolve TP more effectively.
Keywords :
cellular biophysics; educational institutions; encoding; genetic algorithms; probability; teaching; adaptive crossover probability; adaptive mutation probability design scheme; fitness function design; optimized mathematical model; three-dimensional encoding scheme; three-dimensional optimal chromosome; timetabling problem; Biological cells; Educational institutions; Europe; GA; Optimal Chromosome Replacing Strategy; TP; Three-Dimensional Encoding;
Conference_Titel :
Communication Software and Networks (ICCSN), 2011 IEEE 3rd International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-61284-485-5
DOI :
10.1109/ICCSN.2011.6014669