An Analysis of a Wind Turbine-Generator System in the Presence of Stochasticity and Fokker-Planck Equations

被引:2
作者
Hirpara, Ravish Himmatlal [1 ]
Sharma, Shambhu Nath [1 ]
机构
[1] SV Natl Inst Technol, Elect Engn Dept, Surat, India
关键词
Differential Equations (SDEs); Fokker-Planck Technique; Small Scale Turbulence; Stochastic; Wind Turbine-Generator System; NONLINEAR-SYSTEMS; SPEED; POWER; SIMULATION; STABILITY; MODELS; FLUID;
D O I
10.4018/IJSDA.2020010102
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In power systems dynamics and control literature, theoretical and practical aspects of the wind turbine-generator system have received considerable attentions. The evolution equation of the induction machine encompasses a system of three first-order differential equations coupled with two algebraic equations. After accounting for stochasticity in the wind speed, the wind turbine-generator system becomes a stochastic system. That is described by the standard and formal Ito stochastic differential equation. Note that the Ito process is a strong Markov process. The Ito stochasticity of the wind speed is attributed to the Markov modeling of atmospheric turbulence. The article utilizes the Fokker-Planck method, a mathematical stochastic method, to analyse the noise-influenced wind turbine-generator system by doing the following: (i) the authors develop the Fokker-Planck model for the stochastic power system problem considered here; (ii) the Fokker-Planck operator coupled with the Kolmogorov backward operator are exploited to accomplish the noise analysis from the estimation-theoretic viewpoint.
引用
收藏
页码:18 / 43
页数:26
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