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Optimum Location and Parameter Setting of STATCOM Based on Improved Differential Evolution Harmony Search Algorithm
- Source :
- IEEE Access, Vol 8, Pp 87810-87819 (2020)
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- Identification of the optimum location and capacity of Static Synchronous Compensator (STATCOM) in power grids has been given much attention to maximize its technical performance while minimizing operational cost. In this regard, a new multi-objective optimization model that minimizes power loss, enhances system stability and reduces operational cost of STATCOMs is presented in this paper. To overcome the issue of the harmony search (HS) optimization algorithm in solving high-dimensional multi-objective optimization problem, an improved differential evolution harmony search (DEHS) algorithm is proposed. In this algorithm, mutation and crossover operations are adopted instead of the original pitch adjustment operation adopted in the HS optimization algorithm, which enhances the algorithm global search ability. Moreover, opposition-based learning technique is incorporated to the process to broaden the diversity of variables and hence improving the search efficiency of the algorithm. The proposed algorithm is employed to identify the optimal allocation and sizing of multiple STATCOMs within the IEEE 30-bus system. Results reveal the superiority of the proposed optimization algorithm over the conventional multi-objectives adaptive harmony search algorithm.
- Subjects :
- 0209 industrial biotechnology
Mathematical optimization
Optimization problem
Flexible ac transmission systems
General Computer Science
Computer science
020209 energy
Crossover
static synchronous compensator
General Engineering
Process (computing)
02 engineering and technology
system optimization
Power (physics)
020901 industrial engineering & automation
Differential evolution
Mutation (genetic algorithm)
0202 electrical engineering, electronic engineering, information engineering
Harmony search
General Materials Science
lcsh:Electrical engineering. Electronics. Nuclear engineering
lcsh:TK1-9971
harmony search algorithm
Subjects
Details
- ISSN :
- 21693536
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....d2e6f1d7db9fbb20a0e97718239238e0
- Full Text :
- https://doi.org/10.1109/access.2020.2993066