Optimization Algorithm Research of Logistics Distribution Path Based on the Deep Belief Network

被引:0
|
作者
Li, Wenjing [1 ]
Li, Songzhao [2 ]
Zhang, Xiangbo [2 ]
Pan, Qiuxia [2 ]
机构
[1] Guangxi Teachers Educ Univ, Sch Logist Management & Engn, Nanning, Peoples R China
[2] Guangxi Teachers Educ Univ, Coll Comp & Informat Engn, Nanning, Peoples R China
基金
中国国家自然科学基金;
关键词
Deep belief network; Traffic forecast; Logistics distribution; Path optimization;
D O I
10.1109/DCABES.2018.00025
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Aiming at the phenomenon that the urban traffic is complex at present, the optimization algorithm of the traditional logistic distribution path isn't sensitive to the change of road condition without strong application in the actual logistics distribution, the optimization algorithm research of logistics distribution path based on the deep belief network is raised. Firstly, build the traffic forecast model based on the deep belief network, complete the model training and conduct the verification by learning lots of traffic data. On such basis, combine the predicated road condition with the traffic network to build the time-share traffic network, amend the access set and the pheromone variable of ant algorithm in accordance with the time-share traffic network, and raise the optimization algorithm of logistics distribution path based on the traffic forecasting. Finally, verify the superiority and application value of the algorithm in the actual distribution through the optimization algorithm contrast test with other logistics distribution paths.
引用
收藏
页码:60 / 63
页数:4
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