DocumentCode
3449249
Title
Decimal encoding GA used to solve timetabling problem
Author
Jun-Hui Liu ; Na Li
Author_Institution
Zhengzhou Coll. of Animal Husbandry Eng., Zhengzhou, China
Volume
2
fYear
2011
fDate
20-22 Aug. 2011
Firstpage
144
Lastpage
148
Abstract
Timetabling Problem (TP) relates to quality of education and the utilization of teaching resources with the further reform in teaching and growing expansion of recruitment scale in colleges and universities. Firstly, TP was detailedly analyzed, includes: timetabling objective, main influencing factors, constraint conditions and solving target. And then, an optimized mathematical model of TP was established, and the framework structure to solve TP was founded. Subsequently, according to characteristics of TP, GA was introduced, varieties of improved schemes were designed, which include: decimal encoding scheme, initial population design scheme, fitness function design scheme, 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
combinatorial mathematics; educational courses; educational institutions; genetic algorithms; probability; recruitment; teaching; adaptive crossover probability; adaptive mutation probability design; constraint conditions; decimal encoding GA; fitness function design scheme; initial population design scheme; optimized mathematical model; recruitment scale; solving target; teaching resource utilization; timetabling problem; Educational institutions; Encoding; Heuristic algorithms; Mathematical model; Optimization; Resource management; Decimal Encoding; GA; TP;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Technology and Artificial Intelligence Conference (ITAIC), 2011 6th IEEE Joint International
Conference_Location
Chongqing
Print_ISBN
978-1-4244-8622-9
Type
conf
DOI
10.1109/ITAIC.2011.6030296
Filename
6030296
Link To Document