LPV Time-Delay System Identification and Its Application to the Centralized Heat-Supply System

被引:0
|
作者
Liu, Xin [1 ]
Wang, Chen [1 ]
Han, Guangjie [1 ]
机构
[1] Hohai Univ, Dept Internet Things Engn, Changzhou 213022, Peoples R China
基金
中国国家自然科学基金;
关键词
Delays; Mathematical models; Water heating; Heat transfer; Temperature; Task analysis; State-space methods; Centralized heat-supply system (CHSS); expectation maximization (EM) algorithm; linear parameter varying (LPV) system identification (SI); secondary pipe network (SPN); thermal dynamics; MAXIMUM-LIKELIHOOD-ESTIMATION; ROBUST IDENTIFICATION; WIENER SYSTEMS; PARAMETER; ALGORITHM;
D O I
10.1109/TIM.2022.3155778
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In winter, the centralized heat-supply system (CHSS) is an important and indispensable heating equipment in the northeast of China. Hence, in this article, the introduction to the CHSS is first presented, especially for the thermal dynamics of the secondary pipe network (SPN) of the CHSS, and then the identification of the thermal dynamics of the SPN under constant flow is studied. To this end, the linear parameter varying (LPV) model with autoregressive exogenous (ARX) structure is chosen as the system model and the problems of outliers and unknown system delay are both synthesized in the identification process. The physical meanings of all the variables in the LPV model are introduced in detail. By using the expectation-maximization (EM) algorithm, the equations to estimate all the parameters are derived and the desired parameter estimates can be obtained in the context. Finally, the verification tests as well as the corresponding discussions are presented.
引用
收藏
页数:11
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