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Dongran Song

Central South University

Changsha, 410083

China

  • Central South University

SCHOLARLY PAPERS

5

DOWNLOADS

243

TOTAL CITATIONS

3

Scholarly Papers (5)

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1.

Multi-Scale Wake Modeling Based on Physics-Informed Neural Networks and Transfer Learning

Number of pages: 42 Posted: 14 Jun 2025
Li Wang, Mi Dong, Lei Wang, Chaoneng Huang, Dongran Song, Xinyu Fan, Jian Yang, Tengyuan Wang, Sifan Chen and Qing-An Li
Central South University, Central South University, Chongqing University, Central South University, Central South University, Central South University, Central South University, affiliation not provided to SSRN, affiliation not provided to SSRN and Chinese Academy of Sciences (CAS)
Downloads 90 (803,225)

Abstract:

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Wind Energy, Wake Modeling, Wake Prediction, Physics-informed Neural Networks, Transfer Learning

2.

Wind Turbine Short-Term Power Forecasting Method Based on Wind Speed Correction and Probabilistic Neural Network

Downloads 51 (1,086,013)
Citation 2

Wind Turbine Short-Term Power Forecasting Method Based on Wind Speed Correction and Probabilistic Neural Network

Number of pages: 18 Posted: 17 Apr 2024
jiewen deng, Zhao Xiao, Qiancheng Zhao, Jun Zhan, Jie Tao, Minghua Liu and Dongran Song
Hunan University of Science and Technology, Hunan University of Science and Technology, Hunan University of Science and Technology, National University of Defense Technology, Hunan University of Science and Technology, Hunan University of Science and Technology and Central South University
Downloads 27 (1,415,710)
Citation 2

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Probabilistic neural network, Wind speed correction, Short term power prediction, Wind Turbine

Wind Turbine Short-Term Power Forecasting Method Based on Wind Speed Correction and Probabilistic Neural Network

Number of pages: 18 Posted: 06 Mar 2024
Zhao Xiao, jiewen deng, Qiancheng Zhao, Jun Zhan, Jie Tao, Minghua Liu and Dongran Song
Hunan University of Science and Technology, Hunan University of Science and Technology, Hunan University of Science and Technology, National University of Defense Technology, Hunan University of Science and Technology, Hunan University of Science and Technology and Central South University
Downloads 24 (1,473,203)

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Probabilistic neural network, Wind speed correction, Short term power prediction；Wind turbine

3.

A Fast Frequency Control Method with Heterogeneous Thermostatically Controlled Loads for Multi-Area Interconnected Microgrids

Number of pages: 12 Posted: 09 Jan 2024
Li Li, Mi Dong, xinan Zhang, Xiaojiao Chen, Jian Yang, Dongran Song and Zifan Lin
Central South University, Central South University, The University of Western Australia, affiliation not provided to SSRN, Central South University, Central South University and The University of Western Australia
Downloads 44 (1,145,425)

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thermostatically controlled loads, fast frequency regulation, virtual droop control, disturbance identification, Kalman filter, Shapley value

4.

A Physics-Informed and Data-Driven Neural Network with Transfer Learning for Wind Turbine Wake Prediction

Number of pages: 44 Posted: 09 May 2025
Li Wang, Mi Dong, Chaoneng Huang, Dongran Song, Tengyuan Wang, Jian Yang, Sifan Chen and Qing-An Li
Central South University, Central South University, Central South University, Central South University, affiliation not provided to SSRN, Central South University, affiliation not provided to SSRN and Chinese Academy of Sciences (CAS)
Downloads 40 (1,236,159)
Citation 1

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Wind Energy, Wake Modeling, Wake Prediction, Physics-informed Neural Networks，Transfer Learning

5.

Wind Direction Panoramic Sensor for the Wind Turbine Active Yaw System

Number of pages: 22 Posted: 10 Jun 2025
Evgeny Solomin, Dongran Song, Andrey Martyanov, Anton Kovalyov, Gleb Ryavkin and Hanna Shahin
affiliation not provided to SSRN, Central South University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 18 (1,481,165)

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Horizontal Axis Wind Turbine, Wind Direction Stereo Panoramic Sensor Yaw Control System, CFD analysis, Differential Error