A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System
Abstract & Details
Research Area
Electrical Engineering
Keywords
Load Shedding
Frequency Stabilization
Soft Computing
Fuzzy Logic Control
Neural Networks
Machine Learning
Abstract
In power systems, system frequency decreases if load exceeds generation and increases when power generation is greater than load demand. Load shedding is highly required in power systems to stabilize frequency in electrical power systems. Though conventional load shedding techniques are being used in many power system applications, soft computing techniques such as artificial neural networks (ANNs), fuzzy logic, genetic algorithm and particle swarm optimization have been presented by many researchers to provide optimum load shedding. However, there are many problems associated with machine learning based control techniques in real time. In this work, the utilization of soft computing algorithms and its benefits and drawbacks are discussed. A comprehensive survey is presented about the soft computing based load shedding and comparison is made among these techniques and conventional techniques. Neural network based learning rule is applied with back propagation network to minimize the error. In fuzzy based technique, load shedding position at each node was predetermined by applying certain fuzzy rules.
License
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Amit Bhardwaj | Research Scholar of Sri Satya Sai University |
| 2 | Dr. Prabodh Kumar Khampariya | Research Supervisor of Sri Satya Sai University |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Bhardwaj, Amit & Khampariya, Dr. Prabodh Kumar (2020). A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System. International Journal of Advance Research and Innovative Ideas In Education, 4(2), 4820-4824.
MLA Style
Bhardwaj, Amit, and Dr. Prabodh Kumar Khampariya. "A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System." International Journal of Advance Research and Innovative Ideas In Education, vol. 4, no. 2, 2020, pp. 4820-4824.
IEEE Style
Amit Bhardwaj and Dr. Prabodh Kumar Khampariya, "A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System," International Journal of Advance Research and Innovative Ideas In Education, vol. 4, no. 2, pp. 4820-4824, 2020.
Vancouver Style
Bhardwaj Amit, Khampariya Dr. Prabodh Kumar. A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System. International Journal of Advance Research and Innovative Ideas In Education. 2020;4(2):4820-4824.
Harvard Style
Bhardwaj, Amit & Khampariya, Dr. Prabodh Kumar (2020) 'A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System', International Journal of Advance Research and Innovative Ideas In Education, 4(2), pp. 4820-4824.
Chicago Style
Bhardwaj, Amit and Dr. Prabodh Kumar Khampariya. "A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System." International Journal of Advance Research and Innovative Ideas In Education 4, no. 2 (2020): 4820-4824.
Turabian Style
Bhardwaj, Amit and Dr. Prabodh Kumar Khampariya. "A Study of Economic Load Dispatch Problem Solution in Soft Computing Electrical Power System." International Journal of Advance Research and Innovative Ideas In Education 4, no. 2 (2020): 4820-4824.
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