Intelligent Control of Grid-Connected Microgrids: An Adaptive Critic-Based Approach
作者： Sima Seidi Khorramabadi , Alireza Bakhshai
DOI: 10.1109/JESTPE.2014.2331188
关键词: Power control 、 Adaptive system 、 Adaptive control 、 Engineering 、 Control system 、 Fuzzy control system 、 Control theory 、 Control engineering 、 Control theory 、 Microgrid 、 Intelligent control
摘要: This paper presents an adaptive and intelligent power control approach for microgrid systems in the grid-connected operation mode. The proposed critic-based system contains a neuro-fuzzy controller fuzzy critic agent. agent employs reinforcement learning algorithm based on neuro-dynamic programming. feedback is made available to agent’s input as controller’s action previous state. evaluation or signal produced by together with back-propagation of error then used online tuning output layer weights controller. shows superior results compared traditional PI control. transient response time significantly reduced, oscillations are eliminated, fast convergence achieved. simple design improved dynamic behavior make it promising nominee systems.
sci-hub.se 参考文章(37)
Nikos Hatziargyriou, Hiroshi Asano, Reza Iravani, Chris Marnay, Microgrids: an overview of ongoing research, development, anddemonstration projects IEEE Power and Energy. ,vol. 5, ,(2007) , 10.1109/MPAE.2007.376583
Guillaume Rami, Tuan Tran-Uoc, Nouredine Hadjsaid, Fuzzy logic supervision and control of distributed generators Electricity Distribution, 2005. CIRED 2005. 18th International Conference and Exhibition on. pp. 1- 5 ,(2005) , 10.1049/CP:20051274
G. Pepermans, J. Driesen, D. Haeseldonckx, R. Belmans, W. D’haeseleer, Distributed generation: definition, benefits and issues Energy Policy. ,vol. 33, pp. 787- 798 ,(2005) , 10.1016/J.ENPOL.2003.10.004
Jiabing Hu, Z. Q. Zhu, Improved Voltage-Vector Sequences on Dead-Beat Predictive Direct Power Control of Reversible Three-Phase Grid-Connected Voltage-Source Converters IEEE Transactions on Power Electronics. ,vol. 28, pp. 254- 267 ,(2013) , 10.1109/TPEL.2012.2194512
R. H. Lasseter, Microgrids and Distributed Generation Journal of Energy Engineering-asce. ,vol. 133, pp. 144- 149 ,(2007) , 10.1061/(ASCE)0733-9402(2007)133:3(144)
Freddy Alexander Forero R., Andres Mauricio Molina M., Jose Guillermo Guarnizo M., Harold Rene Chamorro V., Implementation of Inverse Neural Control To VSC Converter for Active and Reactive Power Flow international conference on intelligent system applications to power systems. pp. 1- 6 ,(2009) , 10.1109/ISAP.2009.5352931
Babak Parkhideh, Subhashish Bhattacharya, Vector-Controlled Voltage-Source-Converter-Based Transmission Under Grid Disturbances IEEE Transactions on Power Electronics. ,vol. 28, pp. 661- 672 ,(2013) , 10.1109/TPEL.2012.2204071
Guo‐Dong Wang, Rong‐Jong Wai, Yong Liao, Design of backstepping power control for grid-side converter of voltage source converter-based high-voltage dc wind power generation system Iet Renewable Power Generation. ,vol. 7, pp. 118- 133 ,(2013) , 10.1049/IET-RPG.2012.0358
Mahdi Ashabani, Yasser Abdel-Rady I. Mohamed, Integrating VSCs to Weak Grids by Nonlinear Power Damping Controller With Self-Synchronization Capability IEEE Transactions on Power Systems. ,vol. 29, pp. 805- 814 ,(2014) , 10.1109/TPWRS.2013.2280659
Sima Seidi Khorramabadi, Alireza Bakhshai, A synchronous reference frame intelligent structure for power control of distributed generators in a microgrid ieee pes innovative smart grid technologies europe. pp. 1- 6 ,(2012) , 10.1109/ISGTEUROPE.2012.6465715