Adaptive Critic Designs of Optimal Control for Ice Storage Air Conditioning Systems

被引：1

作者：

Liao, Zehua ^{[1
]}

Wei, Qinglai ^{[1
]}

机构：

[1] Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China

来源：

NEURAL INFORMATION PROCESSING (ICONIP 2018), PT VII | 2018年 / 11307卷

关键词：

Ice storage air conditioning; Adaptive critic design; Adaptive dynamic programming; Neural network; Optimal control;

D O I：

10.1007/978-3-030-04239-4_16

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, the optimal control scheme for ice storage air conditioning system is solved via an adaptive critic design method. Adaptive critic design is also called adaptive dynamic programming (ADP). First, the operation of the air conditioning system is analyzed. Next, adaptive critic method is designed to realize the optimal control for the air conditioning system. Numerical results show that using the databased ADP optimal control method can reduce the operation costs.

引用

页码：180 / 188

页数：9

共 15 条

[1]

Bertsekas D. P., 1996, Optimization and neural computation series

[2]

He Bo, 2011, 2011 International Conference on Electric Technology and Civil Engineering (ICETCE), P2296

[3]

Hu WH, 2017, TENCON IEEE REGION, P528, DOI 10.1109/TENCON.2017.8227920

[4]

Huang JA, 2016, 2016 IEEE INTERNATIONAL CONFERENCE ON POWER AND RENEWABLE ENERGY (ICPRE), P264

[5]

National Meteorological Information Center of China, 2005, SPEC MET DAT SET AN

[6] Robust Aggregator Design for Industrial Thermal Energy Storages in Smart Grid [J].

Rahnama, Samira ;

Bendtsen, Jan Dimon ;

Stoustrup, Jakob ;

Rasmussen, Henrik .

IEEE TRANSACTIONS ON SMART GRID, 2017, 8 (02) :902-916

[7] Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy [J].

Wei, Qinglai ;

Shi, Guang ;

Song, Ruizhuo ;

Liu, Yu .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (07) :5468-5478

[8] Mixed Iterative Adaptive Dynamic Programming for Optimal Battery Energy Control in Smart Residential Microgrids [J].

Wei, Qinglai ;

Liu, Derong ;

Lewis, Frank L. ;

Liu, Yu ;

Zhang, Jie .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (05) :4110-4120

[9] Discrete-Time Deterministic Q-Learning: A Novel Convergence Analysis [J].

Wei, Qinglai ;

Lewis, Frank L. ;

Sun, Qiuye ;

Yan, Pengfei ;

Song, Ruizhuo .

IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (05) :1224-1237

[10] Value Iteration Adaptive Dynamic Programming for Optimal Control of Discrete-Time Nonlinear Systems [J].

Wei, Qinglai ;

Liu, Derong ;

Lin, Hanquan .

IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (03) :840-853

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