Iterative learning control for nonlinear systems
In this thesis, the review of Iterative Learning Control (ILC) is first introduced, including generic description of ILC, some ILC algorithms and results and connections to other control paradigms. In a separated section, the convergence and robustness, a mainly focused problem in almost every ILC p...
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| Format: | Thesis |
| Language: | English |
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2008
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| Online Access: | http://hdl.handle.net/10356/13213 |
| _version_ | 1826124467158384640 |
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| author | Wen, Chen |
| author2 | Soh, Yeng Chai |
| author_facet | Soh, Yeng Chai Wen, Chen |
| author_sort | Wen, Chen |
| collection | NTU |
| description | In this thesis, the review of Iterative Learning Control (ILC) is first introduced, including generic description of ILC, some ILC algorithms and results and connections to other control paradigms. In a separated section, the convergence and robustness, a mainly focused problem in almost every ILC paper, is discussed. Especially, in chapter 3, we review some previous ILC work for nonlinear systems. Following this chapter, from chapter 4 to 7, we present the main contents of this thesis, we propose an iterative learning control method based on the analysis of the constraint to achieve precise tracking control of a class of constrained nonlinear systems over a finite time interval in chapter 4. The learning is done in a feedback configuration formed by the constraint, and the learning law updates the reference input from the plant input of the previous trial. A sufficient condition which guarantees the convergence of the learning is given. From the derivations, we find that the bounds of the asymptotic errors are influenced by the constraint terms and their Lie derivative with respect to (f,G,k). |
| first_indexed | 2024-10-01T06:21:06Z |
| format | Thesis |
| id | ntu-10356/13213 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T06:21:06Z |
| publishDate | 2008 |
| record_format | dspace |
| spelling | ntu-10356/132132023-07-04T15:11:26Z Iterative learning control for nonlinear systems Wen, Chen Soh, Yeng Chai School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering In this thesis, the review of Iterative Learning Control (ILC) is first introduced, including generic description of ILC, some ILC algorithms and results and connections to other control paradigms. In a separated section, the convergence and robustness, a mainly focused problem in almost every ILC paper, is discussed. Especially, in chapter 3, we review some previous ILC work for nonlinear systems. Following this chapter, from chapter 4 to 7, we present the main contents of this thesis, we propose an iterative learning control method based on the analysis of the constraint to achieve precise tracking control of a class of constrained nonlinear systems over a finite time interval in chapter 4. The learning is done in a feedback configuration formed by the constraint, and the learning law updates the reference input from the plant input of the previous trial. A sufficient condition which guarantees the convergence of the learning is given. From the derivations, we find that the bounds of the asymptotic errors are influenced by the constraint terms and their Lie derivative with respect to (f,G,k). Master of Engineering 2008-08-12T09:00:49Z 2008-10-20T07:19:19Z 2008-08-12T09:00:49Z 2008-10-20T07:19:19Z 1999 1999 Thesis http://hdl.handle.net/10356/13213 en 109 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering Wen, Chen Iterative learning control for nonlinear systems |
| title | Iterative learning control for nonlinear systems |
| title_full | Iterative learning control for nonlinear systems |
| title_fullStr | Iterative learning control for nonlinear systems |
| title_full_unstemmed | Iterative learning control for nonlinear systems |
| title_short | Iterative learning control for nonlinear systems |
| title_sort | iterative learning control for nonlinear systems |
| topic | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering |
| url | http://hdl.handle.net/10356/13213 |
| work_keys_str_mv | AT wenchen iterativelearningcontrolfornonlinearsystems |