Computer Algorithms of Pseudo‐Formal Linearization Based on Chebyshev Interpolation for Nonlinear Time‐Varying Systems and a Nonlinear Filter
In this paper, we design algorithms of a linearization and a nonlinear filter for time‐varying systems using a pseudo‐formal linearization based on Chebyshev interpolation. Presented algorithms make it easy to linearize nonlinear time‐varying systems and to synthesize a nonlinear filter. They can al...
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| Vydáno v: | IEEJ transactions on electrical and electronic engineering |
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| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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29.07.2025
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| ISSN: | 1931-4973, 1931-4981 |
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| Abstract | In this paper, we design algorithms of a linearization and a nonlinear filter for time‐varying systems using a pseudo‐formal linearization based on Chebyshev interpolation. Presented algorithms make it easy to linearize nonlinear time‐varying systems and to synthesize a nonlinear filter. They can also reduce the computational burden in both linearization and estimation processes by exploiting Chebyshev interpolation. This algorithm applies a Kalman filter to each linearized system, which is obtained in a some subdomain by using pseudo‐formal linearization, to construct a nonlinear filter that is valid for the entire domain. We demonstrate the effectiveness of algorithms through demonstrating numerical experiments with linearizations and a nonlinear filter of an academic bioreactor. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC. |
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| AbstractList | In this paper, we design algorithms of a linearization and a nonlinear filter for time‐varying systems using a pseudo‐formal linearization based on Chebyshev interpolation. Presented algorithms make it easy to linearize nonlinear time‐varying systems and to synthesize a nonlinear filter. They can also reduce the computational burden in both linearization and estimation processes by exploiting Chebyshev interpolation. This algorithm applies a Kalman filter to each linearized system, which is obtained in a some subdomain by using pseudo‐formal linearization, to construct a nonlinear filter that is valid for the entire domain. We demonstrate the effectiveness of algorithms through demonstrating numerical experiments with linearizations and a nonlinear filter of an academic bioreactor. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC. |
| Author | Takata, Hitoshi Komatsu, Kazuo |
| Author_xml | – sequence: 1 givenname: Kazuo surname: Komatsu fullname: Komatsu, Kazuo organization: National Institute of Technology Kumamoto College 2659–2 Suya, Koshi Kumamoto 861‐1102 Japan – sequence: 2 givenname: Hitoshi surname: Takata fullname: Takata, Hitoshi organization: Kagoshima University 1–21–40 Korimoto Kagoshima 890‐0065 Japan |
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| Cites_doi | 10.1109/TAC.1981.1102604 10.1016/j.automatica.2016.10.004 10.3182/20140824-6-ZA-1003.00819 10.2299/jsp.27.7 10.1109/JPROC.2003.823141 10.2299/jsp.29.11 10.2299/jsp.29.37 10.1109/TAC.2009.2019800 10.1016/j.ifacol.2018.03.124 |
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| References | Kogo H (e_1_2_7_3_1) 1979 e_1_2_7_4_1 Isidori A (e_1_2_7_5_1) 1981; 26 Haidar I (e_1_2_7_6_1) 2017; 50 Komatsu K (e_1_2_7_7_1) 2025; 29 Bayen T (e_1_2_7_15_1) 2018; 51 Sage AP (e_1_2_7_2_1) 1977 Higuchi T (e_1_2_7_10_1) 2005; 88 Akasaka T (e_1_2_7_13_1) 1974 Komatsu K (e_1_2_7_16_1) 2023; 27 Arasaratnam I (e_1_2_7_11_1) 2009; 54 Komatsu K (e_1_2_7_8_1) 2025; 29 Julier SJ (e_1_2_7_9_1) 2004; 92 Chen B (e_1_2_7_12_1) 2017; 76 Zhang D (e_1_2_7_14_1) 2014; 47 |
| References_xml | – volume-title: Optimum Systems Control year: 1977 ident: e_1_2_7_2_1 – volume-title: Numerical Computation year: 1974 ident: e_1_2_7_13_1 – volume-title: Introduction to System Control Theory year: 1979 ident: e_1_2_7_3_1 – volume: 26 start-page: 331 issue: 2 year: 1981 ident: e_1_2_7_5_1 article-title: Nonlinear decoupling via feedback: A differential geometric approach publication-title: IEEE Transactions on Automatic Control doi: 10.1109/TAC.1981.1102604 – volume: 88 start-page: 989 issue: 12 year: 2005 ident: e_1_2_7_10_1 article-title: Particle filter publication-title: The Journal of the Institute of Electronics, Information and Communication Engineers – volume: 76 start-page: 70 year: 2017 ident: e_1_2_7_12_1 article-title: Maximum correntropy Kalman filter publication-title: Automatica doi: 10.1016/j.automatica.2016.10.004 – volume: 47 start-page: 269 issue: 3 year: 2014 ident: e_1_2_7_14_1 article-title: Continuous observer design for nonlinear systems with sampled and delayed output measurements publication-title: IFAC Proceedings Volumes doi: 10.3182/20140824-6-ZA-1003.00819 – volume: 50 start-page: 13300 issue: 1 year: 2017 ident: e_1_2_7_6_1 article-title: Input‐output linearization of SISO nonlinear time‐varying delay systems publication-title: IFAC World Congress – volume: 27 start-page: 7 issue: 1 year: 2023 ident: e_1_2_7_16_1 article-title: A nonlinear filter by pseudo‐formal linearization for nonlinear time‐varying systems publication-title: Journal of Signal Processing doi: 10.2299/jsp.27.7 – volume: 92 start-page: 401 issue: 3 year: 2004 ident: e_1_2_7_9_1 article-title: Unscented filtering and nonlinear estimation publication-title: Proceedings of the IEEE doi: 10.1109/JPROC.2003.823141 – ident: e_1_2_7_4_1 – volume: 29 start-page: 11 issue: 1 year: 2025 ident: e_1_2_7_7_1 article-title: A nonlinear filter using pseudo‐formal linearization based on Chebyshev interpolation publication-title: Journal of Signal Processing doi: 10.2299/jsp.29.11 – volume: 29 start-page: 37 issue: 2 year: 2025 ident: e_1_2_7_8_1 article-title: A pseudo‐formal linearization for nonlinear time‐varying systems via Chebyshev expansion and nonlinear observer publication-title: Journal of Signal Processing doi: 10.2299/jsp.29.37 – volume: 54 start-page: 1254 issue: 6 year: 2009 ident: e_1_2_7_11_1 article-title: Cubature Kalman filters publication-title: IEEE Transactions on Automatic Control doi: 10.1109/TAC.2009.2019800 – volume: 51 start-page: 730 issue: 2 year: 2018 ident: e_1_2_7_15_1 article-title: Optimal periodic control of the chemostat with Contois growth function publication-title: IFAC‐PapersOnLine doi: 10.1016/j.ifacol.2018.03.124 |
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