Adaptive Multi-Objective Optimization Based on Feedback Design

被引：0

作者：

窦立谦 ^{[1
]}

宗群 ^{[1
]}

吉月辉 ^{[1
]}

曾凡琳 ^{[1
]}

机构：

[1] School of Electrical Engineering and Automation,Tianjin University

来源：

Transactions of Tianjin University | 2010年 / 16卷 / 05期

基金：

中国国家自然科学基金;

关键词：

multi-objective optimization; adaptive optimization; reinforcement learning; elevator group system;

D O I：

暂无

中图分类号：

O221.6 [多目标规划];

学科分类号：

070105 ; 1201 ;

摘要：

The problem of adaptive multi-objective optimization(AMOO) has received extensive attention due to its practical significance.An important issue in optimizing a multi-objective system is adjusting the weighting coefficients of multiple objectives so as to keep track of various conditions.In this paper,a feedback structure for AMOO is designed.Moreover,the reinforcement learning combined with hidden biasing information is applied to online tuning weighting coefficients of objective functions.Finally,the proposed approach is applied to the optimization design problem of an elevator group control system.Simulation results show that AMOO has the best average performance at up-peak traffic profile,and its average waiting time reaches 22 s.AMOO is suitable for various traffic patterns,and it is also superior to the majority of algorithms at down-peak traffic profile.

引用

页码：359 / 365

页数：7

共 50 条

[1] Adaptive Multi-Objective Optimization Based on Feedback Design
窦立谦
宗群
吉月辉
曾凡琳
[J]. Transactions of Tianjin University, 2010, (05) - 365
[2] Adaptive multi-objective optimization based on feedback design
Dou L.
Zong Q.
Ji Y.
Zeng F.
[J]. Transactions of Tianjin University, 2010, 16 (5) : 359 - 365
[3] Multi-objective optimization in reliability based design
El Sayed, M.
Edghill, M.
Housner, J.
[J]. International Conference on Computer Aided Optimum Design of Structures, OPTI, Proceedings, 1999, 5 : 161 - 169
[4] Multi-objective optimization in reliability based design
El Sayed, MF
Edghill, M
Housner, J
[J]. COMPUTER AIDED OPTIMUM DESIGN OF STRUCTURES VI, 1999, 5 : 161 - 169
[5] Multi-objective Optimization Design of Gear Reducer Based on Adaptive Genetic Algorithms
Li, Rui
Chang, Tian
Wang, Jianwei
Wei, Xiaopeng
Wang, Jinming
[J]. INTERNATIONAL ELECTRONIC CONFERENCE ON COMPUTER SCIENCE, 2008, 1060 : 273 - 277
[6] Game algorithm for reliability multi-objective design optimization based on adaptive behavior
Feng, Jiazhen
Zhang, Jianguo
Qiu, Jiwei
[J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2019, 25 (03): : 736 - 742
[7] Multi-objective optimization design of gear reducer based on adaptive genetic algorithm
Li, Rui
Chang, Tian
Wang, Jianwei
Wei, Xiaopeng
[J]. PROCEEDINGS OF THE 2008 12TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, VOLS I AND II, 2008, : 229 - 233
[8] A Multi-objective optimization based on adaptive environmental selection
Weng Li-guo
Ji, Zhuangzhuang
Xia, Min
Wang, An
[J]. 2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 999 - 1003
[9] ADAPTIVE MULTI-OBJECTIVE OPTIMIZATION BASED ON NONDOMINATED SOLUTIONS
Yang, Dongdong
Jiao, Licheng
Gong, Maoguo
[J]. COMPUTATIONAL INTELLIGENCE, 2009, 25 (02) : 84 - 108
[10] Multi-objective Optimization for Materials Discovery via Adaptive Design
Abhijith M. Gopakumar
Prasanna V. Balachandran
Dezhen Xue
James E. Gubernatis
Turab Lookman
[J]. Scientific Reports, 8

← 1 2 3 4 5 →