期刊
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
卷 81, 期 -, 页码 29-36出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.engappai.2018.12.002
关键词
Artificial bee colony; Communication networks; Relay assignment; Power allocation; Smart grid
类别
资金
- National Natural Science Foundation of China [61573303, 61503324]
- Natural Science Foundation of Hebei Province, China [F2016203438, E2017203284]
- China Postdoctoral Science Foundation [2016M601282]
This paper developed a relay assignment and power allocation algorithm for data aggregator units (DAUs) in smart grid in order to minimize the cost to the utility company. A cooperative communication network with multiple DAUs assisted by multiple relays was deployed at the demand side in smart grid, and the relay assignment and power allocation problem was formulated as a nonlinear programming problem. Using the penalty function method, we transformed the constrained nonlinear programming problem into an unconstrained optimization problem. Then we developed an multi-swarm artificial bee colony (MS-ABC) algorithm with cooperative learning to search for the optimum. Simulation results indicate that the optimal relay assignment and power allocation can reduce the cost to the utility company. Moreover, the MS-ABC algorithm shows good performances and search ability.
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