Multi-objective short-term scheduling of a renewable-based microgrid in the presence of tidal resources and storage devices

被引:55
作者
Javidsharifi, Mahshid [1 ]
Niknam, Taher [1 ]
Aghaei, Jamshid [1 ]
Mokryani, Geev [2 ]
机构
[1] Shiraz Univ Technol, Dept Elect Engn, Shiraz 71555313, Iran
[2] Univ Bradford, Sch Elect Engn & Comp Sci, Bradford BD7 1DP, W Yorkshire, England
关键词
Tidal energy; Microgrid; Environmental/economic optimization; Renewable energy sources; Storage devices; Modified bird mating optimizer algorithm; PARTICLE SWARM OPTIMIZATION; OPTIMAL ENERGY MANAGEMENT; POWER-GENERATION SYSTEM; CHP (COMBINED HEAT; DIFFERENTIAL EVOLUTION; RELIABILITY EVALUATION; OPERATION MANAGEMENT; INTELLIGENT ENERGY; SEARCH ALGORITHM; UNCERTAINTY;
D O I
10.1016/j.apenergy.2017.12.119
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Daily increasing use of tidal power generation proves its outstanding features as a renewable source. Due to environmental concerns, tidal current energy which has no greenhouse emission attracted researchers' attention in the last decade. Additionally, the significant potential of tidal technologies to economically benefit the utility in long-term periods is substantial. Tidal energy can be highly forecasted based on short-time given data and hence it will be a reliable renewable resource which can be fitted into power systems. In this paper, investigations of effects of a practical stream tidal turbine in Lake Saroma in the eastern area of Hokkaido, Japan, allocated in a real microgrid (MG), is considered in order to solve an environmental/economic bi-objective optimization problem. For this purpose, an intelligent evolutionary multi-objective modified bird mating optimizer (MMOBMO) algorithm is proposed. Additionally, a detailed economic model of storage devices is considered in the problem. Results show the efficiency of the suggested algorithm in satisfying economic/environmental objectives. The effectiveness of the proposed approach is validated by making comparison with original BMO and PSO on a practical MG.
引用
收藏
页码:367 / 381
页数:15
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