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Abstract
A chiller plant is an essential part of a heating, ventilation, and air conditioning system. Chiller plant operation planning is to determine the throughput of active chillers, pumps, and fans in a chiller plant to meet cooling load demands with minimized power consumption. Existing planning methods are limited to chiller plant operation with homogeneous devices subject to constraints for the conservation of energy or with heterogeneous devices without considering the conservation of energy. In this article, a mixed-integer optimization problem is formulated for chiller plant operation planning with heterogeneous devices to minimize power consumption subject to various constraints, including the constraints for the conservation of energy. The formulated problem is reformulated as a global optimization problem and solved via collaborative neurodynamic optimization with multiple projection neural networks. Experimental results based on equipment manufacturers’ specifications are elaborated to demonstrate the significantly higher performance of the proposed approach than four mainstream methods in terms of power consumption wattage. © 2023 IEEE.
Original language | English |
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Pages (from-to) | 4623-4635 |
Number of pages | 13 |
Journal | IEEE Transactions on Systems, Man, and Cybernetics: Systems |
Volume | 53 |
Issue number | 8 |
Online published | 4 Apr 2023 |
DOIs | |
Publication status | Published - Aug 2023 |
Funding
This work was supported in part by the Research Grants Council of the Hong Kong Special Administrative Region of China under Grant 11203721, and in part by the Australian Research Council under Grant DP200100700
Research Keywords
- Chiller plant
- collaborative neurodynamic optimization (CNO)
- heating
- ventilation
- air conditioning (HVAC) systems
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Dive into the research topics of 'Chiller Plant Operation Planning via Collaborative Neurodynamic Optimization'. Together they form a unique fingerprint.Projects
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GRF: Neurodynamics-driven Optimization and Control of Intelligent Heating, Ventilation and Air Conditioning Systems
WANG, J. (Principal Investigator / Project Coordinator), LIN, J. Z. (Co-Investigator) & LU, W. Z. (Co-Investigator)
1/01/22 → …
Project: Research