volume 79 issue 4 pages 622-628

NSGA-II algorithm for multi-objective generation expansion planning problem

Publication typeJournal Article
Publication date2009-04-01
scimago Q1
wos Q2
SJR1.137
CiteScore8.2
Impact factor4.2
ISSN03787796, 18732046
Electrical and Electronic Engineering
Energy Engineering and Power Technology
Abstract
This paper presents an application of Elitist Non-dominated Sorting Genetic Algorithm version II (NSGA-II), to multi-objective generation expansion planning (GEP) problem. The GEP problem is considered as a two-objective problem. The first objective is the minimization of investment cost and the second objective is the minimization of outage cost (or maximization of reliability). To improve the performance of NSGA-II, two modifications are proposed. One modification is incorporation of Virtual Mapping Procedure (VMP), and the other is introduction of controlled elitism in NSGA-II. A synthetic test system having 5 types of candidate units is considered here for GEP for a 6-year planning horizon. The effectiveness of the proposed modifications is illustrated in detail.
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MURUGAN P., Kannan S., Sarma Dhulipala V. NSGA-II algorithm for multi-objective generation expansion planning problem // Electric Power Systems Research. 2009. Vol. 79. No. 4. pp. 622-628.
GOST all authors (up to 50) Copy
MURUGAN P., Kannan S., Sarma Dhulipala V. NSGA-II algorithm for multi-objective generation expansion planning problem // Electric Power Systems Research. 2009. Vol. 79. No. 4. pp. 622-628.
RIS |
Cite this
RIS Copy
TY - JOUR
DO - 10.1016/j.epsr.2008.09.011
UR - https://doi.org/10.1016/j.epsr.2008.09.011
TI - NSGA-II algorithm for multi-objective generation expansion planning problem
T2 - Electric Power Systems Research
AU - MURUGAN, P.
AU - Kannan, S.
AU - Sarma Dhulipala, V.R.
PY - 2009
DA - 2009/04/01
PB - Elsevier
SP - 622-628
IS - 4
VL - 79
SN - 0378-7796
SN - 1873-2046
ER -
BibTex |
Cite this
BibTex (up to 50 authors) Copy
@article{2009_MURUGAN,
author = {P. MURUGAN and S. Kannan and V.R. Sarma Dhulipala},
title = {NSGA-II algorithm for multi-objective generation expansion planning problem},
journal = {Electric Power Systems Research},
year = {2009},
volume = {79},
publisher = {Elsevier},
month = {apr},
url = {https://doi.org/10.1016/j.epsr.2008.09.011},
number = {4},
pages = {622--628},
doi = {10.1016/j.epsr.2008.09.011}
}
MLA
Cite this
MLA Copy
MURUGAN, P., et al. “NSGA-II algorithm for multi-objective generation expansion planning problem.” Electric Power Systems Research, vol. 79, no. 4, Apr. 2009, pp. 622-628. https://doi.org/10.1016/j.epsr.2008.09.011.