Particle Swarm Optimization-Based Direct Inverse Control for Controlling the Power Level of the Indonesian Multipurpose Reactor
Joint Authors
Pambudi, Yoyok Dwi Setyo
Wahab, Wahidin
Kusumoputro, Benyamin
Source
Science and Technology of Nuclear Installations
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-05-31
Country of Publication
Egypt
No. of Pages
9
Abstract EN
A neural network-direct inverse control (NN-DIC) has been simulated to automatically control the power level of nuclear reactors.
This method has been tested on an Indonesian pool type multipurpose reactor, namely, Reaktor Serba Guna-GA Siwabessy (RSG-GAS).
The result confirmed that this method still cannot minimize errors and shorten the learning process time.
A new method is therefore needed which will improve the performance of the DIC.
The objective of this study is to develop a particle swarm optimization-based direct inverse control (PSO-DIC) to overcome the weaknesses of the NN-DIC.
In the proposed PSO-DIC, the PSO algorithm is integrated into the DIC technique to train the weights of the DIC controller.
This integration is able to accelerate the learning process.
To improve the performance of the system identification, a backpropagation (BP) algorithm is introduced into the PSO algorithm.
To show the feasibility and effectiveness of this proposed PSO-DIC technique, a case study on power level control of RSG-GAS is performed.
The simulation results confirm that the PSO-DIC has better performance than NN-DIC.
The new developed PSO-DIC has smaller steady-state error and less overshoot and oscillation.
American Psychological Association (APA)
Pambudi, Yoyok Dwi Setyo& Wahab, Wahidin& Kusumoputro, Benyamin. 2016. Particle Swarm Optimization-Based Direct Inverse Control for Controlling the Power Level of the Indonesian Multipurpose Reactor. Science and Technology of Nuclear Installations،Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1118523
Modern Language Association (MLA)
Pambudi, Yoyok Dwi Setyo…[et al.]. Particle Swarm Optimization-Based Direct Inverse Control for Controlling the Power Level of the Indonesian Multipurpose Reactor. Science and Technology of Nuclear Installations No. 2016 (2016), pp.1-9.
https://search.emarefa.net/detail/BIM-1118523
American Medical Association (AMA)
Pambudi, Yoyok Dwi Setyo& Wahab, Wahidin& Kusumoputro, Benyamin. Particle Swarm Optimization-Based Direct Inverse Control for Controlling the Power Level of the Indonesian Multipurpose Reactor. Science and Technology of Nuclear Installations. 2016. Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1118523
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1118523