Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem
Automatic identification; Computer programming; Scheduling; Artificial Immune System; Economic dispatch problems; Globaloptimum; Hybrid optimization; Hybrid techniques; Non-convex economic dispatches; Optimization techniques; Reliability test system; Electric load dispatching
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2023
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my.uniten.dspace-251112023-05-29T16:06:50Z Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem Mansor M.H. Musirin I. Othman M.M. Zamani M.K.M. Shaaya S.A. Jelani S. 56372667100 8620004100 35944613200 57193428895 16022846200 57193388570 Automatic identification; Computer programming; Scheduling; Artificial Immune System; Economic dispatch problems; Globaloptimum; Hybrid optimization; Hybrid techniques; Non-convex economic dispatches; Optimization techniques; Reliability test system; Electric load dispatching 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. � 2020 The Author(s) Final 2023-05-29T08:06:50Z 2023-05-29T08:06:50Z 2020 Article 10.1016/j.egyr.2020.11.245 2-s2.0-85098862400 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85098862400&doi=10.1016%2fj.egyr.2020.11.245&partnerID=40&md5=26d2967f0e94cf85b9427e8855460db1 https://irepository.uniten.edu.my/handle/123456789/25111 6 266 275 All Open Access, Gold Elsevier Ltd Scopus |
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| description |
Automatic identification; Computer programming; Scheduling; Artificial Immune System; Economic dispatch problems; Globaloptimum; Hybrid optimization; Hybrid techniques; Non-convex economic dispatches; Optimization techniques; Reliability test system; Electric load dispatching |
| author2 |
56372667100 |
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56372667100 Mansor M.H. Musirin I. Othman M.M. Zamani M.K.M. Shaaya S.A. Jelani S. |
| format |
Article |
| author |
Mansor M.H. Musirin I. Othman M.M. Zamani M.K.M. Shaaya S.A. Jelani S. |
| spellingShingle |
Mansor M.H. Musirin I. Othman M.M. Zamani M.K.M. Shaaya S.A. Jelani S. Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| author_sort |
Mansor M.H. |
| title |
Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| title_short |
Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| title_full |
Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| title_fullStr |
Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| title_full_unstemmed |
Immune-Commensal-Evolutionary Programming for solving non-smooth/non-convex economic dispatch problem |
| title_sort |
immune-commensal-evolutionary programming for solving non-smooth/non-convex economic dispatch problem |
| publisher |
Elsevier Ltd |
| publishDate |
2023 |
| _version_ |
1806428296687124480 |
| score |
13.214268 |