Cumulant Based Stochastic Reactive Power Planning Method for Distribution Systems With Wind Generators

被引:49
作者
Dadkhah, Maryam [1 ]
Venkatesh, Bala [1 ]
机构
[1] Ryerson Univ, Toronto, ON M5B 2K3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Capacitor planning; Cumulant method; distribution system planning; stochastic programming; OPTIMAL CAPACITOR PLACEMENT; DISTRIBUTION FEEDERS; SHUNT CAPACITORS; ALLOCATION; LOCATION; SIZE;
D O I
10.1109/TPWRS.2012.2210569
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Proliferation of wind generators (WGs) requires a change in distribution system planning techniques as WGs have intermittent and uncertain output. This paper proposes a Cumulant based stochastic optimal reactive power planning method for distribution systems with high penetration of WGs. Uncertainties in the output of WGs and load forecasts are modeled using probability density functions (PDFs). With a stochastic framework, an optimization challenge is formulated to minimize the total costs of new capacitors and the total annual energy loss. The optimization problem is then solved by using the Logarithmic Barrier Interior Point Method (LBIPM). At the optimal solution, LBIPM provides a linear relationship between the cumulants of independent variables (load and wind power) and the cumulants of the dependent system parameters. The Cumulant method offers a generous advantage in speed, whilemaintaining acceptable accuracy, as compared to the computationally cumbersome traditional Monte Carlo simulation (MCS) method. The method is tested on 7-bus, 33-bus, and 129-bus systems. The results are reported and discussed. The performance and accuracy are assessed by comparing the results with those from MCS method.
引用
收藏
页码:2351 / 2359
页数:9
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