Cooperative approach to artificial bee colony algorithm for optimal power flow
| Autor: | Anlong Su, Wei Liu, Cui Wanli, Xiaoming Zhou, Liu Aimin |
|---|---|
| Rok vydání: | 2018 |
| Předmět: |
Mathematical optimization
Optimization problem Computer Networks and Communications Computer science Computation 020206 networking & telecommunications 02 engineering and technology Artificial bee colony algorithm Range (mathematics) Power flow Robustness (computer science) 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing Software |
| Zdroj: | Cluster Computing. 22:8059-8067 |
| ISSN: | 1573-7543 1386-7857 |
| DOI: | 10.1007/s10586-017-1594-9 |
| Popis: | Recently, the artificial bee colony (ABC) algorithm has been developed to efficiently and effectively solve a wide range of optimization problems. In this work, the standard ABC algorithm is extended by incorporating a cooperation approach, and an algorithm called cooperative ABC (CABC) is proposed to solve the optimal power flow (OPF) problem. CABC aims at improving the performance of the standard ABC algorithm by using multiple artificial bee colonies to optimized different components of the solution vector cooperatively. With six well known benchmarks, CABC is proved to have significant better performance improvement on the standard ABC. CABC is then applied to the real-world OPF problem on an IEEE 30-bus test system. The simulation results showed that the proposed CABC outperforms other algorithms investigated in this paper in terms of optimization accuracy and computation robustness. |
| Databáze: | OpenAIRE |
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