An Event-Triggered Adaptive Dynamic Programming Method for Large-Scale HVAC Systems

Xue, Shan1; Chen, Zhiwen2,3; Liu, Derong4; Shang, Chao5; Chen, Hongtian6

10.1016/j.ifacol.2023.10.169

2023

22nd World Congress of the International Federation of Automatic Control (IFAC)

2405-8963

IFAC PAPERSONLINE

56

2

JUL 09-14, 2023

null,Yokohama,JAPAN

RADARWEG 29, 1043 NX AMSTERDAM, NETHERLANDS

ELSEVIER

In this paper, an event-triggered adaptive dynamic programming (ADP) algorithm is developed for the temperature control of large- scale heating, ventilation, and air conditioning (HVAC) systems. First, the dynamic model of the system is established by using the conservation of mass and energy, which involves the dynamics of the fan and the cooling coil. Second, the multi-zone temperature control problem is treated as a non-zero-sum game, which requires solving the coupled Hamilton-Jacobian (HJ) equations. Then, the ADP algorithm is employed to solve the HJ equation. Importantly, in order to reduce the network transmission burden of largescale HVAC systems, the ADP algorithm developed in this paper is based on event-triggering mechanism. Theoretical analysis proves that the tracking error and the neural network weight estimation error are uniformly ultimately bounded. Simulation results verify the effectiveness of the algorithm. Copyright (c) 2023 The Authors. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/)

adaptive dynamic programming optimal control event-triggering mechanism neural networks heating ventilation and air conditioning

其他

英语

CPCI-S

National Natural Science Foundation of China[62173349]

Automation & Control Systems

Automation & Control Systems

WOS:001196709200350

Web of Science

1.South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
2.Cent South Univ, Sch Automat, Changsha 410083, Peoples R China
3.Peng Cheng Lab, Shenzhen 518000, Peoples R China
4.Southern Univ Sci & Technol, Sch Syst Design & Intelligent Mfg, Shenzhen 518005, Peoples R China
5.Tsinghua Univ, Dept Automat, BNRist, Beijing 100084, Peoples R China
6.Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China

Xue, Shan,Chen, Zhiwen,Liu, Derong,et al. An Event-Triggered Adaptive Dynamic Programming Method for Large-Scale HVAC Systems[C]. RADARWEG 29, 1043 NX AMSTERDAM, NETHERLANDS:ELSEVIER,2023.