Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game

A fully distributed optimal control strategy for the parallel variable speed pumps in heating, ventilation, and air-conditioning (HVAC) systems is proposed. Compared with the traditional centralized method, the efficient control and coordination are scattered to every updated smart pump without the...

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Main Authors: Shi-Qiang Wang, Jian-Chun Xing, Zi-Yan Jiang, Yun-Chuang Dai
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Journal of Control Science and Engineering
Online Access:http://dx.doi.org/10.1155/2018/5468398
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spelling doaj-dfb0eaa73d584f299d93be6a838f55232020-11-25T02:22:56ZengHindawi LimitedJournal of Control Science and Engineering1687-52491687-52572018-01-01201810.1155/2018/54683985468398Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction GameShi-Qiang Wang0Jian-Chun Xing1Zi-Yan Jiang2Yun-Chuang Dai3College of Defense Engineering, Army Engineering University of PLA, Nanjing, Jiangsu 210001, ChinaCollege of Defense Engineering, Army Engineering University of PLA, Nanjing, Jiangsu 210001, ChinaBuilding Energy Research Center of Tsinghua University, Beijing 100084, ChinaBuilding Energy Research Center of Tsinghua University, Beijing 100084, ChinaA fully distributed optimal control strategy for the parallel variable speed pumps in heating, ventilation, and air-conditioning (HVAC) systems is proposed. Compared with the traditional centralized method, the efficient control and coordination are scattered to every updated smart pump without the need for a monitoring host. Similar to the structure, mechanism, and characteristics of biological communities, a smart pump can communicate with adjacent nodes and operate collaboratively to complete pumps group operation with the least total power consumption under load demand and system constraints. And a decentralized optimization method that is decentralized estimation of distribution algorithm (DEDA) under local interaction games framework has been transplanted to the proposed structure to optimize the pumps working in parallel mode. Besides, convergence property of the two novel mechanisms is analyzed theoretically. Finally, simulation studies have been conducted based on the models of a physical pumps system, and the performance of the proposed algorithm is compared with centralized algorithms in terms of both effectiveness and stability. The results provide support for the validity of the proposed algorithms and control structure.http://dx.doi.org/10.1155/2018/5468398
collection DOAJ
language English
format Article
sources DOAJ
author Shi-Qiang Wang
Jian-Chun Xing
Zi-Yan Jiang
Yun-Chuang Dai
spellingShingle Shi-Qiang Wang
Jian-Chun Xing
Zi-Yan Jiang
Yun-Chuang Dai
Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
Journal of Control Science and Engineering
author_facet Shi-Qiang Wang
Jian-Chun Xing
Zi-Yan Jiang
Yun-Chuang Dai
author_sort Shi-Qiang Wang
title Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
title_short Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
title_full Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
title_fullStr Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
title_full_unstemmed Decentralized Optimization Algorithms for Variable Speed Pumps Operation Based on Local Interaction Game
title_sort decentralized optimization algorithms for variable speed pumps operation based on local interaction game
publisher Hindawi Limited
series Journal of Control Science and Engineering
issn 1687-5249
1687-5257
publishDate 2018-01-01
description A fully distributed optimal control strategy for the parallel variable speed pumps in heating, ventilation, and air-conditioning (HVAC) systems is proposed. Compared with the traditional centralized method, the efficient control and coordination are scattered to every updated smart pump without the need for a monitoring host. Similar to the structure, mechanism, and characteristics of biological communities, a smart pump can communicate with adjacent nodes and operate collaboratively to complete pumps group operation with the least total power consumption under load demand and system constraints. And a decentralized optimization method that is decentralized estimation of distribution algorithm (DEDA) under local interaction games framework has been transplanted to the proposed structure to optimize the pumps working in parallel mode. Besides, convergence property of the two novel mechanisms is analyzed theoretically. Finally, simulation studies have been conducted based on the models of a physical pumps system, and the performance of the proposed algorithm is compared with centralized algorithms in terms of both effectiveness and stability. The results provide support for the validity of the proposed algorithms and control structure.
url http://dx.doi.org/10.1155/2018/5468398
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AT jianchunxing decentralizedoptimizationalgorithmsforvariablespeedpumpsoperationbasedonlocalinteractiongame
AT ziyanjiang decentralizedoptimizationalgorithmsforvariablespeedpumpsoperationbasedonlocalinteractiongame
AT yunchuangdai decentralizedoptimizationalgorithmsforvariablespeedpumpsoperationbasedonlocalinteractiongame
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