DocumentCode
498938
Title
Study on hybrid heuristic algorithm for multi-depot vehicle routing problem with hybrid picking-delivery strategy
Author
Wang, Xiao-bo ; Sun, Jin-Ying ; Ren, Chun-yu
Author_Institution
Sch. of Manage., Heilongjiang Univ., Harbin, China
Volume
3
fYear
2009
fDate
12-15 July 2009
Firstpage
1451
Lastpage
1456
Abstract
With the rapid development of electronic commerce and logistics distribution, multi-depot vehicle routing problem with backhauls (MDVRPB) as influencing electronic commerce more step development, has been paid more attentions. According to the characteristics of model, hybrid heuristic algorithm is used to get the optimization solution. First of all, use hybrid coding so as to simplify the problem; construct the pertinence of initial solution to enhance the feasibility of solutions. Improved partially matched crossover operators can avoid destroying good gene parts during the course of crossover. According to the traditional genetic algorithm shortcomings of slowly convergent speed, the study adopts the strategy of protecting gene as whole, introduce adopts 2- exchange mutation operator. Secondly, stock elite adopting genetic algorithm with taboo searching algorithm to improve the convergent speed. This algorithm can offer the thought to settle the practical problem in scale. At the same time, it can be known that adopting hybrid picking-delivery strategy can save the distance of distribution route so as to improve economic benefit.
Keywords
convergence; electronic commerce; genetic algorithms; goods distribution; logistics; search problems; 2-exchange mutation operator; backhauls; convergent speed; electronic commerce; logistics distribution; multi-depot vehicle routing problem; optimization; picking-delivery strategy; stock elite adopting genetic algorithm; taboo searching algorithm; Algorithm design and analysis; Buildings; Cybernetics; Electronic commerce; Genetic algorithms; Heuristic algorithms; Machine learning; Machine learning algorithms; Routing; Vehicles; Genetic algorithm; Hybrid heuristic algorithm; Stock elite; Taboo searching algorithm; Vehicle routing problem with backhauls;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics, 2009 International Conference on
Conference_Location
Baoding
Print_ISBN
978-1-4244-3702-3
Electronic_ISBN
978-1-4244-3703-0
Type
conf
DOI
10.1109/ICMLC.2009.5212344
Filename
5212344
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