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Article

Study of the Thermal Delay and Thermal Attenuation Characteristics of a Centralized Air-Conditioning Water System Based on a Multi-Domain Physical Modeling Environment

1
School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan 430074, China
2
China Ship Development and Design Center, Wuhan 430064, China
3
School of Environment Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China
4
Wuhan 2nd Ship Design and Research Institute, Wuhan 430205, China
*
Author to whom correspondence should be addressed.
Buildings 2026, 16(2), 449; https://doi.org/10.3390/buildings16020449
Submission received: 12 December 2025 / Revised: 14 January 2026 / Accepted: 18 January 2026 / Published: 21 January 2026
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)

Abstract

To achieve energy savings, reduce consumption, and support the “dual-carbon” strategy in China, this study applies digital twin technology to investigate the centralized air-conditioning water system of a metro-station HVAC installation and develops a high-fidelity digital twin model to reveal the thermal delay and thermal attenuation characteristics of the pipeline network. Using the noncausal modeling approach of the Modelica language, a full digital twin representation of the centralized air-conditioning water network is constructed by covering chillers, cooling towers, pumps, terminal units, the pipeline network, etc. The model is validated against real operation data to ensure high fidelity. Validation shows the predicted chilled water flow rate of the digital twin model agrees well with the measured chilled water flow rate with an RMSE of 0.27 kg/s. Validation also shows the difference is about 0.3 °C between the digital twin prediction and the measurement in the main pipe. Based on the validation digital twin model, the thermal delay and thermal attenuation characteristics of the centralized air-conditioning water system are seriously evaluated. The results indicate that branch K3, due to its longest transport distance, exhibits a delay of 227 s. The overall thermal delay of the system reaches 7.5 min. The temperature attenuation of this water system is about 0.2 °C due to heat loss through pipe walls. The findings may offer theoretical support for the optimal regulation and control, fault detection, and anomaly identification of this centralized air-conditioning water system.
Keywords: centralized water system; digital twin system; multi-domain physical modeling; thermal delay; thermal attenuation centralized water system; digital twin system; multi-domain physical modeling; thermal delay; thermal attenuation

Share and Cite

MDPI and ACS Style

Zhou, X.; Shu, X.; Xie, J.; Xu, X.; Zhu, Q.; Deng, J. Study of the Thermal Delay and Thermal Attenuation Characteristics of a Centralized Air-Conditioning Water System Based on a Multi-Domain Physical Modeling Environment. Buildings 2026, 16, 449. https://doi.org/10.3390/buildings16020449

AMA Style

Zhou X, Shu X, Xie J, Xu X, Zhu Q, Deng J. Study of the Thermal Delay and Thermal Attenuation Characteristics of a Centralized Air-Conditioning Water System Based on a Multi-Domain Physical Modeling Environment. Buildings. 2026; 16(2):449. https://doi.org/10.3390/buildings16020449

Chicago/Turabian Style

Zhou, Xuan, Xingyu Shu, Junlong Xie, Xinhua Xu, Qiuyuan Zhu, and Jiewen Deng. 2026. "Study of the Thermal Delay and Thermal Attenuation Characteristics of a Centralized Air-Conditioning Water System Based on a Multi-Domain Physical Modeling Environment" Buildings 16, no. 2: 449. https://doi.org/10.3390/buildings16020449

APA Style

Zhou, X., Shu, X., Xie, J., Xu, X., Zhu, Q., & Deng, J. (2026). Study of the Thermal Delay and Thermal Attenuation Characteristics of a Centralized Air-Conditioning Water System Based on a Multi-Domain Physical Modeling Environment. Buildings, 16(2), 449. https://doi.org/10.3390/buildings16020449

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