宋冬然｜中南大学｜学者主页

2026

Multi-scale wake modeling based on physics-informed neural networks and transfer learning

Li Wang, M. Dong, Lei Wang, Chao Huang, Dongran Song, Xin-Yu Fan, Jian Yang, Teng-Yuan Wang, Si-Fan Chen, Qing'an Li

Applied Energy

DOI

2026

Comparative Study on High-Precision Artificial Neural Network Fitting Methods for NMPC under MPPT Operating Conditions of Wind Turbines

Xin-Yang Zhao, Fei Xie, Jie-Feng Duan, Dongran Song, M. Talaat, M. Genç

Energy Engineering

DOI

2026

Robust Wind Turbine Design Through Probabilistic Optimization: Minimizing Cost of Energy and Energy Output Variability

Yuanyuan Fang, Jafar Jafari-Asl, You Dong, M. Mellal, Dongran Song

Wind Energy and Engineering Research

DOI

2026

FOWFMGR-SE: A generic wake-digraph reduction method for efficient wind farm optimization

Chao Huang, Li Wang, Zhichao Lin, Jian Yang, M. Dong, Dongran Song, Jinghang Xie, Ling-Xiang Huang, Shuowang Zhang

Ocean Engineering

DOI

2026

Hybrid Offshore Wind Farm Wake Optimization with Multi-Type Wind Turbines

Chaoneng Huang, Zhichao Lin, Yuke Li, Jinghang Xie, Li Wang, Jian Yang, Dongran Song, Sifan Chen

Journal of Marine Science and Engineering

DOI

2025

基于动态权重修正系数的风电机组模型预测偏航控制

张硕望，黄凌翔，陈宇韬，宋冬然，曹俊伟，杨先有，黄晟

《电气工程学报》

2025

Bi-level multi-objective optimization framework for wake escape in floating offshore wind farm

Chao Huang, Li Wang, Qian Huang, Dongran Song, Jian Yang, M. Dong, Y. Joo, N. Duić

Applied Energy

DOI

2025

Maximum wind energy extraction of floating offshore wind turbine using model predictive control with data-driven linear predictors

Junbo Liu, Chang Cai, Xiang-Yu Sun, Dongran Song, Qiuhua Chen, Qing'an Li

Energy

DOI

2025

Power output and platform motion regulation of floating offshore wind turbine using model predictive control based on coupled dynamics model

Junbo Liu, Chang Cai, Dongran Song, Jie Zheng, Xiaojiang Guo, Xiang-Yu Sun, Zhiqiang Hu, Qing'an Li

Ocean Engineering

DOI

2025

Energy capture efficiency enhancement for PMVG based-wind turbine systems through yaw control using wind direction prediction

Ameerkhan Abdul Basheer, J. Jeong, Lee Seong Ryong, Dongran Song, Young Hoon Joo

Electric power systems research

DOI

2025

Lidar measurement modeling and rotor equivalent wind speed prediction based on VMD-CED-splGRU

Qian Huang, Xiao Long Tan, Xiaofei Deng, Dongran Song, Guoyan Huang, Jian Yang, Liqing Liao, M. Talaat, Евгений Викторович Соломин

Energy

DOI

2025

A bi-level optimization approach for siting and sizing of distributed wind-storage power systems in rural areas based on MCTS and IPSO algorithms

Dongran Song, Keli Chen, Runxin Chen, Xinyu Fan, Jian Peng Yang, Mi Dong, M. Talaat, M.H. Elkholy

Energy Conversion and Management

DOI

2025

Multi-modal optimization of offshore wind farm collection system topology based on nearest better most attractive particle swarm optimization

Yuchen Wang, Dongran Song, Filip Jurić, Neven Duić, Hrvoje Mikulčić

Renewable and Sustainable Energy Reviews

DOI

2025

Lidar-Based Individual Pitch Control for Floating Offshore Wind Turbines

Jiawei Ji, Dongran Song

IEEE China International Youth Conference on Electrical Engineering (CIYCEE)

DOI

2025

NN-based NMPC Control law approximation for Maximal Wind Energy Extraction in wind turbines

Fei Hong Xie, Dongran Song

IEEE China International Youth Conference on Electrical Engineering (CIYCEE)

DOI

2025

Power optimization of floating offshore wind farm based on yaw and rotor speed cooperative control under speed exclusion zone

Xinyu Niu, Dongran Song

IEEE China International Youth Conference on Electrical Engineering (CIYCEE)

DOI

2025

Data-Driven Load Suppression and Platform Motion Optimization for Semi-Submersible Wind Turbines

Liqing Liao, Qian Huang, Li Wang, Jian Yang, Dongran Song, Sifan Chen, Lingxiang Huang

Journal of Marine Science and Engineering

DOI

2025

Optimization of Offshore Wind and Wave Energy Co-Generation System Based on Improved Seagull Optimization Algorithm

Xiaoshi Zhuang, Honglue Wan, Dongran Song, Xinyu Fan, Yuchen Wang, Qian Huang, Jian Yang

Energies

DOI

2025

Review of Design Schemes and AI Optimization Algorithms for High-Efficiency Offshore Wind Farm Collection Systems

Yuchen Wang, Dongran Song, Li Wang, Chaoneng Huang, Qian Huang, Jian Yang, Евгений Викторович Соломин

Energies

DOI

2024

Wind turbine wakes modeling and applications: Past, present, and future

Li Wang, M. Dong, Jian Yang, Lei Wang, Si-Fan Chen, N. Duić, Young Hoon Joo, Dongran Song

Ocean Engineering

DOI

2024

Wind turbine short-term power forecasting method based on hybrid probabilistic neural network

Jiewen Deng, Zhao Ran Xiao, Qiancheng Zhao, Jun Zhan, Jie Tao, Minghua Liu, Dongran Song

Energy

DOI

2024

Nonlinear model predictive control for maximum wind energy extraction of semi-submersible floating offshore wind turbine based on simplified dynamics model

Junbo Liu, Chang Chun Cai, Dongran Song, Xiaohui Zhong, Kezhong Shi, Yinpeng Chen, Shijie Cheng, Yupian Huang, Xue Jiang, Qing'an Li

Energy

DOI

2024

TRNet: A trend and residual network utilizing novel hilly attention mechanism for wind speed prediction in complex scenario

Peiming Shi, Shengmao Lin, Dongran Song, Xuefang Xu, Jie Wu

Energy

DOI

2024

Maximum power extraction and reliable power transfer from super-large-WECS to grid network using finite-time sliding mode-based current and voltage control scheme

Ruban Periyanayagam Antonysamy, Ho-Jin Oh, Seok‐Won Jung, Sang‐Yong Jung, Dongran Song, Jae Hoon Jeong, Young Hoon Joo

Sustainable Energy Technologies and Assessments

DOI

2024

Optimizing offshore wind farm power collection systems using innovative multimodal strategy

Dongran Song, Izhar Ul Haq, E Xia, Sifan Chen, Jian Yang, Mi Dong, M. Talaat, Young Hoon Joo

Ocean Engineering

DOI

2024

Deep analysis of power regulation on fatigue loads and platform motion in floating wind turbines

Xinyu Yuan, Dongran Song, Sifan Chen, Jian Peng Yang, Mi Dong, Renyong Wei, M. Talaat, Young Hoon Joo

Ocean Engineering

DOI

2024

A high robust control scheme of grid‐side converter for DFIG system

Shuqi Shi, Zongze Liu, Long Ren, Hongwei Tang, Dongran Song

IET Control Theory and Applications

DOI

2024

Topological optimization of offshore wind farm cable routing system based on an improved equilibrium optimization algorithm

Rizk M. Rizk‐Allah, Václav Snåšel, Xiaofei Deng, Dongran Song, Aboul Ella Hassanien

Ocean Engineering

DOI

2024

Fatigue Load Modeling of Floating Wind Turbines Based on Vine Copula Theory and Machine Learning

Xinyu Yuan, Qian Huang, Dongran Song, E Xia, Zhao Ran Xiao, Jian Yang, Mi Dong, Renyong Wei, Евгений Викторович Соломин, Young Hoon Joo

Journal of Marine Science and Engineering

DOI

2024

Multimodal Algorithm for Minimization of Costs in Offshore Wind Farm Collection System

Dongran Song, Izhar Ul Haq, Muhammad Shams Ur Rehman, Mi Dong, Javeria Noor, Solomin Evgeny

IEEE International Conference on Power Science and Technology (ICPST)

DOI

2024

Self‐paced learning long short‐term memory based on intelligent optimization for robust wind power prediction

Shun Yang, Xiaofei Deng, Dongran Song

IET Control Theory and Applications

DOI

2024

Review of AI-Based Wind Prediction within Recent Three Years: 2021–2023

Dongran Song, Xiao Long Tan, Qian Huang, Li Wang, Mi Dong, Jian Yang, Solomin Evgeny

Energies

DOI

2024

Review on the Application of Artificial Intelligence Methods in the Control and Design of Offshore Wind Power Systems

Dongran Song, Guoyang Shen, Chaoneng Huang, Qian Huang, Jian Peng Yang, Mi Dong, Young Hoon Joo, Neven Duić

Journal of Marine Science and Engineering

DOI

2024

Advances in Offshore Wind

Dongran Song, Tianhui Fan, Qing’an Li, Young Hoon Joo

Journal of Marine Science and Engineering

DOI

2023

Deep optimization of model predictive control performance for wind turbine yaw system based on intelligent fuzzy deduction

Dongran Song, Ziqun Li, Xiaofei Deng, Mi Dong, Lingxiang Huang, Jian Yang, Mei Su, Younghoon Joo

Expert Systems With Applications，Vol. 221

DOI

2023

基于代理模型辅助改进标准粒子群算法的浮式风电场功率优化

宋冬然，沈旭涛，黄朝能，杨建，董密，刘俊波，李庆安

《中国电机工程学报》

2023

风电全生命周期成本建模与经济分析综述

宋冬然，梁梓昂，夏鄂，杨建，刘俊波，李庆安

《热力发电》

DOI

2023

“风电系统可靠运行、高效控制与优化调度技术”专题特约主编寄语

宋冬然，胡阳，杨博

《热力发电》

2023

Wind Power Curve Modeling With Large-Scale Generalized Kernel-Based Regression Model

Yun Wang, Xiaocong Duan, Dongran Song, Runmin Zou, Fan Zhang, Yi-Fen Li

IEEE Transactions on Sustainable Energy

DOI

2023

Application of surrogate-assisted global optimization algorithm with dimension-reduction in power optimization of floating offshore wind farm

Dongran Song, Xutao Shen, Yang Gao, Lei Wang, Xin Du, ZhiLiang Xu, Zhihong Zhang, Chao Huang, Jian Yang, M. Dong, Y. Joo

Applied Energy

DOI

2023

Optimization of floating wind farm power collection system using a novel two-layer hybrid method

Dongran Song, Jiaqi Yan, Yang Gao, Lei Wang, Xin Du, ZhiLiang Xu, Zhi-Hong Zhang, Jian Yang, M. Dong, Yang Chen

Applied Energy

DOI

2023

Rotor equivalent wind speed prediction based on mechanism analysis and residual correction using Lidar measurements

Dongran Song, Xiaowei Tan, Xiao-Fei Deng, Jian Yang, M. Dong, M. H. Elkholy, M. Talaat, Y. Joo

Energy Conversion and Management

DOI

2023

Life cycle cost modelling and economic analysis of wind power: A state of art review

Junbo Liu, Dongran Song, Qing'an Li, Jian Yang, Yan Hu, Fang Fang, Young Hoon Joo

Energy Conversion and Management

DOI

2023

Topological Optimization of an Offshore-Wind-Farm Power Collection System Based on a Hybrid Optimization Methodology

Dongran Song, Jiaqi Yan, H. Zeng, Xiao-Fei Deng, Jian Yang, Xi-Long Qu, R. M. Rizk-Allah, Václav Snášel, Y. Joo

Journal of Marine Science and Engineering

DOI

2023

A Review of State Estimation Techniques for Grid-Connected PMSG-Based Wind Turbine Systems

Ganesh Mayilsamy, Kumarasamy Palanimuthu, Raghul Venkateswaran, R. Antonysamy, S. Lee, Dongran Song, Y. Joo

Energies

DOI

2023

Wind Speed Prediction Based on VMD-BLS and Error Compensation

Xu-Guo Jiao, Daoyuan Zhang, Dongran Song, Dong-Dong Mu, Yanbing Tian, Haotian Wu

Journal of Marine Science and Engineering

DOI

2023

From Lidar Measurement to Rotor Effective Wind Speed Prediction: Empirical Mode Decomposition and Gated Recurrent Unit Solution

Shuqi Shi, Zongze Liu, Xiao-Fei Deng, Si-Fan Chen, Dongran Song

Italian National Conference on Sensors

DOI

2022

基于智能算法的高海拔风电机组多参数优化设计

封焯文，朱世平，赵志华，李子群，宋冬然

《智慧电力》

2022

Multi-site and multi-objective optimization for wind turbines based on the design of virtual representative wind farm

Dongran Song, Shan Xu, Ling-Xiang Huang, E. Xia, Chao Huang, Jian Yang, Yan Hu, Fang Fang

Energy

DOI

2022

Energy capture efficiency enhancement of wind turbines via stochastic model predictive yaw control based on intelligent scenarios generation

Dongran Song, Zi-Qun Li, Lei Wang, Fangjun Jin, Chao Huang, E. Xia, R. M. Rizk-Allah, Jian Yang, Mei Su, Y. Joo

Applied Energy

DOI

2022

Coordinated optimization on energy capture and torque fluctuation of wind turbines via variable weight NMPC with fuzzy regulator

Dongran Song, Yan Tu, Lei Wang, Fangjun Jin, Zi-Qun Li, Chao Huang, E. Xia, R. M. Rizk-Allah, Jian Yang, Mei Su, Young Hoon Joo

Applied Energy

DOI

2022

Decentralised optimisation for large offshore wind farms using a sparsified wake directed graph

Tong Shu, Dongran Song, Young Hoon Joo

Applied Energy

DOI

2022

Real-time detection of wind power abnormal data based on semi-supervised learning Robust Random Cut Forest

M. Dong, Min Sun, Dongran Song, Lian-Sheng Huang, Jian Yang, Y. Joo

Energy

DOI

2022

Ensemble probabilistic wind power forecasting with multi-scale features

Yun Wang, Tuo Chen, Runmin Zou, Dongran Song, Fan Zhang, Ling Zhang

Renewable Energy

DOI

2022

Non-centralised coordinated optimisation for maximising offshore wind farm power via a sparse communication architecture

Tong Shu, Dongran Song, Y. Joo

Applied Energy

DOI

2022

A Review of Recent Aerodynamic Power Extraction Challenges in Coordinated Pitch, Yaw, and Torque Control of Large-Scale Wind Turbine Systems

Kumarasamy Palanimuthu, Ganesh Mayilsamy, Ameer Basheer, S. Lee, Dongran Song, Y. Joo

Energies

DOI

2022

Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle

Jian Yang, Li Wang, Dongran Song, Chao Huang, Lian-Sheng Huang, Junlei Wang

DOI

2022

Multi-Objective Optimisation for Large-Scale Offshore Wind Farm Based on Decoupled Groups Operation

Yanfang Chen, Young Hoon Joo, Dongran Song

Energies

DOI

2021

基于孤立森林与稀疏高斯过程回归的风电机组偏航角零点漂移诊断方法

杨建，王力，宋冬然，董密，陈思范，黄凌翔

《中国电机工程学报》

DOI

2021

Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines

Dongran Song, Qing Chang, Songyue Zheng, Sheng Yang, Jian Yang, Young Hoon Joo

DOI

2021

风功率异常数据检测方法对比研究

封焯文，朱世平，赵志华，孙铭仁，董密，宋冬然

《电工电能新技术》

2021

Comprehensive Optimization for Fatigue Loads of Wind Turbines in Complex-Terrain Wind Farms

Jian Yang, Songyue Zheng, Dongran Song, M. Su, Xuebing Yang, Y. Joo

IEEE Transactions on Sustainable Energy

DOI

2021

Uncertainty and global sensitivity analysis of levelized cost of energy in wind power generation

M. Dong, Ya Li, Dongran Song, Jian Yang, M. Su, Xiao-Fei Deng, Ling-Xiang Huang, M. H. Elkholy, Y. Joo

Energy Conversion and Management

DOI

2021

Sparse Heteroscedastic Multiple Spline Regression Models for Wind Turbine Power Curve Modeling

Yun Wang, Yi-Fen Li, Runmin Zou, A. Foley, Dlzar Al Kez, Dongran Song, Qing-Hua Hu, D. Srinivasan

IEEE Transactions on Sustainable Energy

DOI

2021

Modified Beetle Annealing Search (BAS) Optimization Strategy for Maxing Wind Farm Power through an Adaptive Wake Digraph Clustering Approach

Yan-Fang Chen, Y. Joo, Dongran Song

Energies

DOI

2021

Model Predictive Yaw Control Using Fuzzy-Deduced Weighting Factor for Large- Scale Wind Turbines

Shuowang Zhang, Ling-Xiang Huang, Dongran Song, Ke Xu, Xuebing Yang, Xiao-Ping Song

DOI

2021

Chaos-opposition-enhanced slime mould algorithm for minimizing the cost of energy for the wind turbines on high-altitude sites.

R. M. Rizk-Allah, A. Hassanien, Dongran Song

ISA transactions

DOI

2021

Short-term wind speed prediction based on data preprocessing with discrete wavelet transform-mutual information and neural network

Ran Zhao, Jian Yang, Dongran Song, Li Wang, Junbo Liu, Yunzhe Xiao

2021 IEEE 16th Conference on Industrial Electronics and Applications (ICIEA)

DOI

2021

Maximum wind energy extraction of large-scale wind turbines using nonlinear model predictive control via Yin-Yang grey wolf optimization algorithm

Dongran Song, Junbo Liu, Yinggang Yang, Jian Yang, M. Su, Yun Wang, Ning Gui, Xuebing Yang, Ling-Xiang Huang, Young Hoon Joo

DOI

2021

Bayesian infinite mixture models for wind speed distribution estimation

Yun Wang, Yi-Fen Li, Runmin Zou, Dongran Song

DOI

2020

Annual Energy Production Estimation for Variable-speed Wind Turbine at High-altitude Site

Dongran Song, Songyue Zheng, Sheng Yang, Jian Yang, M. Dong, M. Su, Young Hoon Joo

DOI

2020

Data‐driven modeling for fatigue loads of large‐scale wind turbines under active power regulation

Jian Yang, Songyue Zheng, Dongran Song, M. Su, Xuebing Yang, Y. Joo

Wind Energy

DOI

2020

Review of control strategy of large horizontal‐axis wind turbines yaw system

Dongran Song, Jian Yang, Lingqi Fang, M. Su, Xuebing Yang, Ling-Xiang Huang, Y. Joo

Wind Energy

DOI

2020

Uncertainty analysis of wind power based on levelized cost of energy

M. Dong, Ya Li, Dongran Song, Beibei Liu, Lingqi Fang, Quanxu Lv

2020 15th IEEE Conference on Industrial Electronics and Applications (ICIEA)

DOI

2020

Optimal design of wind turbines on high-altitude sites based on improved Yin-Yang pair optimization

Dongran Song, Junbo Liu, Jian Yang, M. Su, Yun Wang, Xuebing Yang, Ling-Xiang Huang, Y. Joo

DOI

2020

Corrigendum to “Optimal design of wind turbines on high-altitude sites based on improved Yin-Yang pair optimization” [Energy 193 (2020) 116794]

Dongran Song, Junbo Liu, Jian Yang, M. Su, Yun Wang, Xuebing Yang, Ling-Xiang Huang, Y. Joo

DOI

2020

Maximum wind energy extraction of large-scale wind turbines using nonlinear model predictive control via intelligent optimization

Dongran Song, Junbo Liu, Yinggang Yang, Jian Yang, M. Su, Yun Wang, Ning Gui, Xuebing Yang, Ling-Xiang Huang, Young-Chul Joo

DOI

2020

Stochastic model predictive control for the yaw control system of horizontal-axis wind turbines

Jian Yang, Lingqi Fang, Dongran Song, Ya Li, Beibei Liu, Quanxu Lv

2020 15th IEEE Conference on Industrial Electronics and Applications (ICIEA)

DOI

2020

Nonlinear model predictive control via intelligent optimization for maximum wind energy extraction of large-scale wind turbines

Junbo Liu, Dongran Song, Jian Yang, M. Su, Yinggang Yang, Li Wang

ACM Cloud and Autonomic Computing Conference

DOI

2020

New perspectives on maximum wind energy extraction of variable-speed wind turbines using previewed wind speeds

Dongran Song, Yinggang Yang, Songyue Zheng, Xiao-Fei Deng, Jian Yang, M. Su, Weiyi Tang, Xuebing Yang, Ling-Xiang Huang, Y. Joo

DOI

2020

An Effective Wind Speed Estimation Based Extended Optimal Torque Control for Maximum Wind Energy Capture

Xiao-Fei Deng, Jian Yang, Yao Sun, Dongran Song, Yinggang Yang, Y. Joo

IEEE Access

DOI

2019

Model Predictive Control Using Multi-Step Prediction Model for Electrical Yaw System of Horizontal-Axis Wind Turbines

Dongran Song, Qing'an Li, Zi-Li Cai, Li Li, Jian Yang, M. Su, Y. Joo

IEEE Transactions on Sustainable Energy

DOI

2019

A Model predictive control for the yaw control system of horizontal-axis wind turbines

Dongran Song, Li Li, Jian Yang, Y. Joo

Energy Procedia

DOI

2019

Sensorless effective wind speed estimation method based on unknown input disturbance observer and extreme learning machine

Xiao-Fei Deng, Jian Yang, Yao Sun, Dongran Song, Xiaoyan Xiang, Xiaohai Ge, Y. Joo

Energy

DOI

2019

Capacity factor estimation of variable-speed wind turbines considering the coupled influence of the QN-curve and the air density

Dongran Song, Yinggang Yang, Songyue Zheng, Weiyi Tang, Jian Yang, M. Su, Xuebing Yang, Y. Joo

Energy

DOI

2019

Multi-objective energy-cost design optimization for the variable-speed wind turbine at high-altitude sites

Dongran Song, Junbo Liu, Jian Yang, M. Su, Sheng Yang, Xuebing Yang, Y. Joo

Energy Conversion and Management

DOI

2019

Minimizing the Energy Cost of Offshore Wind Farms by Simultaneously Optimizing Wind Turbines and Their Layout

Longfu Luo, Xiao-Feng Zhang, Dongran Song, Weiyi Tang, Li Li, Xiaoyu Tian

Applied Sciences

DOI

2019

Analysis of Wind Turbine Fatigue Load Data Model

Jian Yang, Songyue Zheng, Dongran Song, Guoxun Xiao, Junye Ma, Y. Joo

International Conference on Performance Engineering

DOI

2018

Power extraction efficiency optimization of horizontal-axis wind turbines through optimizing control parameters of yaw control systems using an intelligent method

Dongran Song, Xin-Yu Fan, Jian Yang, An-Feng Liu, Si-Fan Chen, Y. Joo

Applied Energy

DOI

2018

Maximum power extraction for wind turbines through a novel yaw control solution using predicted wind directions

Dongran Song, Jian Yang, Xin-Yu Fan, Yao Liu, An-Feng Liu, Guo Chen, Y. Joo

DOI

2018

Optimal Design of Rated Wind Speed and Rotor Radius to Minimizing the Cost of Energy for Offshore Wind Turbines

Longfu Luo, Xiao-Feng Zhang, Dongran Song, Weiyi Tang, Jian Yang, Li Li, Xiaoyu Tian, Wu Wen

Energies

DOI

2017

A Comparison Study between Two MPPT Control Methods for a Large Variable-Speed Wind Turbine under Different Wind Speed Characteristics

Dongran Song, Jian Yang, M. Su, An-Feng Liu, Yao Liu, Y. Joo

DOI

2017

Model predictive control with finite control set for variable-speed wind turbines

Dongran Song, Jian Yang, M. Dong, Y. Joo

DOI

2017

Wind estimation with a non-standard extended Kalman filter and its application on maximum power extraction for variable speed wind turbines

Dongran Song, Jian Yang, Zi-Li Cai, M. Dong, M. Su, Yinghua Wang

DOI

2017

Kalman filter-based wind speed estimation for wind turbine control

Dongran Song, Jian Yang, M. Dong, Y. Joo

DOI

2017

Wind direction prediction for yaw control of wind turbines

Dongran Song, Jian Yang, Yao Liu, Mei Su, An-Feng Liu, Y. Joo

International Journal of Control, Automation and Systems

DOI

2017

A novel wind speed estimator-integrated pitch control method for wind turbines with global-power regulation

Dongran Song, Jian Yang, M. Su, An-Feng Liu, Zi-Li Cai, Yao Liu, Y. Joo

DOI

2017

可変速風力タービンのための最大電力抽出に及ぼす非標準拡張Kalmanフィルタとその応用を用いた風力の推定【Powered by NICT】

Dongran Song, Jian Yang, Zi-Li Cai, M. Dong, M. Su, Yinghua Wang

2016

现代控制技术在风力发电控制系统中的应用研究

晏勤，宋冬然

《电子技术与软件工程》

2016

Comparative studies on control systems for a two-blade variable-speed wind turbine with a speed exclusion zone

Jian Yang, Dongran Song, M. Dong, Si-Fan Chen, Libing Zou, J. Guerrero

DOI

2015

两叶片变速风力机组避免塔架共振控制策略

宋冬然，杨建，董密，晏勤，张博

《振动与冲击》

2015

The integrated control of fuzzy logic and model-based approach for variable-speed wind turbine

Jian Yang, Dongran Song, Hua Han, Pengsha Tong, Lingli Zhou

DOI

2012

大型风电机组的叶轮锁定自动控制策略

宋冬然，从龙慧，张博

《风能》

精选作品

期刊论文

Multi-scale wake modeling based on physics-informed neural networks and transfer learning

Comparative Study on High-Precision Artificial Neural Network Fitting Methods for NMPC under MPPT Operating Conditions of Wind Turbines

Robust Wind Turbine Design Through Probabilistic Optimization: Minimizing Cost of Energy and Energy Output Variability

FOWFMGR-SE: A generic wake-digraph reduction method for efficient wind farm optimization

Hybrid Offshore Wind Farm Wake Optimization with Multi-Type Wind Turbines

基于动态权重修正系数的风电机组模型预测偏航控制

Bi-level multi-objective optimization framework for wake escape in floating offshore wind farm

Maximum wind energy extraction of floating offshore wind turbine using model predictive control with data-driven linear predictors

Power output and platform motion regulation of floating offshore wind turbine using model predictive control based on coupled dynamics model

Energy capture efficiency enhancement for PMVG based-wind turbine systems through yaw control using wind direction prediction

Lidar measurement modeling and rotor equivalent wind speed prediction based on VMD-CED-splGRU

A bi-level optimization approach for siting and sizing of distributed wind-storage power systems in rural areas based on MCTS and IPSO algorithms

Multi-modal optimization of offshore wind farm collection system topology based on nearest better most attractive particle swarm optimization

Lidar-Based Individual Pitch Control for Floating Offshore Wind Turbines

NN-based NMPC Control law approximation for Maximal Wind Energy Extraction in wind turbines

Power optimization of floating offshore wind farm based on yaw and rotor speed cooperative control under speed exclusion zone

Data-Driven Load Suppression and Platform Motion Optimization for Semi-Submersible Wind Turbines

Optimization of Offshore Wind and Wave Energy Co-Generation System Based on Improved Seagull Optimization Algorithm

Review of Design Schemes and AI Optimization Algorithms for High-Efficiency Offshore Wind Farm Collection Systems

Wind turbine wakes modeling and applications: Past, present, and future

Wind turbine short-term power forecasting method based on hybrid probabilistic neural network

Nonlinear model predictive control for maximum wind energy extraction of semi-submersible floating offshore wind turbine based on simplified dynamics model

TRNet: A trend and residual network utilizing novel hilly attention mechanism for wind speed prediction in complex scenario

Maximum power extraction and reliable power transfer from super-large-WECS to grid network using finite-time sliding mode-based current and voltage control scheme

Optimizing offshore wind farm power collection systems using innovative multimodal strategy

Deep analysis of power regulation on fatigue loads and platform motion in floating wind turbines

A high robust control scheme of grid‐side converter for DFIG system

Topological optimization of offshore wind farm cable routing system based on an improved equilibrium optimization algorithm

Fatigue Load Modeling of Floating Wind Turbines Based on Vine Copula Theory and Machine Learning

Multimodal Algorithm for Minimization of Costs in Offshore Wind Farm Collection System

Self‐paced learning long short‐term memory based on intelligent optimization for robust wind power prediction

Review of AI-Based Wind Prediction within Recent Three Years: 2021–2023

Review on the Application of Artificial Intelligence Methods in the Control and Design of Offshore Wind Power Systems

Advances in Offshore Wind

Deep optimization of model predictive control performance for wind turbine yaw system based on intelligent fuzzy deduction

基于代理模型辅助改进标准粒子群算法的浮式风电场功率优化

风电全生命周期成本建模与经济分析综述

“风电系统可靠运行、高效控制与优化调度技术”专题特约主编寄语

Wind Power Curve Modeling With Large-Scale Generalized Kernel-Based Regression Model

Application of surrogate-assisted global optimization algorithm with dimension-reduction in power optimization of floating offshore wind farm

Optimization of floating wind farm power collection system using a novel two-layer hybrid method

Rotor equivalent wind speed prediction based on mechanism analysis and residual correction using Lidar measurements

Life cycle cost modelling and economic analysis of wind power: A state of art review

Topological Optimization of an Offshore-Wind-Farm Power Collection System Based on a Hybrid Optimization Methodology

A Review of State Estimation Techniques for Grid-Connected PMSG-Based Wind Turbine Systems

Wind Speed Prediction Based on VMD-BLS and Error Compensation

From Lidar Measurement to Rotor Effective Wind Speed Prediction: Empirical Mode Decomposition and Gated Recurrent Unit Solution

基于智能算法的高海拔风电机组多参数优化设计

Multi-site and multi-objective optimization for wind turbines based on the design of virtual representative wind farm

Energy capture efficiency enhancement of wind turbines via stochastic model predictive yaw control based on intelligent scenarios generation

Coordinated optimization on energy capture and torque fluctuation of wind turbines via variable weight NMPC with fuzzy regulator

Decentralised optimisation for large offshore wind farms using a sparsified wake directed graph

Real-time detection of wind power abnormal data based on semi-supervised learning Robust Random Cut Forest

Ensemble probabilistic wind power forecasting with multi-scale features

Non-centralised coordinated optimisation for maximising offshore wind farm power via a sparse communication architecture

A Review of Recent Aerodynamic Power Extraction Challenges in Coordinated Pitch, Yaw, and Torque Control of Large-Scale Wind Turbine Systems

Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle

Multi-Objective Optimisation for Large-Scale Offshore Wind Farm Based on Decoupled Groups Operation

基于孤立森林与稀疏高斯过程回归的风电机组偏航角零点漂移诊断方法

Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines

风功率异常数据检测方法对比研究

Comprehensive Optimization for Fatigue Loads of Wind Turbines in Complex-Terrain Wind Farms

Uncertainty and global sensitivity analysis of levelized cost of energy in wind power generation

Sparse Heteroscedastic Multiple Spline Regression Models for Wind Turbine Power Curve Modeling

Modified Beetle Annealing Search (BAS) Optimization Strategy for Maxing Wind Farm Power through an Adaptive Wake Digraph Clustering Approach

Model Predictive Yaw Control Using Fuzzy-Deduced Weighting Factor for Large- Scale Wind Turbines

Chaos-opposition-enhanced slime mould algorithm for minimizing the cost of energy for the wind turbines on high-altitude sites.

Short-term wind speed prediction based on data preprocessing with discrete wavelet transform-mutual information and neural network

Maximum wind energy extraction of large-scale wind turbines using nonlinear model predictive control via Yin-Yang grey wolf optimization algorithm

Bayesian infinite mixture models for wind speed distribution estimation

Annual Energy Production Estimation for Variable-speed Wind Turbine at High-altitude Site

Data‐driven modeling for fatigue loads of large‐scale wind turbines under active power regulation

Review of control strategy of large horizontal‐axis wind turbines yaw system

Uncertainty analysis of wind power based on levelized cost of energy

Optimal design of wind turbines on high-altitude sites based on improved Yin-Yang pair optimization

Corrigendum to “Optimal design of wind turbines on high-altitude sites based on improved Yin-Yang pair optimization” [Energy 193 (2020) 116794]

Maximum wind energy extraction of large-scale wind turbines using nonlinear model predictive control via intelligent optimization

Stochastic model predictive control for the yaw control system of horizontal-axis wind turbines