A Neurodynamic Optimization Approach to Bilevel Linear Programming

被引:1
|
作者
Qin, Sitian [1 ,3 ]
Le, Xinyi [2 ]
Wang, Jun [2 ,3 ]
机构
[1] Harbin Inst Technol, Dept Math, Weihai, Peoples R China
[2] Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Hong Kong, Peoples R China
[3] Dalian Univ Technol, Sch Control Sci & Engn, Dalian, Peoples R China
来源
关键词
Bilevel linear programming problem; sub-gradient recurrent neural network; convergence in finite time; RECURRENT NEURAL-NETWORK; LEVEL;
D O I
10.1007/978-3-319-25393-0_46
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents new results on neurodynamic optimization approach to solve bilevel linear programming problems (BLPPs) with linear inequality constraints. A sub-gradient recurrent neural network is proposed for solving the BLPPs. It is proved that the state convergence time period is finite and can be quantitatively estimated. Compared with existing recurrent neural networks for BLPPs, the proposed neural network does not have any design parameter and can solve the BLPPs in finite time. Some numerical examples are introduced to show the effectiveness of the proposed neural network.
引用
收藏
页码:418 / 425
页数:8
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