Abstract
The variability and uncertainty of wind energy is becoming a huge threat to the security and stability of the grid with high wind penetration. This paper focused on the stochastic dynamic model for aggregated generation of large-scale wind farm in cyber physical energy system, and presented a dynamic system description aggregated generation of wind turbines based on stochastic Burgers equation from near-surface wind field's dynamics and wind-generation function with uncertainties. Then we developed a particle filter based solutions to estimate the τ-step-ahead generation of this nonlinear dynamic system. Finally, a 30-turbine study case shows that this method is efficient and effective.
| Original language | English |
|---|---|
| Pages (from-to) | 4055-4063 |
| Number of pages | 9 |
| Journal | Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering |
| Volume | 36 |
| Issue number | 15 |
| DOIs | |
| State | Published - 5 Aug 2016 |
Keywords
- Cyber physical system
- Particle filter
- Stochastic dynamic system
- Wind energy
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