This paper proposes the estimation of first-order-plus-dead-time (FOPDT) and second-order-plus-dead-time (SOPDT) models from noisy step response data. The model parameters are estimated by computation of areas, which makes it robust in the presence of stochastic disturbances in the step response data. The efficiency of the methodology is extensively tested in various numerical examples as well as in real-life experimental tests. The results-comparing our proposed estimation method with some other methods-suggest that the novel algorithm can be used with noisy step response data and adequately approximates high-order systems. Moreover, it does not require any system identification expertise, making it readily accessible for the nonexperienced user in industrial practice. The method is successfully validated for overdamped, reasonably underdamped, as well as highly oscillatory processes, hence offering a comprehensive estimation method.
机构:
Jozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
Jozef Stefan Int Postgrad Sch, Jamova Cesta 39, Ljubljana 1000, SloveniaJozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
Kos, Tomaz
Vrancic, Damir
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Jozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, SloveniaJozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
机构:
Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Liu, Jinfeng
Chen, Xianzhong
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Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Chen, Xianzhong
Munoz de la Pena, David
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机构:
Univ Seville, Dept Ingn Sistemas & Automat, Seville 41092, SpainUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Munoz de la Pena, David
Christofides, Panagiotis D.
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Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
机构:
Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Liu, Tao
Gao, Furong
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Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Gao, Furong
Wang, Youqing
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Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
机构:
Jozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
Jozef Stefan Int Postgrad Sch, Jamova Cesta 39, Ljubljana 1000, SloveniaJozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
Kos, Tomaz
Vrancic, Damir
论文数: 0引用数: 0
h-index: 0
机构:
Jozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, SloveniaJozef Stefan Inst JSI, Dept Syst & Control, Jamova Cesta 39, Ljubljana 1000, Slovenia
机构:
Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Liu, Jinfeng
Chen, Xianzhong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Chen, Xianzhong
Munoz de la Pena, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ Seville, Dept Ingn Sistemas & Automat, Seville 41092, SpainUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
Munoz de la Pena, David
Christofides, Panagiotis D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Chem & Biomol Engn, Los Angeles, CA 90095 USA
机构:
Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Liu, Tao
Gao, Furong
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Gao, Furong
Wang, Youqing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China
Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Hong Kong, Peoples R China