Grid-Supporting Battery Energy Storage Systems in Islanded Microgrids: A Data-Driven Control Approach

被引:32
作者
Ryan, Daniel Joseph [1 ]
Razzaghi, Reza [1 ]
Torresan, Hugh Duffy [2 ]
Karimi, Alireza [3 ]
Bahrani, Behrooz [1 ]
机构
[1] Monash Univ, Melbourne, Vic 3800, Australia
[2] DST Grp, Melbourne, Vic 3207, Australia
[3] Ecole Polytech Fadarale Lausanne, Lab Automat, CH-1015 Lausanne, Switzerland
关键词
H-infinity control; lithium-ion batteries; microgrids; power system control; convex optimization; smart grids; voltage-source converter; POWER; CONVERTERS; GENERATION; STABILITY; VOLTAGE;
D O I
10.1109/TSTE.2020.3022362
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Islanded microgrids have low real and reactive power generation capacity and low inertia. This makes them susceptible to large frequency and voltage deviations, which deteriorate power quality and can cause frequency or voltage collapse. Grid-supporting battery energy storage systems are a possible solution as they are able to respond quickly to changes of their real and reactive power set-points. In this paper, a data-driven grid-supporting control system for battery energy storage systems, which requires no changes to the inverters inner real and reactive power control loops compared with a conventional grid-supporting inverter, is proposed. Tuning the data-driven controller does not require a dynamic model of the microgrid. Instead, the frequency response of the microgrid is identified and used directly to optimally tune the controller for H-infinity performance and robustness criteria. The performance of the data-driven controller is verified through real-time software-in-the-loop electromagnetic-transient simulation, where it is compared with an inverse-droop controller and is shown to significantly reduce voltage and frequency deviations.
引用
收藏
页码:834 / 846
页数:13
相关论文
共 41 条
[1]   On the Stability of Local Voltage Control in Distribution Networks With a High Penetration of Inverter-Based Generation [J].
Andren, Filip ;
Bletterie, Benoit ;
Kadam, Serdar ;
Kotsampopoulos, Panos ;
Bucher, Christof .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 62 (04) :2519-2529
[2]  
[Anonymous], 2017, 16622016 IEEE
[3]   Inducverters: PLL-Less Converters With Auto-Synchronization and Emulated Inertia Capability [J].
Ashabani, Mahdi ;
Freijedo, Francisco D. ;
Golestan, Saeed ;
Guerrero, Josep M. .
IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (03) :1660-1674
[4]   Decoupled dq-Current Control of Grid-Tied Voltage Source Converters Using Nonparametric Models [J].
Bahrani, Behrooz ;
Karimi, Alireza ;
Rey, Benoit ;
Rufer, Alfred .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (04) :1356-1366
[5]   Improved Online Identification of a DC-DC Converter and Its Control Loop Gain Using Cross-Correlation Methods [J].
Barkley, Adam ;
Santi, Enrico .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2009, 24 (08) :2021-2031
[6]   Real-time control of shunt active power filter under distorted grid voltage and unbalanced load condition using self-tuning filter [J].
Biricik, Samet ;
Redif, Soydan ;
Ozerdem, Ozgur C. ;
Khadem, Shafiuzzaman K. ;
Basu, Malabika .
IET POWER ELECTRONICS, 2014, 7 (07) :1895-1905
[7]   Energy Management Systems for Electrified Powertrains: State-of-the-Art Review and Future Trends [J].
Biswas, Atriya ;
Emadi, Ali .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (07) :6453-6467
[8]   Modeling and Experimental Validation of an Islanded No-Inertia Microgrid Site [J].
Bonfiglio, Andrea ;
Delfino, Federico ;
Labella, Alessandro ;
Mestriner, Daniele ;
Pampararo, Fabio ;
Procopio, Renato ;
Guerrero, Josep M. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (04) :1812-1821
[9]   Accurate electrical battery model capable of predicting, runtime and I-V performance [J].
Chen, Min ;
Rincon-Mora, Gabriel A. .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2006, 21 (02) :504-511
[10]   Data-Driven Adaptive Control for Distributed Energy Resources [J].
Cupelli, Lisette ;
Cupelli, Marco ;
Ponci, Ferdinanda ;
Monti, Antonello .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2019, 10 (03) :1575-1584