Browsing by Author "Lin, Shunfu"
Now showing items 1-4 of 4
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A short-term probabilistic photovoltaic power prediction method based on feature selection and improved LSTM neural network
Liu, Ronghui; Wei, Jiangchuan; Sun, Gaiping; Muyeen, S.M.; Lin, Shunfu; Li, Fen... more authors ... less authors ( Elsevier Ltd , 2022 , Article)With the increase of solar photovoltaic(PV) penetration in power system, the impact of random fluctuation of PV power on the secure operation of power grid becomes more and more serious. An efficient PV forecasting approach ... -
Data-Driven Load Frequency Control Based on Multi-Agent Reinforcement Learning With Attention Mechanism
Yang, Fan; Huang, Dong Hua; Li, Dongdong; Lin, Shunfu; Muyeen, S. M.; Zhai, Haibao... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)With the massive penetration of renewable energy, traditional reinforcement learning algorithms suffer from slow convergence and area control error (ACE) in interconnected power systems. This paper proposes data-driven ... -
Exact Analytical Magnetic Field Analysis, Optimization Design and Realization of an Eccentric Magnetic Harmonic Gear
Liu, Ronghui; Zhang, Feixiang; Zhang, Junda; Sun, Gaiping; Lin, Shunfu; Muyeen, S. M.... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)The eccentric magnetic harmonic gear (EMHG) has a high efficiency and high gear ratio capability for large torque transmission. The air gap magnetic field can be calculated using an exact analytical model. The analytical ... -
Optimal Dispatch of Community Integrated Energy System Considering Comprehensive User Satisfaction Method
Liu, Ronghui; Yang, Tao; Sun, Gaiping; Lin, Shunfu; Muyeen, S. M.; Ma, Tiantian... more authors ... less authors ( John Wiley and Sons Inc , 2022 , Article)In this article, a community integrated energy system (CIES) coupled with electricity, gas and heat is investigated, which integrates with renewable energies such as photovoltaic and wind turbine. The main goal is to seek ...