Distributed Online Voltage Control for Wind Farms Using Generalized Fast Dual Ascent

This paper considers the voltage control problem in wind farms, with the goals of maintaining feasible voltage profile and adequate reactive power (VAR) reserves by coordinating the reactive power outputs of wind turbines (WTs) and static synchronous compensators (STATCOMs). Rather than a conventional centralized and offline fashion, we propose a distributed online voltage control scheme based on dual decomposition. First, the optimal voltage control problem is formulated based on the branch flow model. Then, thanks to the sparsity of the constraints in this problem, a distributed solution framework is developed based on the dual decomposition and its online implementation is achieved through voltage feedback. To pursue fast convergence of the distributed algorithm and consequently facilitate the online implementation, the fast gradient method is generalized and then applied to solve the dual problem. The effectiveness of the proposed voltage control scheme is numerically validated under both static and dynamic cases.

[1]  Qiuwei Wu,et al.  Distributed cooperative voltage control of wind farms based on consensus protocol , 2019 .

[2]  Haoran Zhao,et al.  Combined Active and Reactive Power Control of Wind Farms Based on Model Predictive Control , 2017, IEEE Transactions on Energy Conversion.

[3]  Zhehan Yi,et al.  Deep-Reinforcement-Learning-Based Autonomous Voltage Control for Power Grid Operations , 2020, IEEE Transactions on Power Systems.

[4]  Zhiwei Wang,et al.  Autonomous Voltage Control for Grid Operation Using Deep Reinforcement Learning , 2019, 2019 IEEE Power & Energy Society General Meeting (PESGM).

[5]  K. Schittkowski,et al.  NONLINEAR PROGRAMMING , 2022 .

[6]  M. E. Baran,et al.  Optimal capacitor placement on radial distribution systems , 1989 .

[7]  Zhihua Qu,et al.  Realizing Unified Microgrid Voltage Profile and Loss Minimization: A Cooperative Distributed Optimization and Control Approach , 2014, IEEE Transactions on Smart Grid.

[8]  Marco Liserre,et al.  Decentralized reactive power and voltage control of wind farms with type-4 generators , 2017, 2017 IEEE Manchester PowerTech.

[9]  Pedro Rodriguez,et al.  Comparison of two voltage control strategies for a wind power plant , 2011, 2011 IEEE/PES Power Systems Conference and Exposition.

[10]  Nicolaos A. Cutululis,et al.  Coordinated voltage control in offshore HVDC connected cluster of wind power plants , 2016, 2017 IEEE Power & Energy Society General Meeting.

[11]  Tao Liu,et al.  Fast Distributed Reactive Power Control for Voltage Regulation in Distribution Networks , 2019, IEEE Transactions on Power Systems.

[12]  Marc Teboulle,et al.  A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems , 2009, SIAM J. Imaging Sci..

[13]  Georgios B. Giannakis,et al.  Two-Timescale Voltage Control in Distribution Grids Using Deep Reinforcement Learning , 2019, IEEE Transactions on Smart Grid.

[14]  D. Santos-Martin,et al.  Reactive power capability of doubly fed asynchronous generators , 2008 .

[15]  Gilsoo Jang,et al.  A Loss Minimization Method on a Reactive Power Supply Process for Wind Farm , 2017, IEEE Transactions on Power Systems.

[16]  Bin Wang,et al.  Hierarchical automatic voltage control for integration of large-scale wind power: Design and implementation , 2015 .

[17]  Haoran Zhao,et al.  Coordinated Voltage Control of a Wind Farm Based on Model Predictive Control , 2016, IEEE Transactions on Sustainable Energy.

[18]  Pontus Giselsson,et al.  Improved Dual Decomposition for Distributed Model Predictive Control , 2014 .

[19]  Qiuwei Wu,et al.  Decentralized Coordinated Voltage Control for VSC-HVDC Connected Wind Farms Based on ADMM , 2019, IEEE Transactions on Sustainable Energy.

[20]  Jian Zhao,et al.  Distributed Online Voltage Control in Active Distribution Networks Considering PV Curtailment , 2019, IEEE Transactions on Industrial Informatics.

[21]  Omar Noureldeen,et al.  Design of robust intelligent protection technique for large-scale grid-connected wind farm , 2018 .

[22]  Mohammad Shahidehpour,et al.  Decentralized Short-Term Voltage Control in Active Power Distribution Systems , 2018, IEEE Transactions on Smart Grid.

[23]  Wei Shi,et al.  Distributed Voltage Control in Distribution Networks: Online and Robust Implementations , 2018, IEEE Transactions on Smart Grid.

[24]  Hongbin Sun,et al.  Review of Challenges and Research Opportunities for Voltage Control in Smart Grids , 2019, IEEE Transactions on Power Systems.

[25]  Zhe Chen,et al.  A Reactive Power Dispatch Strategy With Loss Minimization for a DFIG-Based Wind Farm , 2016, IEEE Transactions on Sustainable Energy.

[26]  B. R. Karthikeya,et al.  Overview of Wind Park Control Strategies , 2014, IEEE Transactions on Sustainable Energy.

[27]  D. Santos-Martin,et al.  Optimal reactive power allocation in an offshore wind farms with LCC-HVdc link connection , 2012 .

[28]  Xudong Sun,et al.  Relative Voltage Control of the Wind Farms Based on the Local Reactive Power Regulation , 2017 .

[29]  Haoran Zhao,et al.  Enhanced Voltage Control of VSC-HVDC-Connected Offshore Wind Farms Based on Model Predictive Control , 2018, IEEE Transactions on Sustainable Energy.

[30]  Na Li,et al.  Optimal Distributed Feedback Voltage Control Under Limited Reactive Power , 2018, IEEE Transactions on Power Systems.

[31]  Ke Meng,et al.  Variable Droop Voltage Control For Wind Farm , 2018, IEEE Transactions on Sustainable Energy.

[32]  Henrik Sandberg,et al.  A Survey of Distributed Optimization and Control Algorithms for Electric Power Systems , 2017, IEEE Transactions on Smart Grid.

[33]  Nikos D. Hatziargyriou,et al.  Distributed and Decentralized Voltage Control of Smart Distribution Networks: Models, Methods, and Future Research , 2017, IEEE Transactions on Smart Grid.

[34]  Mikkel P. S. Gryning,et al.  Stability Boundaries for Offshore Wind Park Distributed Voltage Control , 2017, IEEE Transactions on Control Systems Technology.

[35]  Mahesh M. Bundele,et al.  A critical review of voltage and reactive power management of wind farms , 2015 .

[36]  Enrique Lobato Miguélez,et al.  New challenges to wind energy voltage control. Survey of recent practice and literature review , 2018 .

[37]  Marco Liserre,et al.  Analysis of Voltage Control Strategies for Wind Farms , 2020, IEEE Transactions on Sustainable Energy.

[38]  Y. Nesterov A method for solving the convex programming problem with convergence rate O(1/k^2) , 1983 .

[39]  Oriol Gomis-Bellmunt,et al.  Analysis of reactive power strategies in HVDC-connected wind power plant clusters , 2017 .