Model predictive control of pH neutralization processes: a review
The paper provides a review of the different approaches of Model Predictive Control (MPC) to deal with the nonlinearities and transient behavior associated with pH and its control. Firstly a description of the pH system and what makes it difficult to control is presented, followed by the general des...
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2015
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/45502/ http://psasir.upm.edu.my/id/eprint/45502/1/PH.pdf |
| _version_ | 1848850510986084352 |
|---|---|
| author | Syafiie, Syafiie Hermansson, Ayman William |
| author_facet | Syafiie, Syafiie Hermansson, Ayman William |
| author_sort | Syafiie, Syafiie |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | The paper provides a review of the different approaches of Model Predictive Control (MPC) to deal with the nonlinearities and transient behavior associated with pH and its control. Firstly a description of the pH system and what makes it difficult to control is presented, followed by the general description of the structure of MPC. The different applications of MPC vary mostly in the way the model is described and how the optimization is carried out to obtain the desired control action. The different modeling techniques applied to the MPC, which is used to describe the behavior of the pH are ranging from simple linear models, multiple linear models like piecewise linear descriptions and fuzzy models, to nonlinear descriptions like Wiener models and the use of artificial neural networks. The models and their respective ways of application are reviewed. Finally, the areas where more research is needed are addressed. |
| first_indexed | 2025-11-15T10:07:27Z |
| format | Article |
| id | upm-45502 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T10:07:27Z |
| publishDate | 2015 |
| publisher | Elsevier |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-455022021-01-25T17:16:30Z http://psasir.upm.edu.my/id/eprint/45502/ Model predictive control of pH neutralization processes: a review Syafiie, Syafiie Hermansson, Ayman William The paper provides a review of the different approaches of Model Predictive Control (MPC) to deal with the nonlinearities and transient behavior associated with pH and its control. Firstly a description of the pH system and what makes it difficult to control is presented, followed by the general description of the structure of MPC. The different applications of MPC vary mostly in the way the model is described and how the optimization is carried out to obtain the desired control action. The different modeling techniques applied to the MPC, which is used to describe the behavior of the pH are ranging from simple linear models, multiple linear models like piecewise linear descriptions and fuzzy models, to nonlinear descriptions like Wiener models and the use of artificial neural networks. The models and their respective ways of application are reviewed. Finally, the areas where more research is needed are addressed. Elsevier 2015 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/45502/1/PH.pdf Syafiie, Syafiie and Hermansson, Ayman William (2015) Model predictive control of pH neutralization processes: a review. Control Engineering Practice, 45. pp. 98-109. ISSN 0967-0661 https://www.sciencedirect.com/science/article/pii/S0967066115300162 10.1016/j.conengprac.2015.09.005 |
| spellingShingle | Syafiie, Syafiie Hermansson, Ayman William Model predictive control of pH neutralization processes: a review |
| title | Model predictive control of pH neutralization processes: a review |
| title_full | Model predictive control of pH neutralization processes: a review |
| title_fullStr | Model predictive control of pH neutralization processes: a review |
| title_full_unstemmed | Model predictive control of pH neutralization processes: a review |
| title_short | Model predictive control of pH neutralization processes: a review |
| title_sort | model predictive control of ph neutralization processes: a review |
| url | http://psasir.upm.edu.my/id/eprint/45502/ http://psasir.upm.edu.my/id/eprint/45502/ http://psasir.upm.edu.my/id/eprint/45502/ http://psasir.upm.edu.my/id/eprint/45502/1/PH.pdf |