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Study on the Control Method of Temperature and Humidity Environment in Building Intelligent System Read chapter Read first chapter

2019 | OriginalPaper | Chapter

A Fully Distributed Genetic Algorithm for Global Optimization of HVAC Systems

Authors : Shiqiang Wang, Jianchun Xing, Juelong Li

Published in: Advancements in Smart City and Intelligent Building

Publisher: Springer Singapore

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Abstract

To solve the high labor and maintenance cost problems in actual engineering, a decentralized heating, ventilation, and air-conditioning (HVAC) system is configured following its physical layout. In a decentralized HVAC control system, each of the updated smart equipment can communicate with the adjacent nodes collaboratively to fulfill the load requirement. Furthermore, to achieve the global optimal operation of an HVAC system, a fully distributed constrained optimization is formulated. In this paper, a fully distributed genetic algorithm (GA) is developed to solve the proposed constrained optimization. The proposed method is confirmed to be effective to realize the global optimization of HVAC system through simulation study.

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previous chapter Research on Underground Device Operation and Maintenance Management System Based on BIMserver
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Literature
1.
Fong, K.F., Hanby, V.I., Chow, T.T.: HVAC system optimization for energy management by evolutionary programming. Energy Build. 38(3), 220–231 (2006)CrossRef
2.
Pérez-Lombard, L., Ortiz, J., Pout, C.: A review on buildings energy consumption information. Energy Build. 40(3), 394–398 (2014)CrossRef
3.
Cai, J., Kim, D., Jaramillo, R., et al.: A general multi-agent control approach for building energy system optimization. Energy Build. 127, 337–351 (2016)CrossRef
4.
Marini, D.: Optimization of HVAC systems for distributed generation as a function of different types of heat sources and climatic conditions. Appl. Energy 102(2), 813–826 (2013)CrossRef
5.
Wang, S., Burnett, J.: Online adaptive control for optimizing variable-speed pumps of indirect water-cooled chilling systems. Appl. Therm. Eng. 21(11), 1083–1103 (2001)CrossRef
6.
Fan, B., Jin, X., Du, Z.: Optimal control strategies for multi-chiller system based on probability density distribution of cooling load ratio. Energy Build. 43(10), 2813–2821 (2011)CrossRef
7.
Lu, L., Cai, W., Chai, Y.S., et al.: Global optimization for overall HVAC systems—part I problem formulation and analysis. Energy Convers. Manag. 46(7), 999–1014 (2005)CrossRef
8.
Lu, L., Cai, W., Soh, Y.C., et al.: Global optimization for overall HVAC systems—part II problem solution and simulations. Energy Convers. Manag. 46(7–8), 1015–1028 (2005)CrossRef
9.
Sun, J., Reddy, A.: Optimal control of building HVAC&R systems using complete simulation-based sequential quadratic programming (CSB-SQP). Build. Environ. 40(5), 657–669 (2005)CrossRef
10.
Ahn, B.C., Mitchell, J.W.: Optimal control development for chilled water plants using a quadratic representation. Energy Build. 33(4), 371–378 (2001)CrossRef
11.
Dullinger, C., Struckl, W., Kozek, M., et al.: A general approach for mixed-integer predictive control of HVAC systems using MILP. Appl. Therm. Eng. (2017)
12.
Seo, J., Ooka, R., Kim, J.T., et al.: Optimization of the HVAC system design to minimize primary energy demand. Energy Build. 76(2), 102–108 (2014)CrossRef
13.
Kusiak, A., Li, M., Tang, F.: Modeling and optimization of HVAC energy consumption. Appl. Energy 87(10), 3092–3102 (2010)CrossRef
14.
He, X., Zhang, Z., Kusiak, A.: Performance optimization of HVAC systems with computational intelligence algorithms. Energy Build. 81, 371–380 (2014)CrossRef
15.
Attaran, S.M., Yusof, R., Selamat, H.: A novel optimization algorithm based on epsilon constraint-RBF neural network for tuning PID controller in decoupled HVAC system. Appl. Therm. Eng. 99, 613–624 (2016)CrossRef
16.
Ling, K.V., Dexter, A.L.: Expert control of air-conditioning plant. Autom. 30, 761–773 (1994)CrossRef
17.
Ahmad, M.W., Mourshed, M., Yuce, B., et al.: Computational intelligence techniques for HVAC systems: a review. Build. Simul. 9(4), 359–398 (2016)CrossRef
18.
Lu, L., Wenjian, C., Lihua, X., Shujiang, L., Yeng, C.S.: HVAC system optimization—in-building section. Energy Build. 37(1), 11–22 (2005)CrossRef
Metadata
Title
A Fully Distributed Genetic Algorithm for Global Optimization of HVAC Systems
Authors
Shiqiang Wang
Jianchun Xing
Juelong Li
Copyright Year
2019
Publisher
Springer Singapore
Book
Advancements in Smart City and Intelligent Building

Print ISBN: 978-981-13-6732-8

Electronic ISBN: 978-981-13-6733-5

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-981-13-6733-5_57