Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques

This paper discusses the optimal energy management of chiller plant. Two intelligent approaches have been employed. Fuzzy is used to adjust the set-point and, while PSO is utilized to optimize the objective function after setting by Fuzzy. Moreover, Fuzzy is also utilized to adjust weighting factors...

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Main Authors: Abdalla, E.A.H., Nallagownden, P., Nor, N.M., Romlie, M.F., Abdalsalam, M.E., Muthuvalu, M.S.
Format: Article
Published: Institute of Electrical and Electronics Engineers Inc. 2017
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85011967154&doi=10.1109%2fICIAS.2016.7824050&partnerID=40&md5=afb50004fb844ff4512769a6e37fdee0
http://eprints.utp.edu.my/20190/
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spelling my.utp.eprints.201902018-04-22T14:44:58Z Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques Abdalla, E.A.H. Nallagownden, P. Nor, N.M. Romlie, M.F. Abdalsalam, M.E. Muthuvalu, M.S. This paper discusses the optimal energy management of chiller plant. Two intelligent approaches have been employed. Fuzzy is used to adjust the set-point and, while PSO is utilized to optimize the objective function after setting by Fuzzy. Moreover, Fuzzy is also utilized to adjust weighting factors in order to find the best values for the PSO local and global. This will improve PSO performance. The proposed method was combined two levels as Fuzzified PSO, and the model has been simulated and validated by a real case study which consists of 5 electric-driven chillers. The results have shown that the effectiveness of the proposed method compared to the conventional one, and it also has demonstrated a better power saving. © 2016 IEEE. Institute of Electrical and Electronics Engineers Inc. 2017 Article PeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85011967154&doi=10.1109%2fICIAS.2016.7824050&partnerID=40&md5=afb50004fb844ff4512769a6e37fdee0 Abdalla, E.A.H. and Nallagownden, P. and Nor, N.M. and Romlie, M.F. and Abdalsalam, M.E. and Muthuvalu, M.S. (2017) Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques. International Conference on Intelligent and Advanced Systems, ICIAS 2016 . http://eprints.utp.edu.my/20190/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description This paper discusses the optimal energy management of chiller plant. Two intelligent approaches have been employed. Fuzzy is used to adjust the set-point and, while PSO is utilized to optimize the objective function after setting by Fuzzy. Moreover, Fuzzy is also utilized to adjust weighting factors in order to find the best values for the PSO local and global. This will improve PSO performance. The proposed method was combined two levels as Fuzzified PSO, and the model has been simulated and validated by a real case study which consists of 5 electric-driven chillers. The results have shown that the effectiveness of the proposed method compared to the conventional one, and it also has demonstrated a better power saving. © 2016 IEEE.
format Article
author Abdalla, E.A.H.
Nallagownden, P.
Nor, N.M.
Romlie, M.F.
Abdalsalam, M.E.
Muthuvalu, M.S.
spellingShingle Abdalla, E.A.H.
Nallagownden, P.
Nor, N.M.
Romlie, M.F.
Abdalsalam, M.E.
Muthuvalu, M.S.
Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
author_facet Abdalla, E.A.H.
Nallagownden, P.
Nor, N.M.
Romlie, M.F.
Abdalsalam, M.E.
Muthuvalu, M.S.
author_sort Abdalla, E.A.H.
title Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
title_short Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
title_full Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
title_fullStr Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
title_full_unstemmed Intelligent approach for optimal energy management of chiller plant using fuzzy and PSO techniques
title_sort intelligent approach for optimal energy management of chiller plant using fuzzy and pso techniques
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2017
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85011967154&doi=10.1109%2fICIAS.2016.7824050&partnerID=40&md5=afb50004fb844ff4512769a6e37fdee0
http://eprints.utp.edu.my/20190/
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