Multiple model predictive control of nonlinear pH neutralization system
In this paper the control of nonlinear systems using linear models is studied. The control strategy utilizes a piecewise linear description of the process, considered the model bank. The model bank is then combined at each sampling interval, through the application of a Bayesian weight calculator, t...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2010
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| Online Access: | http://psasir.upm.edu.my/id/eprint/69604/ http://psasir.upm.edu.my/id/eprint/69604/1/Multiple%20model%20predictive%20control%20of%20nonlinear%20pH%20neutralization%20system.pdf |
| _version_ | 1848856455091847168 |
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| author | Hermansson, Ayman William Syam, Syafiie Mohd Noor, Samsul Bahari |
| author_facet | Hermansson, Ayman William Syam, Syafiie Mohd Noor, Samsul Bahari |
| author_sort | Hermansson, Ayman William |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | In this paper the control of nonlinear systems using linear models is studied. The control strategy utilizes a piecewise linear description of the process, considered the model bank. The model bank is then combined at each sampling interval, through the application of a Bayesian weight calculator, to render a single linear model describing the system. The linear model is used in a model predictive control (MPC) setting to render the optimal control move. The performance of the setup is simulated for a pH neutralization process, which demonstrates a good following of setpoint changes and quick reduction of oscillations. |
| first_indexed | 2025-11-15T11:41:55Z |
| format | Conference or Workshop Item |
| id | upm-69604 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:41:55Z |
| publishDate | 2010 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-696042019-07-08T02:02:21Z http://psasir.upm.edu.my/id/eprint/69604/ Multiple model predictive control of nonlinear pH neutralization system Hermansson, Ayman William Syam, Syafiie Mohd Noor, Samsul Bahari In this paper the control of nonlinear systems using linear models is studied. The control strategy utilizes a piecewise linear description of the process, considered the model bank. The model bank is then combined at each sampling interval, through the application of a Bayesian weight calculator, to render a single linear model describing the system. The linear model is used in a model predictive control (MPC) setting to render the optimal control move. The performance of the setup is simulated for a pH neutralization process, which demonstrates a good following of setpoint changes and quick reduction of oscillations. IEEE 2010 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/69604/1/Multiple%20model%20predictive%20control%20of%20nonlinear%20pH%20neutralization%20system.pdf Hermansson, Ayman William and Syam, Syafiie and Mohd Noor, Samsul Bahari (2010) Multiple model predictive control of nonlinear pH neutralization system. In: IEEE International Conference on Industrial Engineering and Engineering Management (IEEM2010), 7-10 Dec. 2010, Macao, China. (pp. 301-304). 10.1109/IEEM.2010.5674469 |
| spellingShingle | Hermansson, Ayman William Syam, Syafiie Mohd Noor, Samsul Bahari Multiple model predictive control of nonlinear pH neutralization system |
| title | Multiple model predictive control of nonlinear pH neutralization system |
| title_full | Multiple model predictive control of nonlinear pH neutralization system |
| title_fullStr | Multiple model predictive control of nonlinear pH neutralization system |
| title_full_unstemmed | Multiple model predictive control of nonlinear pH neutralization system |
| title_short | Multiple model predictive control of nonlinear pH neutralization system |
| title_sort | multiple model predictive control of nonlinear ph neutralization system |
| url | http://psasir.upm.edu.my/id/eprint/69604/ http://psasir.upm.edu.my/id/eprint/69604/ http://psasir.upm.edu.my/id/eprint/69604/1/Multiple%20model%20predictive%20control%20of%20nonlinear%20pH%20neutralization%20system.pdf |