Probabilistic multi-objective optimization in Islanded microgrids considering Load and Wind uncertainties with wind site correlations

被引:0
|
作者
Jithendranath, J. [1 ]
Das, Debapriya [1 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, Kharagpur 721302, W Bengal, India
关键词
Distributed generation; Islanded microgrid; Point estimate method; Ant lion optimization; Monte-Carlo simulation; POWER-FLOW; SOLVE;
D O I
暂无
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
This paper proposes a new formulation for optimal operation in islanded microgrids with realistic goals considering uncertainties in load as well as wind generations; to evaluate the impact of wind site correlations on the optimal operation. The effect of uncertainties in the islanded microgrid environment is handled using probabilistic based 2m+1-point estimate method together with Nataf transformation for correlation. The objectives functions considered for optimization are total generation cost, total emission and total voltage deviations in voltage profile. The problem is formulated considering operational constraints of fixed capacity droop controlled generations and other islanded operational constraints along with uncertainties. Furthermore, the proposed probabilistic multi-objective problem is solved using the multi-objective version of ant lion optimization algorithm in finding the optimal droop parameters of generators in islanded microgrid. The performance of the proposed solution methodology is tested in 33-bus microgrid. The effectiveness of proposed method is highlighted by comparing with other algorithms, and the effect of wind site correlations on considered objective functions are discussed thoroughly.
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页数:6
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