Open access Journal SINTA 1
Multi-objective Optimization of PID Controller using Pareto-based Surrogate Modeling Algorithm for MIMO Evaporator System
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 8 No. 1 (2018)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2018-02-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Most control engineering problems are characterized by several objectives, which have to be satisfied simultaneously. Two widely used methods for finding the optimal solution to such problems are aggregating to a single criterion, and using Pareto-optimal solutions. This paper proposed a Pareto-based Surrogate Modeling Algorithm (PSMA) approach using a combination of Surrogate Modeling (SM) optimization and Pareto-optimal solution to find a fixed-gain, discrete-time Proportional Integral Derivative (PID) controller for a Multi Input Multi Output (MIMO) Forced Circulation Evaporator (FCE) process plant. Experimental results show that a multi-objective, PSMA search was able to give a good approximation to the optimum controller parameters in this case. The Non-dominated Sorting Genetic Algorithm II (NSGA-II) method was also used to optimize the controller parameters and as comparison with PSMA.
Collaboration network of the authors
21 authors · 68 co-authorship links · 7 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Universitas Muhammadiyah Malang
- University of Technology Malaysia
- Hasanuddin University
- State University of Makassar
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Muhammad Irfan | Hasanuddin University | 5 |
| Machmud Effendy | Affiliation unknown | 3 |
| Lailis Syafaah | Affiliation unknown | 3 |
| Merinda Lestandy | Universitas Muhammadiyah Malang | 2 |
| Ilham Pakaya | Affiliation unknown | 2 |
| Fitri Yakub | University of Technology Malaysia | 2 |
| Shamsul Faisal Mohd Hussein | Affiliation unknown | 2 |
| Khaeruddin Khaeruddin | State University of Makassar | 1 |
| Rodhiya Rahman | Universitas Muhammadiyah Malang | 1 |
| Imron Afandi | Universitas Muhammadiyah Malang | 1 |
| Ilham Saputra | Universitas Muhammadiyah Malang | 1 |
| Pangeran Apriyono Subirto | Universitas Muhammadiyah Malang | 1 |
| Machmud Effendy | Universitas Muhammadiyah Malang | 1 |
| Mochammad Arif Hidayatullah | Affiliation unknown | 1 |
| Ermanu Azizul Hakim | Affiliation unknown | 1 |
| Diding Suhardi | Affiliation unknown | 1 |
| Nur Kasan | Affiliation unknown | 1 |
| Nur Alif | Affiliation unknown | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.