This paper considers the problem of estimating time-varying parameters which can be parameterized by a series of arbitrary known basis functions. It is shown that this problem is equivalent to the observer design problem for a "matrix" dynamic system. A "matrix" gradient algorithm, which mimics the well-known "vector" gradient algorithm, is proposed to estimate the unknown matrix. The contribution of this paper is to show that convergence of the proposed matrix algorithm is guaranteed by the persistent excitations of both the regressor and the basis functions.
机构:
Xian Univ Technol, Xian 710048, Peoples R China
Shaanxi Key Lab Complex Syst Control & Intelligen, Xian 710048, Peoples R ChinaXian Univ Technol, Xian 710048, Peoples R China
Xie Guo
Zhang Dan
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机构:
Xian Univ Technol, Xian 710048, Peoples R China
Shaanxi Key Lab Complex Syst Control & Intelligen, Xian 710048, Peoples R ChinaXian Univ Technol, Xian 710048, Peoples R China
Zhang Dan
Qian Fucai
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机构:
Xian Univ Technol, Xian 710048, Peoples R China
Shaanxi Key Lab Complex Syst Control & Intelligen, Xian 710048, Peoples R ChinaXian Univ Technol, Xian 710048, Peoples R China
Qian Fucai
PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016,
2016,
: 2137
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2141
机构:
Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen, Guangdong, Peoples R China
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHarbin Inst Technol, Shenzhen Grad Sch, Shenzhen, Guangdong, Peoples R China
Huang, Q.
Xu, Y. L.
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机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHarbin Inst Technol, Shenzhen Grad Sch, Shenzhen, Guangdong, Peoples R China
Xu, Y. L.
Liu, H. J.
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机构:
Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen, Guangdong, Peoples R ChinaHarbin Inst Technol, Shenzhen Grad Sch, Shenzhen, Guangdong, Peoples R China