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A binary symmetric based hybrid meta-heuristic method for solving mixed integer unit commitment problem integrating with significant plug-in electric vehicles

Authors :
Aoife Foley
Yusheng Xue
Zhile Yang
Kang Li
Qun Niu
Shengzhong Feng
Yuanjun Guo
Source :
Yang, Z, Li, K, Guo, Y, Feng, S, Niu, Q, Xue, Y & Foley, A 2019, ' A binary symmetric based hybrid meta-heuristic method for solving mixed integer unit commitment problem integrating with significant plug-in electric vehicles ', Energy, vol. 170, pp. 889-905 . https://doi.org/10.1016/j.energy.2018.12.165
Publication Year :
2019
Publisher :
Elsevier, 2019.

Abstract

Conventional unit commitment is a mixed integer optimization problem and has long been a key issue for power system operators. The complexity of this problem has increased in recent years given the emergence of new participants such as large penetration of plug-in electric vehicles. In this paper, a new model is established for simultaneously considering the day-ahead hourly based power system scheduling and a significant number of plug-in electric vehicles charging and discharging behaviours. For solving the problem, a novel hybrid mixed coding meta-heuristic algorithm is proposed, where V-shape symmetric transfer functions based binary particle swarm optimization are employed. The impact of transfer functions utilised in binary optimization on solving unit commitment and plug-in electric vehicle integration are investigated in a 10 unit power system with 50,000 plug-in electric vehicles. In addition, two unidirectional modes including grid to vehicle and vehicle to grid, as well as a bi-directional mode combining plug-in electric vehicle charging and discharging are comparatively examined. The numerical results show that the novel symmetric transfer function based optimization algorithm demonstrates competitive performance in reducing the fossil fuel cost and increasing the scheduling flexibility of plug-in electric vehicles in three intelligent scheduling modes.

Details

Language :
English
ISSN :
03605442
Database :
OpenAIRE
Journal :
Yang, Z, Li, K, Guo, Y, Feng, S, Niu, Q, Xue, Y & Foley, A 2019, ' A binary symmetric based hybrid meta-heuristic method for solving mixed integer unit commitment problem integrating with significant plug-in electric vehicles ', Energy, vol. 170, pp. 889-905 . https://doi.org/10.1016/j.energy.2018.12.165
Accession number :
edsair.doi.dedup.....954314ab845db8b7ba0c4bebbb503e03