Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem. (December 2020)
- Record Type:
- Journal Article
- Title:
- Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem. (December 2020)
- Main Title:
- Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem
- Authors:
- Mansor, Mohd Helmi
Musirin, Ismail
Othman, Muhammad Murtadha
Zamani, Mohamad Khairuzzaman Mohamad
Shaaya, Sharifah Azwa
Jelani, Shahrizal - Abstract:
- Abstract: This paper presents the development of a new hybrid optimization technique termed as Immune-Commensal-Evolutionary Programming (ICEP) and its implementation to solve non-smooth/ non-convex Economic Dispatch (ED) problem. ICEP is developed with the objective to overcome the drawbacks of single optimization techniques like evolutionary programming (EP), Artificial Immune System (AIS) and Symbiotic Organisms Search (SOS). The idea of developing this ICEP technique is to gather the strengths from the three single optimization techniques: EP, AIS and SOS to form a new hybrid technique that can solve non-smooth/ non-convex ED problem accurately. This hybrid technique has better performance in finding the global optima of non-smooth/ non-convex ED problem compared to the single optimization techniques. The typical drawback of the single optimization techniques is immature convergence, especially EP and AIS techniques. ICEP can avoid this from happening by thoroughly directing the searching process to its global optima. The proposed ICEP technique has been tested on the IEEE 30-Bus Reliability Test System (RTS) and IEEE 57-Bus Reliability Test System (RTS) with three case studies. It is found that ICEP is superior than EP and AIS in producing better non-smooth/ non-convex ED solution.
- Is Part Of:
- Energy reports. Volume 6(2020)Supplement 9
- Journal:
- Energy reports
- Issue:
- Volume 6(2020)Supplement 9
- Issue Display:
- Volume 6, Issue 9 (2020)
- Year:
- 2020
- Volume:
- 6
- Issue:
- 9
- Issue Sort Value:
- 2020-0006-0009-0000
- Page Start:
- 266
- Page End:
- 275
- Publication Date:
- 2020-12
- Subjects:
- Economic dispatch -- Evolutionary programming -- Artificial immune system -- Symbiotic organism search -- Valve-point loading effect -- Non-smooth -- Non-convex
Power resources -- Periodicals
Energy industries -- Periodicals
Power resources
Periodicals
Electronic journals
621.04205 - Journal URLs:
- http://www.sciencedirect.com/science/journal/23524847/ ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.egyr.2020.11.245 ↗
- Languages:
- English
- ISSNs:
- 2352-4847
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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- 15513.xml