Distributed agent-based building grey-box model identification

被引:7
|
作者
Baumelt, T. [1 ]
Dostal, J. [1 ,2 ]
机构
[1] Czech Tech Univ, Univ Ctr Energy Efficient Bldg, Prague, Czech Republic
[2] Czech Tech Univ, Dept Control Engn, Fac Elect Engn, Prague, Czech Republic
关键词
Building model identification; Decomposition methods; Distributed agent approach; Continuous-time grey-box modelling; Simulation; Linear systems; PREDICTIVE CONTROL; CONTROL-SYSTEMS; ENERGY; ISSUES;
D O I
10.1016/j.conengprac.2020.104427
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper deals with an identification (calibration) of a building thermal model as a crucial part of modern control algorithms. It describes a modelling issue and parameter identification approach. There is presented an identification approach using a so called dual decomposition method which decomposes a large optimization problem into smaller local ones which are then solved by local agents. The local models are found using a grey-box calibration and by a coordination of agents' mutual shared parameters a global consistency is obtained. The proposed method is tested on two examples; one is basically trivial, in the latter one, more complex, a model of a building simulated in the EnergyPlus program is obtained and offers promising results for (predictive) control-oriented purposes.
引用
收藏
页数:13
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