Development of metamodeling tool for optimization of control system using MATLAB
Metamodeling or model reduction is an approach where a simpler approximate of actual simulation model of a system is determined. Metamodel is used in place of the actual simulation model to reduce the computational cost involved. This paper focuses on the development of a metamodeling tool for use i...
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| Format: | Conference or Workshop Item |
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2009
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| author | Mamat, Nor Hana Abdullah, Shahrum Shah Kasno, Mohamad Afif |
| author_facet | Mamat, Nor Hana Abdullah, Shahrum Shah Kasno, Mohamad Afif |
| author_sort | Mamat, Nor Hana |
| collection | ePrints |
| description | Metamodeling or model reduction is an approach where a simpler approximate of actual simulation model of a system is determined. Metamodel is used in place of the actual simulation model to reduce the computational cost involved. This paper focuses on the development of a metamodeling tool for use in optimization process of a control system. This integrated and user friendly metamodeling tool is to aid designer in producing an accurate metamodel of the original system for optimization purpose. The metamodeling system for control system optimization will be integrated into a software package with Graphical User Interface (GUI). The software used in developing this metamodeling tool is MATLAB Graphical User Interface Development Environment (GUIDE) in MATLAB version 7.6. The type of metamodel used is the Radial Basis Function (RBF) Neural Network (NN). |
| first_indexed | 2024-03-05T18:29:05Z |
| format | Conference or Workshop Item |
| id | utm.eprints-15061 |
| institution | Universiti Teknologi Malaysia - ePrints |
| last_indexed | 2024-03-05T18:29:05Z |
| publishDate | 2009 |
| record_format | dspace |
| spelling | utm.eprints-150612020-07-20T01:23:57Z http://eprints.utm.my/15061/ Development of metamodeling tool for optimization of control system using MATLAB Mamat, Nor Hana Abdullah, Shahrum Shah Kasno, Mohamad Afif TK Electrical engineering. Electronics Nuclear engineering Metamodeling or model reduction is an approach where a simpler approximate of actual simulation model of a system is determined. Metamodel is used in place of the actual simulation model to reduce the computational cost involved. This paper focuses on the development of a metamodeling tool for use in optimization process of a control system. This integrated and user friendly metamodeling tool is to aid designer in producing an accurate metamodel of the original system for optimization purpose. The metamodeling system for control system optimization will be integrated into a software package with Graphical User Interface (GUI). The software used in developing this metamodeling tool is MATLAB Graphical User Interface Development Environment (GUIDE) in MATLAB version 7.6. The type of metamodel used is the Radial Basis Function (RBF) Neural Network (NN). 2009 Conference or Workshop Item PeerReviewed Mamat, Nor Hana and Abdullah, Shahrum Shah and Kasno, Mohamad Afif (2009) Development of metamodeling tool for optimization of control system using MATLAB. In: The Second International Conference on Control, Instrumentation and mechatronic Engineering (CIM09), 2009, melaka. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:98962 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Mamat, Nor Hana Abdullah, Shahrum Shah Kasno, Mohamad Afif Development of metamodeling tool for optimization of control system using MATLAB |
| title | Development of metamodeling tool for optimization of control system using MATLAB |
| title_full | Development of metamodeling tool for optimization of control system using MATLAB |
| title_fullStr | Development of metamodeling tool for optimization of control system using MATLAB |
| title_full_unstemmed | Development of metamodeling tool for optimization of control system using MATLAB |
| title_short | Development of metamodeling tool for optimization of control system using MATLAB |
| title_sort | development of metamodeling tool for optimization of control system using matlab |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| work_keys_str_mv | AT mamatnorhana developmentofmetamodelingtoolforoptimizationofcontrolsystemusingmatlab AT abdullahshahrumshah developmentofmetamodelingtoolforoptimizationofcontrolsystemusingmatlab AT kasnomohamadafif developmentofmetamodelingtoolforoptimizationofcontrolsystemusingmatlab |