Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms
Abstract & Details
Research Area
Electrical Engineering
Keywords
Economic Load Dispatch Problem Optimization (ELDPO)
Power Management System (PMS)
Moth Flame Optimization (MFO)
Sine Cosine Algorithm (SCA)
Abstract
This paper proposes a heuristic approach for Economic Load Dispatch Problem Optimization (ELDPO) in Power Management System (PMS) using Sine Cosine Algorithm (SCA) and Moth Flame Optimizer Algorithm (MFO), erstwhile performing a combinatorial analysis among them. ELDPO is a remedy to real time onsite problem incurred in PMS of Electrical Power Generation Systems (EPGS) (Both Conventional & Non-Conventional) which paves way to transmission and operation constraints. SCA is used for constrained optimization problems and based on the concept of a correlation mathematical model of sine and cosine functions. Also, MFO is a heuristic algorithm which utilizes the concept that the moth eventually converges towards the light. Both SCA algorithm and MFO algorithm are utilized for ELDPO of Three IEEE benchmarks of small scale power systems and are verified by a comparative study with Lambda Iteration. Combinatorial results show that the performance of MFO is better than SCA algorithm in view of various parameters viz. Exploration, local optima avoidance, exploitation and convergence.
License
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Pawanpreet Singh | GNIEM, Naushehra, Hoshiarpur, Punjab ,India |
| 2 | Rohit Bains | GNIEM, Naushehra, Hoshiarpur, Punjab ,India |
| 3 | Gurjit Singh | Formerly Dr. B. R. Ambedkar N.I.T , Jalandhar, Presently GNIEM, Naushehra, Hoshiarpur, Punjab, India |
| 4 | Neha Bhagat | GNIEM, Naushehra, Hoshiarpur, Punjab, India |
| 5 | Vikram Kumar Kamboj | DAV University, Jalandhar, Punjab ,India |
| 6 | Ashutosh Bhadoria | DAV University, Jalandhar, Punjab ,India |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Singh, Pawanpreet, Bains, Rohit, Singh, Gurjit, Bhagat, Neha, Kamboj, Vikram Kumar, & Bhadoria, Ashutosh (2017). Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms. International Journal of Advance Research and Innovative Ideas In Education, 3(2), 65-75.
MLA Style
Singh, Pawanpreet, et al. "Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms." International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 2, 2017, pp. 65-75.
IEEE Style
Pawanpreet Singh, Rohit Bains, Gurjit Singh, Neha Bhagat, Vikram Kumar Kamboj, and Ashutosh Bhadoria, "Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms," International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 2, pp. 65-75, 2017.
Vancouver Style
Singh Pawanpreet, Bains Rohit, Singh Gurjit, Bhagat Neha, Kamboj Vikram Kumar, Bhadoria Ashutosh. Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms. International Journal of Advance Research and Innovative Ideas In Education. 2017;3(2):65-75.
Harvard Style
Singh, Pawanpreet, Bains, Rohit, Singh, Gurjit, Bhagat, Neha, Kamboj, Vikram Kumar, & Bhadoria, Ashutosh (2017) 'Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms', International Journal of Advance Research and Innovative Ideas In Education, 3(2), pp. 65-75.
Chicago Style
Singh, Pawanpreet, et al. "Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms." International Journal of Advance Research and Innovative Ideas In Education 3, no. 2 (2017): 65-75.
Turabian Style
Singh, Pawanpreet, et al. "Comparative Analysis on Economic Load Dispatch Problem Optimization using Moth Flame Optimization and Sine Cosine Algorithms." International Journal of Advance Research and Innovative Ideas In Education 3, no. 2 (2017): 65-75.
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