TY - JOUR
T1 - Hybrid genetic algorithm-ant colony optimization for FJSP solution
AU - Dong, Rong
AU - He, Wei Ping
PY - 2012/11
Y1 - 2012/11
N2 - To solve Flexible Job-Shop Scheduling Problem(FJSP) more effectively, a related disjunctive graph model was built and a hybrid Genetic Algorithm(GA)-Ant Colony Optimization(ACO) was proposed by considering equipments arrangement and operation sequencing. In this algorithm, a better solution to the problem was obtained by genetic algorithm, and pheromones initial distribution of ACO was provided on this basis. The positive feedback of ACO was used to solve the problem, and the local update of the pheromones were conducted by elitist strategy. The neighborhood searching feature of crossover operator in GA was used to increase the search space of ACO, thus the quality of solution was improved. Through the experimental simulation of 3 classical examples, the feasibility and effectiveness of proposed algorithm were verified.
AB - To solve Flexible Job-Shop Scheduling Problem(FJSP) more effectively, a related disjunctive graph model was built and a hybrid Genetic Algorithm(GA)-Ant Colony Optimization(ACO) was proposed by considering equipments arrangement and operation sequencing. In this algorithm, a better solution to the problem was obtained by genetic algorithm, and pheromones initial distribution of ACO was provided on this basis. The positive feedback of ACO was used to solve the problem, and the local update of the pheromones were conducted by elitist strategy. The neighborhood searching feature of crossover operator in GA was used to increase the search space of ACO, thus the quality of solution was improved. Through the experimental simulation of 3 classical examples, the feasibility and effectiveness of proposed algorithm were verified.
KW - Ant colony optimization algorithms
KW - Elitist strategy
KW - Flexible Job-Shop scheduling problem
KW - Genetic algorithms
UR - http://www.scopus.com/inward/record.url?scp=84871432996&partnerID=8YFLogxK
M3 - 文章
AN - SCOPUS:84871432996
SN - 1006-5911
VL - 18
SP - 2492
EP - 2501
JO - Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS
JF - Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS
IS - 11
ER -