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Learning to Branch in Combinatorial Optimization With Graph Pointer Networks 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 157-169
作者:  Rui Wang;  Zhiming Zhou;  Kaiwen Li;  Tao Zhang;  Ling Wang;  Xin Xu;  Xiangke Liao
Adobe PDF(1841Kb)  |  收藏  |  浏览/下载：221/152  |  提交时间：2024/01/02
Branch-and-bound (B&B)  combinatorial optimization  deep learning  graph neural network  imitation learning  
An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1115-1138
作者:  Bingjie Li;  Guohua Wu;  Yongming He;  Mingfeng Fan;  Witold Pedrycz
Adobe PDF(2802Kb)  |  收藏  |  浏览/下载：402/246  |  提交时间：2022/06/27
End-to-end approaches  learning-based optimization (LBO) algorithms  reinforcement learning  step-by-step approaches  vehicle routing problem (VRP)  
Solving Multitrip Pickup and Delivery Problem With Time Windows and Manpower Planning Using Multiobjective Algorithms 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 1134-1153
作者:  Jiahai Wang;  Yuyan Sun;  Zizhen Zhang;  Shangce Gao
Adobe PDF(1952Kb)  |  收藏  |  浏览/下载：117/30  |  提交时间：2021/03/11
Adaptive neighborhood selection  manpower planning  multiobjective optimization  multitrip  pickup and delivery problem with time windows