지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.8 No.3
- 발행연도
- 2013.5
- 수록면
- 490 - 498 (9page)
이용수
초록· 키워드
오류제보하기
This paper discusses the application of evolutionary multi-objective optimization algorithms namely Non-dominated Sorting Genetic Algorithm-II (NSGA-II) and Modified NSGA-II (MNSGA-II) for solving the Combined Economic Emission Dispatch (CEED) problem with valvepoint loading. The valve-point loading introduce ripples in the input-output characteristics of generating units and make the CEED problem as a non-smooth optimization problem. IEEE 57-bus and IEEE 118-bus systems are taken to validate its effectiveness of NSGA-II and MNSGA-II. To compare the Pareto-front obtained using NSGA-II and MNSGA-II, reference Pareto-front is generated using multiple runs of Real Coded Genetic Algorithm (RCGA) with weighted sum of objectives. Furthermore, three different performance metrics such as convergence, diversity and Inverted Generational Distance (IGD) are calculated for evaluating the closeness of obtained Pareto-fronts. Numerical results reveal that MNSGA-II algorithm performs better than NSGA-II algorithm to solve the CEED problem effectively.
목차
Abstract
1. Introduction
2. Problem Formulation
3. Implementation of NSGA-II and MNSGA-II
4. Performance Metrics
5. Results and Discussion
6. Conclusion
References
참고문헌 (32)
참고문헌 신청
1. [단행본] - A. J. Wood. / 1996 / Power Generation, Operation and control / Wiley : 29 ~ 32
2. [학술지(정기간행물)] - D. C. Walters. / 1993 / Genetic algorithm solution economic dispatch with valve point loading / IEEE Trans. Power Syst 8 : 1325 ~ 1331
3. [학술지(정기간행물)] - H. T. Yang. / 1996 / Evo-lutionary programming based economic dispatch for units with non smooth fuel cost functions / IEEE Trans. Power Syst 11 (1) : 112 ~ 118
4. [학술지(정기간행물)] - G. Ravi. / 2006 / Nonconvex economic dispatch with heuristic load patterns using improved fast evolutionary program / Electric Power Comp. and Syst 34 : 37 ~ 45
5. [학술지(정기간행물)] - J. B. Park. / 2005 / A particle swarm optimization for economic dispatch with non-smooth cost functions / IEEE Trans. Power Syst 20 (1) : 34 ~ 42
2. [학술지(정기간행물)] - D. C. Walters. / 1993 / Genetic algorithm solution economic dispatch with valve point loading / IEEE Trans. Power Syst 8 : 1325 ~ 1331
3. [학술지(정기간행물)] - H. T. Yang. / 1996 / Evo-lutionary programming based economic dispatch for units with non smooth fuel cost functions / IEEE Trans. Power Syst 11 (1) : 112 ~ 118
4. [학술지(정기간행물)] - G. Ravi. / 2006 / Nonconvex economic dispatch with heuristic load patterns using improved fast evolutionary program / Electric Power Comp. and Syst 34 : 37 ~ 45
5. [학술지(정기간행물)] - J. B. Park. / 2005 / A particle swarm optimization for economic dispatch with non-smooth cost functions / IEEE Trans. Power Syst 20 (1) : 34 ~ 42
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UCI(KEPA) : I410-ECN-0101-2014-500-003649992