Fuzzy-Recurrent Network based Distributed Frequency Control of Multi Microgrid system

被引:0
|
作者
Kandasamy, Jeevitha [1 ]
Ramachandran, Rajeswari [1 ]
Veerasamy, Veerapandiyan [2 ]
Irudayaraj, Andrew Xavier Raj [3 ]
机构
[1] Govt Coll Technol, Dept Elect Engn, Coimbatore, Tamil Nadu, India
[2] Nanyang Technol Univ, Dept Elect & Elect Engn, Singapore, Singapore
[3] Univ Putra Malaysia, Dept Elect & Elect Engn, Serdang, Selangor, Malaysia
关键词
Distributed Control Strategy; Multi Microgrid System; Recurrent Neural Network; and Fractional-order control;
D O I
10.1109/GLOBCONHT56829.2023.10087850
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper proposes a distributed control strategy (DCS) for coordinating frequency control of multi microgrid (MMG) system. A leader-follower based consensus control law is derived for controlling each individual MG in the cluster. An adaptive fuzzy tuned recurrent neural network (FRNN) technique is proposed to design the optimal fractional order proportional-integral-derivative (FOPID) controller for distributed generation in the MG. A Lyapunov based objective function is developed to derive the dynamics, for weight updation of the RNN through gradient descent approach. The initial bias values of RNN are obtained via the Fuzzy approach for optimal operation of the FOPID controller. The proposed controller is tested for distributed frequency control of the MG system which coordinately controls the frequency of the MMG system. The performance of the controller is validated through various test cases and implemented in Hardware-in-the-loop using OPAL-RT simulation. The results show that the proposed control outperforms than other state-of-the-art.
引用
收藏
页数:6
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