Distributed Zonotopic Set-Membership State Estimation based on Optimization Methods with Partial Projection

被引:6
|
作者
Wang, Ye [1 ]
Alamo, Teodoro [2 ]
Puig, Vicenc [1 ]
Cembrano, Gabriela [1 ,3 ]
机构
[1] Univ Politecn Cataluna, CSIC, Inst Robot & Informat Ind IRI, C Llorens & Artigas 4-6, E-08028 Barcelona, Spain
[2] Univ Seville, Escuela Super Ingenieros, Dept Ingn Sistemas & Automat, Ave Descubrimientos S-N, Seville 41092, Spain
[3] CETaqua, Water Technol Ctr, Ctra Esplugues 75, Barcelona 08940, Spain
来源
IFAC PAPERSONLINE | 2017年 / 50卷 / 01期
关键词
Distributed set-membership approach; state estimation; partial projection method; zonotopes; large-scale systems; urban drainage networks; FAULT-DETECTION;
D O I
10.1016/j.ifacol.2017.08.722
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A distributed set-membership approach is proposed for the state estimation of largescale systems. The uncertain system states are bounded in a sequence of the distributed set membership estimators considering unknown-but-bounded system disturbances and measurement noise. In the framework of the set-membership approach, the measurement consistency test is implemented by finding parameterized intersection zonotopes. The size of the intersection zonotope is minimized by solving an optimization problem including a sequence of linear/bilinear matrix inequalities based on the weighted 2-norm criterion of the generator matrix. Meanwhile, for the distributed set-membership estimators, the partial projection method is considered to correct the estimation of the neighbor state. On the other hand, an on-line method is also provided. Finally, the proposed distributed set-membership approach is verified in a case study based on a urban drainage network. (C) 2017, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:4039 / 4044
页数:6
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