百晓学者学者目录

刘永前

副教授、博士生导师、教授、讲师,华北电力大学

精选作品

期刊论文

2026

风电机组尾流场数值模拟的双高斯分布致动盘模型

李宁,刘剑书,刘永前,于杰,李莉

《华北电力大学学报(自然科学版)》

2026

风电场风向波动多尺度量化及分型方法研究

李佩诗,刘永前,李莉,何书凯

《风机技术》

2026

大型风电机组满发段功率与载荷协同模糊控制方法

张政,姚世刚,余梦婷,刘永前,孙冬梅

《太阳能学报》

2026

风电塔筒疲劳裂纹声发射信号分频自适应谱减降噪方法

普赵伟,阎兆立,刘永前

《动力工程学报》

2026

A Novel Federated Learning Framework With Adaptive Parameter Updater for Wind Power Forecasting

Han Wang, Zi-Yun Zhang, Jie Yan, Ning Zhang, Jia-Wei Zhang, Yongqian Liu

IEEE Transactions on Sustainable Energy

2026

Joint Probability Aggregation for Regional Wind Power Forecasting via R-Vine Copula and Kolmogorov-Arnold Networks

Jin-Hua Zhang, Zhenyang Huang, Hai-Zheng Wang, Zhongyang Li, Weishu Wang, Yongqian Liu

Results in Engineering

2026

A Physics-Guided Dual-Channel Convolutional Neural Network Wake Model for a Wind Turbine over a Hill

Mingyang Zhang, Baoliang Li, Shuang Han, Li Li, Yongqian Liu

Renewable Energy

2026

Medium-term wind power forecasting based on the strategy of “independent encoding - joint decoding” considering multi-source data

Jiawei Zhang, Yuhao Li, Han Wang, Jie Yan, Shuang Han, Yongqian Liu

Renewable Energy

2026

WindTMamba-SS: Long-History Spatiotemporal Learning for Subseasonal 100-m Wind Forecasting Over China's Coastal Waters

dianhewen Liu, Danyi Sun, Yi Hu, Yi Han, Jingjia Luo, Yongqian Liu, Li Aiwei, Deliang Chen, Wenyu Huang

Zenodo (CERN European Organization for Nuclear Research)

2026

An Efficient Wind Farm Condition Monitoring Method Balancing Complexity and Performance

Xinjian Bai, Yongqian Liu, Amir R. Nejad, Shuang Han, Zijian Kang, Yuanchi Ma

IEEE Transactions on Industrial Informatics

2026

LiDAR-Referenced Inflow Wind Condition Estimation from SCADA Data Using a Deep Learning Model

Shukai He, Hangyu Wang, Jie Yan, Kaibo Wang, Yongqian Liu, Jian Yue, Bo Xu, Guoqing Li

Energies

2026

Study on the motion suppression effect of point absorber arrays integrated with floating wind turbines using CFD simulation

Yang Yi, Ke Sun, Yongqian Liu, Xinyuan Shao, Jianhua Zhang, Ronghua Zhu, Hua-Dong Yao

Energy

2026

A context-driven dynamic modeling method for ultra-short-term wind power forecasting

Xuanru Chen, Han Wang, Yuhao Li, Jie Yan, Shuang Han, Yongqian Liu

Global Energy Interconnection

2026

Identifying teleconnection predictors for medium-to-long term prediction of low wind power events

Weiye Song, Jie Yan, Shuang Han, Han Wang, Yongqian Liu

IET conference proceedings.

2026

Impact of wind prediction uncertainty on wind farm wake steering control

Bowen Hou, Shukai He, Jie Yan, Yongqian Liu

IET conference proceedings.

2026

Prediction method for wind - solar power supply guarantee capacity based on energy storage time - series characteristic simulation

Weidong Zhao, Weiye Song, Shuang Han, Jie Yan, Han Wang, Yongqian Liu

IET conference proceedings.

2026

Interpretable short-term wind power forecasting based on LIME algorithm and multi-source NWP

Xinji Bao, Yuhao Li, Jie Yan, Yongqian Liu

IET conference proceedings.

2026

The Calculation Method of Time-Series Reduction Coefficients for Wind Power Generation in Ultra-High-Altitude Areas

Jin Wang, Lin Li, Xiaobei Li, Yuzhe Yang, Penglei Hang, Shuang Han, Yongqian Liu

Energies

2026

GRPO Based Fault Warning Model for Wind Turbine Generator Bearing

Zijian Kang, Shuang Han, Xianghong Chen, Yongqian Liu

Mechanisms and machine science

2026

A Wind Farm Wake Centerline Model with Continuously Undulating Two-Dimensional Mountains

Mingyang Zhang, Shuang Han, Li Li, Yongqian Liu

Mechanisms and machine science

2026

Early Fault Detection for Wind Turbine Main Bearing Based on Neural Circuit Policies

Xinjian Bai, Shuang Han, Jialin Han, Yongqian Liu

Mechanisms and machine science

2026

Erratum: “A pressure-corrected double-Gaussian analytical wake model for wind turbines” [Phys. Fluids 37 , 115110 (2025)]

Baoliang Li, Mingwei Ge, Xintao Li, Yongqian Liu, Chao Ping Luo, Yihua Zhu, Yujia Tang

Physics of Fluids

2025

Overview of Offshore Wind Power Technologies

Xiaomei Ma, Mengxue Li, Wenquan Li, Yongqian Liu

Sustainability,Vol. 170, No. 20

2025

基于强化学习的风电场自适应调频控制方法

田盛,刘永前,田新首,迟永宁

《动力工程学报》

2025

风况波动对风电场尾流偏转控制的影响规律研究

王航宇,何书凯,阎洁,韩爽,刘永前

《动力工程学报》

2025

新型多立柱基础的15 MW漂浮式风电机组动态响应研究

孟慧雯,刘永前,田德,龙凯,吴晓璇,孙科

《太阳能学报》

2025

海上测风塔塔影效应观测及校正算法研究

王坤宁,李莉,李明朔,经秋霞,刘永前

《动力工程学报》

2025

基于不变学习的超短期风电功率预测

李玉浩,阎洁,王函,韩爽,刘永前

《动力工程学报》

2025

Wake steering in offshore wind farms: Field experiment and SCADA-driven simulations for quantifying power and blade root loads

Hangyu Wang, Kaibo Wang, Shukai He, Valentin Chabaud, Jie Yan, Shengsheng Wu, Yuanchi Ma, Shuang Han, Yongqian Liu

Ocean Engineering

2025

Research on Microscale Wind Speed Forecasting Method Based on Vision Transformer

Zhilei Hua, Jie Yan, Kaibo Wang, Yongqian Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2025

A Wind Farm Power Forecasting Method Considering the Cyclic Characteristics of Wind Direction Fluctuations

Peishi Li, Yongqian Liu, Shuang Han

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2025

Low wind Output Process Forecasting Based on the Integrating of Diffusion Model and Generative Adversarial Network

Wuyang Xiao, Jie Yan, Han Wang, Xuanru Chen, Shihua Liu, Shuang Han, Yongqian Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2025

A Multi-Source Data Fusion Approach for Wind Speed Calculation Based on Meta-Learning

Ruijie Wu, Lei Li, Shuwen Yang, Yongqian Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2025

A physics-guided deep learning model for real-time wind farm flow control with interpretability analysis

Shukai He, Hangyu Wang, Jie Yan, Yongqian Liu

Renewable Energy

2025

The economic value of wind power forecasting: a data-driven method and its application in various scenarios

Jie Yan, Xiuyu Li, Han Wang, Fangyuan Si, Wenjie Qiao, Yongqian Liu

Energy

2025

Wind Power Forecasting Based on Large Time Series Model

Jie Yan, Yujia Li, Han Wang, Shuang Han, Wen‐Long Shang, Yongqian Liu

Engineering

2025

Wind speed missing value imputation model for high-altitude regions based on wind vertical distribution characteristics

Lin Li, Yuhan Wang, Jin Wang, Xiaodong Li, Yuzhe Yang, Yongqian Liu

2025

Study on the combined method of mathematical statistics and numerical simulation for wind resource assessment

Xiaomei Ma, Yujing Chen, Jiao Yuan, Muhammet Deveci, Yongqian Liu

International Journal of Green Energy

2025

A physics-guided deep learning methodology for wind farm power modeling under active yaw control

Shukai He, Hangyu Wang, Jie Yan, Kaibo Wang, Yongqian Liu

Renewable Energy

2025

Analysis of platform motion effects on fatigue loads and aerodynamic unsteadiness in 15 MW novel floating offshore wind turbines with transient impact

Huiwen Meng, Yongqian Liu, De Tian, Kai Long, Han Zhang

Ocean Engineering

2025

Hierarchical clustering-based deep reinforcement learning for adaptive frequency control of wind farm

Sheng Tian, Yongqian Liu, Zijian Kang, Xinshou Tian, Yongning Chi

Renewable Energy

2025

A CNN-SA-GRU Model with Focal Loss for Fault Diagnosis of Wind Turbine Gearboxes

Liqiang Wang, Shixian Dai, Zijian Kang, Shuang Han, Guozhen Zhang, Yongqian Liu

Energies

2025

Dual-path frequency Mamba-Transformer model for wind power forecasting

Jun‐Tao Hong, Shuang Han, Jie Yan, Yongqian Liu

Energy

2025

A low-computational physics-guided deep learning model for wind farm flow control under time-varying wind conditions

Shukai He, Hangyu Wang, Jie Yan, Cheng Tao, Yongqian Liu, Shuang Han

Energy

2025

An AI-based weather prediction method for wind farms combining global forecast field and wind speed temporal transfer characteristics

Jie Yan, Xue Yan Han, Han Wang, Chang Ge, Yongqian Liu

Energy

2025

Deep reinforcement learning-driven wind farm flow control considering dynamic wind

Hangyu Wang, Shukai He, Jie Yan, Shuang Han, Yongqian Liu

Energy Conversion and Management

2025

Evaluation of wake superposition methods for wind-farm flow and power prediction

Bowen Du, Mingwei Ge, Xintao Li, Yongqian Liu

Journal of Physics Conference Series

2025

A Short-Term Wind Power Forecasting Method Based on Multi-Source Numerical Weather Prediction Fusion

Ran Zhai, Jie Yan, Hao Zhang, Jiashu Peng, Li‐Li Liang, Yuhao Li, Shuang Han, Yongqian Liu

2025

Weighted graph wake decoupling (WGWD) method for efficient optimal active yaw control of wake-effect mitigation in large wind farm

Xintao Li, Hang Meng, Yongqian Liu, Xin Yu, Bo Gu

International Journal of Green Energy

2025

A Multivariate Spatiotemporal Feature Fusion Network for Wind Turbine Gearbox Condition Monitoring

Shixian Dai, Shuang Han, Xinjian Bai, Zijian Kang, Yongqian Liu

Energies

2025

Enhanced photovoltaic power prediction for dust weather: Integrating satellite cloud imagery, PM10 concentration, and numerical weather prediction

Meining Jiao, Weiye Song, Shuang Han, Yongqian Liu, Jie Yan, Chang Ge

Journal of Renewable and Sustainable Energy

2025

Integrating Intra-Seasonal Oscillations With Numerical Weather Prediction for 15-Day Wind Power Forecasting

Shuang Han, Weiye Song, Jie Yan, Ning Zhang, Han Wang, Chang Ge, Yongqian Liu

IEEE Transactions on Power Systems

2025

Power forecasting method of ultra-short-term wind power cluster based on the convergence cross mapping algorithm

Yuzhe Yang, Weiye Song, Shuang Han, Jie Yan, Han Wang, Qiangsheng Dai, Xuesong Huo, Yongqian Liu

Global Energy Interconnection

2025

A Self-Supervised Pre-Learning Method for Low Wind Power Forecasting

Weiye Song, Jie Yan, Shuang Han, Ning Zhang, Shihua Liu, Chang Ge, Yongqian Liu

IEEE Transactions on Sustainable Energy

2025

An Ultra‐Short‐Term Wind Power Forecasting Method Based on Adaptive Cleaning of Streaming Data and Differentiating of Input Feature Contributions

Yuhao Li, Han Wang, Chang Ge, Jie Yan, Shuang Han, Yongqian Liu

IET Renewable Power Generation

2024

A Novel Convolutional Neural Net Architecture Based on Incorporating Meteorological Variable Inputs into Ultra-Short-Term Photovoltaic Power Forecasting

Xiaoying Ren, Fei Zhang, Junshuai Yan, Yongqian Liu

Sustainability,Vol. 16, No. 7

2024

A data-driven model for power system operating costs based on different types of wind power fluctuations

Jie Yan, Shan Liu, Yamin Yan, Haoran Zhang, Chao Liang, Bohong Wang, Yongqian Liu, Shuang Han

Journal Of Environmental Management,Vol. 351

2024

考虑时空相关性的风电机组风速清洗方法

李莉,梁袁,林娜,阎洁,孟航,刘永前

《太阳能学报》

2024

基于风况预测误差自适应的海上风电场尾流偏转控制方法

阎洁,杨佳琳,王航宇,卢姣阳,刘永前,张磊

《中国电力》

2024

基于平衡分布自适应迁移学习的多风电机组运行状态监测方法

张雅洁,王罗,刘宇璐,乐波,韩爽,苏营,刘永前

《可再生能源》

2024

考虑大气稳定度的风电场等效粗糙度模型研究

李宝良,张子良,葛铭纬,王罗,刘永前

《太阳能学报》

2024

基于动态格栅的湍流风实验模拟方法研究

金瑞麒,武广兴,魏永刚,张海瑞,李新凯,刘永前

《太阳能学报》

2024

A novel minute-scale prediction method of incoming wind conditions with limited LiDAR data

Han Wang, Yunzhou Li, Jie Yan, Wuyang Xiao, Shuang Han, Yongqian Liu

Renewable Energy

2024

Middle-term wind power forecasting method based on long-span NWP and microscale terrain fusion correction

Chang Ge, Jie Yan, Weiye Song, Haoran Zhang, Han Wang, Yuhao Li, Yongqian Liu

Renewable Energy

2024

Wind Power Forecasting Method Under Extreme Weather Conditions Based on Meta-Learning and Multi-Head Attention Mechanism

Shihua Liu, Han Wang, WeiYe Song, Shuang Han, Jie Yan, Yongqian Liu, Qiangsheng Dai, Xuesong Huo

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2024

An AI Weather Downscaling Method for Wind Power Forecasting Considering Terrain Features

Xue Han, Han Wang, Jie Yan, Kaibo Wang, Cong Pang, Shuang Han, Yongqian Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2024

A momentum-conserving wake superposition method for wind-farm flows under pressure gradient

Bowen Du, Mingwei Ge, Xintao Li, Yongqian Liu

Journal of Fluid Mechanics

2024

Joint short-term power forecasting of hydro-wind-photovoltaic considering spatiotemporal delay of weather processes

Chang Ge, Jie Yan, Haoran Zhang, Yuhao Li, Han Wang, Yongqian Liu

Renewable Energy

2024

Wind turbine blade icing diagnosis based on k-means clustering and label propagation algorithm

Xinjian Bai, Yuchen Xu, Yongqian Liu, Hang Meng, Tsogtgerel Davaasuren

International Journal of Green Energy

2024

A wind farm control strategy for frequency regulation reserve: Optimize wake loss and frequency support capability

Sheng Tian, Yongqian Liu, Xinshou Tian, Baoliang Li, Yongning Chi

Renewable Energy

2024

Simplified Polynomial-asymptotic-distribution Actuator Disc (SPAD) method for wind turbine wake simulation based on k- ϵ - fP turbulence model

Hang Meng, Tao Chen, Xiaodong Chen, Mingwei Ge, Yunzhou Han, Yongqian Liu

Renewable Energy

2024

A Fast Optimization Algorithm for Wind Farm Wake Control

Siyi Chen, Jie Yan, Jiaoyang Lu, Yongqian Liu

IEEE Information Technology, Networking, Electronic and Automation Control Conference (ITNEC)

2024

A novel prediction method for low wind output processes under very few samples based on improved W‐DCGAN

Shihua Liu, Han Wang, Weiye Song, Shuang Han, Jie Yan, Yongqian Liu

IET Renewable Power Generation

2024

A Deep Learning Quantile Regression Photovoltaic Power-Forecasting Method under a Priori Knowledge Injection

Xiaoying Ren, Yongqian Liu, Fei Zhang, Lingfeng Li

Energies

2024

Ultra-Short-Term Wind Power Forecasting Based on the Strategy of “Dynamic Matching and Online Modeling”

Yuhao Li, Han Wang, Jie Yan, Chang Ge, Shuang Han, Yongqian Liu

IEEE Transactions on Sustainable Energy

2024

Dynamic wake steering control for maximizing wind farm power based on a physics-guided neural network dynamic wake model

Baoliang Li, Mingwei Ge, Xintao Li, Yongqian Liu

Physics of Fluids

2024

An optimal operation strategy of wind farm for frequency regulation reserve considering wake effects

Sheng Tian, Yongqian Liu, Baoliang Li, Yongning Chi, Xinshou Tian

Energy

2024

Wind turbine gearbox oil temperature feature extraction and condition monitoring based on energy flow

Xinjian Bai, Shuang Han, Zijian Kang, Tao Tao, Cong Pang, Shixian Dai, Yongqian Liu

Applied Energy

2024

DivideMerge: A multi-vessel optimization approach for cooperative operation and maintenance scheduling in offshore wind farm

Yuanchi Ma, Yongqian Liu, Xinjian Bai, Yuanjun Guo, Zhile Yang, Liyuan Wang, Tao Tao, Lidong Zhang

Renewable Energy

2024

Multi-Task neural network model considering low power output risk for short-term photovoltaic forecasting

Weiye Song, Meining Jiao, Shuang Han, Jie Yan, Han Wang, Yongqian Liu

Journal of Physics Conference Series

2024

A novel meta-learning approach for few-shot short-term wind power forecasting

Fuhao Chen, Jie Yan, Yongqian Liu, Yamin Yan, Lina Bertling Tjernberg

Applied Energy

2024

Optimization Method of Multi-Mode Model Predictive Control for Wind Farm Reactive Power

Fei Zhang, Xiaoying Ren, Guidong Yang, Shulong Zhang, Yongqian Liu

Energies

2024

A physics-guided machine learning framework for real-time dynamic wake prediction of wind turbines

Baoliang Li, Mingwei Ge, Xintao Li, Yongqian Liu

Physics of Fluids

2024

Parametric study of catenary mooring system on floating wind turbine foundation dynamic response

Huiwen Meng, Yongqian Liu, De Tian, Kai Long, Bei Li, Yi Su, Ke Sun

Journal of Renewable and Sustainable Energy

2024

A Refined Wind Power Forecasting Method with High Temporal Resolution Based on Light Convolutional Neural Network Architecture

Fei Zhang, Xiaoying Ren, Yongqian Liu

Energies

2024

Optimal capacity configuration of wind-photovoltaic-storage hybrid system: A study based on multi-objective optimization and sparrow search algorithm

Xiaomei Ma, Muhammet Deveci, Jie Yan, Yongqian Liu

Journal of Energy Storage

2024

Study on the nonlinear structural coupling for wind turbine blade under large deflections by using novel finite difference method

Hang Meng, Jiaxing Wu, Guangchuan Cao, Xintao Li, Guangxing Wu, Yongqian Liu

Renewable Energy

2024

A Novel Dual-Channel Temporal Convolutional Network for Photovoltaic Power Forecasting

Xiaoying Ren, Fei Zhang, Yongrui Sun, Yongqian Liu

Energies

2024

Assessment Method of Offshore Wind Resource Based on Multi-dimensional Indexes System

Xiaomei Ma, Yongqian Liu, Jie Yan, Shuang Han, Li Li, Hang Meng, Muhammet Deveci, Konstanze Kölle, Ümit Cali

CSEE Journal of Power and Energy Systems

2023

偏航工况下漂浮式机组非定常气动特性研究

袁李杰,孟航,刘永前,武广兴,刘鑫

《太阳能学报》

2023

基于风电场日前交易和日内交易的储能配置方法

郭子仪,韩爽,刘永前,阎洁,闫亚敏

《电力建设》

2023

基于多模态时频图融合的风电机组齿轮箱故障诊断方法

陈阳,刘永前,韩爽,王罗

《分布式能源》

2023

基于深度强化学习的海上风电集群自进化功率平滑控制方法

宋伟业,刘灵玥,阎洁,王航宇,何书凯,韩爽,王明辉,刘永前

《中国电力》

2023

风光制氢容量配置优化研究及绿氢经济性分析

万永江,韩爽,闫亚敏,刘杉,刘永前

《内蒙古电力技术》

2023

Study of a dynamic effect-based method for wind farm yaw control optimization

Li Li, Na Lin, Hang Meng, Xin Yu, Yongqian Liu

International Journal of Green Energy

2023

A multivariable wind turbine power curve modeling method considering segment control differences and short-time self-dependence

Yanhui Qiao, Shuang Han, Yajie Zhang, Yongqian Liu, Jie Yan

Renewable Energy

2023

Multi-Dimensional Wind Power Low-Power Event Identification Based On Variational Mode Decomposition

Shihua Liu, Shuang Han, WeiYe Song, Han Wang, Jie Yan, Yongqian Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

2023

Wind turbine blade icing diagnosis using B-SMOTE-Bi-GRU and RFE combined with icing mechanism

Cheng Tao, Tao Tao, Shukai He, Xinjian Bai, Yongqian Liu

Renewable Energy

2023

A novel prediction method for ice accretion event of wind turbine

Jie Yan, Ziyun Zhang, Han Wang, Shuang Han, Yongqian Liu

IEEE Sustainable Power and Energy Conference (iSPEC)

2023

Wind Turbine Gearbox Condition Monitoring Using Hybrid Attentions and Spatio-Temporal BiConvLSTM Network

Junshuai Yan, Yongqian Liu, Xiaoying Ren, Li Li

Energies

2023

Inertia Evaluation of Wind Farm Under Overspeed Power Shedding Control

Jin Wang, Jie Yan, Yongqian Liu, Zhicheng Xu

Journal of Physics Conference Series

2023

Wind Turbine Blade Icing Prediction Using Focal Loss Function and CNN-Attention-GRU Algorithm

Cheng Tao, Tao Tao, Xinjian Bai, Yongqian Liu

Energies

2023

Wind Turbine Condition Monitoring Using the SSA-Optimized Self-Attention BiLSTM Network and Changepoint Detection Algorithm

Junshuai Yan, Yongqian Liu, Li Li, Xiaoying Ren

Sensors

2023

Medium-Term Wind Power Forecasting based on Dynamic Self-Attention Mechanism

Fuhao Chen, Jie Yan, Lina Bertling Tjernberg, Dian Song, Yamin Yan, Yongqian Liu

2023

Multi‐component condition monitoring method for wind turbine gearbox based on adaptive noise reduction

Y. Chen, Yongqian Liu, Shuang Han, Yanhui Qiao

IET Renewable Power Generation

2023

An Early Fault Detection Method for Wind Turbine Main Bearings Based on Self-Attention GRU Network and Binary Segmentation Changepoint Detection Algorithm

Junshuai Yan, Yongqian Liu, Xiaoying Ren

Energies

2023

Study on the yaw-based wake steering control considering dynamic flow characteristics for wind farm power improvement

Xin Yu, Yongqian Liu, Tao Chen, Hang Meng, Li Li

Journal of Physics Conference Series

2023

Entrainment model for wind turbine wakes considering blockage effect

Ning Li, Yongqian Liu, Li Li, Hang Meng

Journal of Physics Conference Series

2023

Wind turbine blade icing diagnosis using RFECV-TSVM pseudo-sample processing

Xinjian Bai, Tao Tao, Linyue Gao, Tao Cheng, Yongqian Liu

Renewable Energy

2023

A novel superposition method for streamwise turbulence intensity of wind-turbine wakes

Li Li, Bing Wang, Mingwei Ge, Zhi Huang, Xintao Li, Yongqian Liu

Energy

2023

Deep adversarial transfer neural network for fault diagnosis of wind turbine gearbox

Yuanchi Ma, Yongqian Liu, Zhiling Yang, Ming Cheng, Hang Meng

International Journal of Green Energy

2023

A WGAN-GP-Based Scenarios Generation Method for Wind and Solar Power Complementary Study

Xiaomei Ma, Yongqian Liu, Jie Yan, Han Wang

Energies

2023

An adaptive identification method of abnormal data in wind and solar power stations

Han Wang, Ning Zhang, Ershun Du, Jie Yan, Shuang Han, Nan Li, Hongxia Li, Yongqian Liu

Renewable Energy

2023

Short-term wind power prediction method based on deep clustering-improved Temporal Convolutional Network

Yiwei Sheng, Han Wang, Jie Yan, Yongqian Liu, Shuang Han

Energy Reports

2022

海上风电场技术

刘永前

《电子工业出版社》

2022

风电机组高柔塔二阶涡激振动特性研究

陶涛,龙凯,白欣鉴,刘永前

《太阳能学报》

2022

面向高比例新能源并网场景的风光-电动车协同调度方法

李林晏,韩爽,乔延辉,李莉,刘永前,阎洁,刘海东

《上海交通大学学报》

2022

多点数值天气预报风速和辐照度集中式修正方法研究

张永蕊,阎洁,林爱美,韩爽,刘永前

《发电技术》

2022

Research on the Derated Power Data Identification Method of a Wind Turbine Based on a Multi-Gaussian–Discrete Joint Probability Model

Yuanchi Ma, Yongqian Liu, Zhiling Yang, Jie Yan, Tao Tao, David G. Infield

Sensors

2022

Data-Driven Operation Cost Modeling of Power System Considering Wind Power Fluctuation

Jie Yan, Shan Liu, Yamin Yan, Haoran Zhang, Chao Liang, Yongqian Liu

International Conference on Power and Renewable Energy (ICPRE)

2022

Deep Neural Network Configuration Sensitivity Analysis in Wind Power Forecasting

Igor Kuzle, Josip Đaković, Bojan Franc, Yongqian Liu

Journal of Energy - Energija

2022

Study of three wake control strategies for power maximization of offshore wind farms with different layouts

Baoliang Li, Jia He, Mingwei Ge, Hongliang Ma, Bowen Du, Haoze Yang, Yongqian Liu

Energy Conversion and Management

2022

A physical wind‐turbine wake growth model under different stratified atmospheric conditions

Bowen Du, Mingwei Ge, Yongqian Liu

Wind Energy

2022

Quad-kernel deep convolutional neural network for intra-hour photovoltaic power forecasting

Xiaoying Ren, Fei Zhang, Honglu Zhu, Yongqian Liu

Applied Energy

2022

Wind farm layout optimization to minimize the wake induced turbulence effect on wind turbines

Lichao Cao, Mingwei Ge, Xiaoxia Gao, Bowen Du, Baoliang Li, Zhi Huang, Yongqian Liu

Applied Energy

2022

Joint forecasting of regional wind and solar power based on attention neural network

Yongrui Zhang, Jie Yan, Shuang Han, Yongqian Liu, Zongpeng Song

IEEE International Electrical and Energy Conference (CIEEC)

2022

Effects of the Parameter C4ε in the Extended k-ε Turbulence Model for Wind Farm Wake Simulation Using an Actuator Disc

Ning Li, Li Li, Yongqian Liu, Yulu Wu, Hang Meng, Jie Yan, Shuang Han

Journal of Marine Science and Engineering

2022

Statistical downscaling of numerical weather prediction based on convolutional neural networks

Hongwei Yang, Jie Yan, Yongqian Liu, Zongpeng Song

Global Energy Interconnection

2022

Power Generation Performance Indicators of Wind Farms Including the Influence of Wind Energy Resource Differences

Yanhui Qiao, Yongqian Liu, Chen Yang, Shuang Han, Luo Wang

Energies

2022

A novel entrainment wind farm flow model for power prediction

Ning Li, Yongqian Liu, Li Li, Hang Meng, Xin Wei Yu, Shuang Han, Jie Yan

International Journal of Green Energy

2022

A comprehensive review for wind, solar, and electrical load forecasting methods

Han Wang, Ning Zhang, Ershun Du, Jie Yan, Shuang Han, Yongqian Liu

Global Energy Interconnection

2022

The effect of swell on marine atmospheric boundary layer and the operation of an offshore wind turbine

Haoze Yang, Mingwei Ge, Bo Gu, Bowen Du, Yongqian Liu

Energy

2021

基于卷积循环神经网络的风电场内多点位风速预测方法

梁超,刘永前,周家慷,阎洁,鲁宗相

《电网技术》

2021

基于多任务学习的风速实时预测方法

刘永前,周家慷,阎洁,韩爽,李莉,Bekhbat Galsan

《可再生能源》

2021

计及限功率工况的风电塔筒螺栓疲劳寿命预测方法

陶涛,龙凯,刘永前,乔延辉

《太阳能学报》

2021

以变桨轴承延寿为目标的风电机组变桨策略优化研究

王禹,韩爽,王其乐,刘永前

《分布式能源》

2021

基于中性等效风速的海上风廓线建模方法研究

刘永前,马晓梅,高小力,阎洁,韩爽

《华北电力大学学报(自然科学版)》

2021

基于深度学习的风光场群功率预测方法研究

刘永前,林爱美,阎洁,韩爽,李莉,孟航

《分布式能源》

2021

Multi-Source and Temporal Attention Network for Probabilistic Wind Power Prediction

Hao Zhang, Jie Yan, Yongqian Liu, Yongqi Gao, Shuang Han, Li Li

IEEE Transactions on Sustainable Energy

2021

Quantile based probabilistic wind turbine power curve model

Keyi Xu, Jie Yan, Hao Zhang, Haoran Zhang, Shuang Han, Yongqian Liu

Applied Energy

2021

Support vector regression-based fatigue damage assessment method for wind turbine nacelle chassis

Yongqian Liu, Tao Tao, Xingyu Zhao, Ce Zhang, Yuanchi Ma

Structures

2021

Influence of atmospheric stability on wind-turbine wakes with a certain hub-height turbulence intensity

Bowen Du, Mingwei Ge, Chongji Zeng, Guixiang Cui, Yongqian Liu

Physics of Fluids

2021

A novel model for chaotic complex time series with large of data forecasting

Pengcheng Li, Fei Zhang, Lu Gao, Yongqian Liu, Xiaoying Ren

Knowledge-Based Systems

2021

Rotor equivalent wind speed calculation method based on equivalent power considering wind shear and tower shadow

Yongqian Liu, Yanhui Qiao, Shuang Han, Tao Tao, Jie Yan, Li Li, Galsan Bekhbat, Munkhtuya Erdenebat

Renewable Energy

2021

A new coupled model for the equivalent roughness heights of wind farms

Huan Zhang, Mingwei Ge, Yongqian Liu, Xiang I. A. Yang

Renewable Energy

2021

Application of autoregressive dynamic adaptive (ARDA) model in real-time wind power forecasting

Fei Zhang, Pengcheng Li, Lu Gao, Yongqian Liu, Xiaoying Ren

Renewable Energy

2021

Analytical and numerical study on centrifugal stiffening effect for large rotating wind turbine blade based on NREL 5 MW and WindPACT 1.5 MW models

Hang Meng, Danyang Jin, Li Li, Yongqian Liu

Renewable Energy

2021

HYBRID WAKE MODEL BASED ON ANALYTICAL MULTI-WAKE MODEL AND CFD MODEL FOR OFFSHORE WIND FARM

Siyu Chang, Li Li, Xin Wei Yu, Hang Meng, Ning Li, Yongqian Liu

IET conference proceedings.

2021

DIAGNOSIS OF BLADE ICING CONDITION OF WIND TURBINES BASED ON RANDOM FOREST

Ce Zhang, Yongqian Liu, Tao Tao

IET conference proceedings.

2021

MULTI-SCALE PERIODICITY RECOGNITION METHOD OF WIND SPEED BASED ON MORLET WAVELET WITH TIME-FREQUENCY FACTORS

Ziyi Guo, Shuang Han, Han Wang, Yongqian Liu, Jie Yan, Li Li

IET conference proceedings.

2021

A novel two-dimensional entrainment wake model for wind turbine wakes

Ning Li, Yongqian Liu, Li Li, Hang Meng, Shuang Han, Jie Yan

International Journal of Green Energy

2021

Wind turbine blade icing diagnosis using hybrid features and Stacked-XGBoost algorithm

Tao Tao, Yongqian Liu, Yanhui Qiao, Linyue Gao, Jiao Lu, Ce Zhang, Yu Wang

Renewable Energy

2021

Formulas of the optimized yaw angles for cooperative control of wind farms with aligned turbines to maximize the power production

Hongliang Ma, Mingwei Ge, Guangxing Wu, Bowen Du, Yongqian Liu

Applied Energy

2021

Quantitative Evaluation Methods of Cluster Wind Power Output Volatility and Source-Load Timing Matching in Regional Power Grid

Yongqian Liu, Yanhui Qiao, Shuang Han, Yanping Xu, Tianxiang Geng, Tiandong Ma

Energies

2021

Uncertain accessibility estimation method for offshore wind farm based on multi‐step probabilistic wave forecasting

Hao Zhang, Jie Yan, Shuang Han, Li Li, Yongqian Liu, David G. Infield

IET Renewable Power Generation

2020

大型风电基地远距离消纳全系统成本计算方法(英文)

刘永前,梁超,阎洁,王宏钧

《中国电机工程学报》

2020

一种基于大气稳定度的风资源评估方法

马晓梅,王博,刘永前

《可再生能源》

2020

Research on the Influence of Development Scenarios on the OLCOE of Wind Power: A Case Study of China

Chao Liang, Jing Zhang, Yongqian Liu, Jie Yan, Wei He

Mathematical Problems in Engineering

2020

A field study of ice accretion and its effects on the power production of utility-scale wind turbines

Linyue Gao, Tao Tao, Yongqian Liu, Hui Hu

Renewable Energy

2020

Numerical simulation of wind turbine wake based on extended k‐epsilon turbulence model coupling with actuator disc considering nacelle and tower

Ning Li, Yongqian Liu, Li Li, Siyu Chang, Shuang Han, Hao Zhao, Hang Meng

IET Renewable Power Generation

2020

Evaluation Method of Wind Speed Time-Shifting Characteristics at Multiple Scales and Its Application in Wind Power System

Han Wang, Shuang Han, Yongqian Liu, Aimei Lin

Mathematical Problems in Engineering

2020

EV charging load simulation and forecasting considering traffic jam and weather to support the integration of renewables and EVs

Jie Yan, Jing Zhang, Yongqian Liu, Guoliang Lv, Shuang Han, Ian Emmanuel Gonzalez Alfonzo

Renewable Energy

2020

Daily electric vehicle charging load profiles considering demographics of vehicle users

Jing Zhang, Jie Yan, Yongqian Liu, Haoran Zhang, Guoliang Lv

Applied Energy

2020

Switching strategy of the low wind speed wind turbine based on real-time wind process prediction for the integration of wind power and EVs

Han Wang, Jie Yan, Shuang Han, Yongqian Liu

Renewable Energy

2020

Wind turbine power curve modeling based on interval extreme probability density for the integration of renewable energies and electric vehicles

Shuang Han, Yanhui Qiao, Ping Yan, Jie Yan, Yongqian Liu, Li Li

Renewable Energy

2020

A data sample division method for wind power prediction based on China's 24 solar terms

Shuang Han, Luna Zhang, Yongqian Liu, Yuanchi Ma, Jie Yan, Li Li

International Transactions on Electrical Energy Systems

2020

Reviews on characteristic of renewables: Evaluating the variability and complementarity

Jie Yan, Tonghui Qu, Shuang Han, Yongqian Liu, Xiaohui Lei, Hao Wang

International Transactions on Electrical Energy Systems

2020

Improved Deep Mixture Density Network for Regional Wind Power Probabilistic Forecasting

Hao Zhang, Yongqian Liu, Jie Yan, Shuang Han, Li Li, Quan Long

IEEE Transactions on Power Systems

2019

考虑不同截面翼型选取的风电机组叶片优化设计方法

刘永前,赖福兴,阎洁,陈子新,李莉,韩爽,王永

《发电技术》

2019

基于改进二进制萤火虫算法的风电场微观选址优化研究

刘永前,邵振州,颜灵伟,龙泉

《可再生能源》

2019

计及能量掺混的风电机组尾流叠加模型研究

邵振州,刘永前,李莉,禇景春,袁凌

《可再生能源》

2019

基于分段支持向量机的风电机组理论功率计算研究

刘永前,邵振州,王铮,赵俊屹

《太阳能学报》

2019

海上风电场维护管理技术研究现状与展望

刘永前,马远驰,陶涛

《全球能源互联网》

2019

Quantitative method for evaluating detailed volatility of wind power at multiple temporal-spatial scales

Yongqian Liu, Han Wang, Shuang Han, Jie Yan, Li Li, Zixin Chen

Global Energy Interconnection

2019

A two-dimensional Jensen model with a Gaussian-shaped velocity deficit

Mingwei Ge, Ying Jie Wu, Yongqian Liu, Xiang I. A. Yang

Renewable Energy

2019

Short-term forecasting and uncertainty analysis of wind turbine power based on long short-term memory network and Gaussian mixture model

Jinhua Zhang, Jie Yan, David G. Infield, Yongqian Liu, Fue‐Sang Lien

Applied Energy

2019

Multiple Wind Turbine Wakes Modeling Considering the Faster Wake Recovery in Overlapped Wakes

Zhenzhou Shao, Ying Jie Wu, Li Li, Shuang Han, Yongqian Liu

Energies

2019

Uncertainty estimation for wind energy conversion by probabilistic wind turbine power curve modelling

Jie Yan, Hao Zhang, Yongqian Liu, Shuang Han, Li Li

Applied Energy

2019

Mid-to-long term wind and photovoltaic power generation prediction based on copula function and long short term memory network

Shuang Han, Yanhui Qiao, Jie Yan, Yongqian Liu, Li Li, Zheng Wang

Applied Energy

2019

NWP Combination Correction Model Based on Variable-weight Stacking Algorithm

Jingchun Chu, Ling Yuan, Lei Pan, Qian Liu, Jie Yan, Yongqian Liu

Energy Procedia

2019

Sequence transfer correction algorithm for numerical weather prediction wind speed and its application in a wind power forecasting system

Han Wang, Shuang Han, Yongqian Liu, Jie Yan, Li Li

Applied Energy

2019

Evaluation of wind power operating capacity credit considering prediction error

Yanxin Song, Shuang Han, Tonghui Qu, Yongqian Liu, Jie Yan, Li Li

Renewable Power Generation Conference (RPG)

2018

新能源科学与工程(风电)专业建设经验浅析

田德,刘永前,王永

《风能》

2018

基于降低风电场损耗的风电场优化调度研究

张晋华,吴文静,王卓然,刘永前,田德

《太阳能学报》

2018

基于高斯过程的风电场尾流功率代理模型

王一妹,刘永前,李莉,韩爽

《工程热物理学报》

2018

计及风向不确定性的海上风电场年发电量计算

王一妹,刘永前,李莉,韩爽,宋晨铭

《可再生能源》

2018

考虑尾流效应的风电场优化控制技术研究

顾波,胡昊,刘永前,张洋,康顺

《太阳能学报》

2018

Quantitative evaluation method for the complementarity of wind–solar–hydro power and optimization of wind–solar ratio

Shuang Han, Luna Zhang, Yongqian Liu, Hao Zhang, Jie Yan, Li Li, Xiaohui Lei, Xu Wang

Applied Energy

2018

A two-dimensional model based on the expansion of physical wake boundary for wind-turbine wakes

Mingwei Ge, Ying Jie Wu, Yongqian Liu, Qi Li

Applied Energy

2018

Short-Term Wind Power Forecasting Based on Clustering Pre-Calculated CFD Method

Yimei Wang, Yongqian Liu, Li Li, David G. Infield, Shuang Han

Energies

2017

基于HS-Clustering的风电场机组分组功率预测

高小力,张智博,田启明,刘永前

《现代电力》

2017

大型风电机组尾流效应非定常数值模拟研究

李莉,高琳越,崔岩松,刘永前

《工程热物理学报》

2017

基于降低集电系统损耗的风电场内机组优化调度研究

张晋华,曹群士,刘永前

《电气应用》

2017

风电场尾流分布计算及场内优化控制方法

顾波,张洋,任岩,刘永前

《电力系统自动化》

2017

Forecasting the High Penetration of Wind Power on Multiple Scales Using Multi-to-Multi Mapping

Jie Yan, Hao Zhang, Yongqian Liu, Shuang Han, Li Li, Zongxiang Lu

IEEE Transactions on Power Systems

2017

Multi-step-ahead Method for Wind Speed Prediction Correction Based on Numerical Weather Prediction and Historical Measurement Data

Han Wang, Jie Yan, Yongqian Liu, Shuang Han, Li Li, Zhao Jing

Journal of Physics Conference Series

2017

Research on variable pitch control strategy of wind turbine for tower vibration reduction

Yanhui Qiao, Shuang Han, Ying Deng, Yongqian Liu, Jian Li Dong, Lei Pan, Runxiang Li, Bin Zhao

The Journal of Engineering

2017

Fuzzy scalar quantisation based on hidden Markov model and application in fault diagnosis of wind turbine

Yu Zhao, Yongqian Liu, Ruiming Wang

The Journal of Engineering

2016

基于风场景识别的动态风电功率概率预测方法

阎洁,刘永前,张浩,张慧玲,冯双磊

《现代电力》

2016

基于风力发电机组分类的风电场内优化调度

张晋华,黄慧,刘永前,田德,杨衎,张慧玲

《太阳能学报》

2016

基于场景预测的风电场经济调度模型

刘永前,马远驰

《分布式能源》

2016

Novel Cost Model for Balancing Wind Power Forecasting Uncertainty

Jie Yan, Furong Li, Yongqian Liu, Chenghong Gu

IEEE Transactions on Energy Conversion

2016

A Hybrid Forecasting Method for Wind Power Ramp Based on Orthogonal Test and Support Vector Machine (OT-SVM)

Yongqian Liu, Ying Sun, David G. Infield, Yu Zhao, Shuang Han, Jie Yan

IEEE Transactions on Sustainable Energy

2016

Numerical weather prediction wind correction methods and its impact on computational fluid dynamics based wind power forecasting

Yongqian Liu, Yimei Wang, Li Li, Shuang Han, David G. Infield

Journal of Renewable and Sustainable Energy

2015

可用于风电场优化控制的尾流快速计算方法

顾波,刘永前,孟航,阎洁,康顺,冯双磊

《太阳能学报》

2015

增量处理双隐层BP神经网络风电功率预测模型

韩爽,孟航,刘永前,阎洁

《太阳能学报》

2015

考虑流动相关性的风电场机组分组功率预测方法

阎洁,刘永前,韩爽,王一妹,张晋华,朱戎

《现代电力》

2015

风能与动力工程专业教学理念研究与实践

田德,刘永前,邓英,高洁

《风能》

2015

三种主流风电场功率预测算法适应性对比研究

张慧玲,高小力,刘永前,阎洁,韩爽

《现代电力》

2015

Adaptabilities of three mainstream short-term wind power forecasting methods

Jie Yan, Xiaoli Gao, Yongqian Liu, Shuang Han, Li Li, Xiaomei Ma, Chenghong Gu, Rohit Bhakar, Furong Li

Journal of Renewable and Sustainable Energy

2015

Reviews on uncertainty analysis of wind power forecasting

Jie Yan, Yongqian Liu, Shuang Han, Yimei Wang, Shuanglei Feng

Renewable and Sustainable Energy Reviews

2015

Unit commitment in wind farms based on a glowworm metaphor algorithm

Jie Yan, Jing Zhang, Yongqian Liu, Shuang Han, L. Li, Chenghong Gu

Electric Power Systems Research

2015

Optimal power dispatch in wind farm based on reduced blade damage and generator losses

Jinhua Zhang, Yongqian Liu, De Tian, Jie Yan

Renewable and Sustainable Energy Reviews

2014

基于修正风速的风电场等效功率特性模型研究

刘永前,高小力,韩爽,孟航

《华北电力大学学报(自然科学版)》

2014

基于CFD流场预计算的风电功率预测误差分布研究

刘永前,王一妹,韩爽,李莉

《现代电力》

2014

水平轴风电机组短时风速模型研究

顾波,刘永前,康顺,张晋华

《太阳能学报》

2014

Effects of vortex generators on a blunt trailing-edge airfoil for wind turbines

Linyue Gao, Hui Zhang, Yongqian Liu, Shuang Han

Renewable Energy

2014

Research Cage Wind Turbines’ Dynamic Characteristics Based on Time-varying Parameters

Bo Gu, Yongqian Liu, Qiang Xu, Shun Kang

International Journal of Control and Automation

2014

Ensemble Nonlinear Autoregressive Exogenous Artificial Neural Networks for Short-Term Wind Speed and Power Forecasting

Zhongxian Men, Eugene Yee, Fue‐Sang Lien, Zhiling Yang, Yongqian Liu

International Scholarly Research Notices

2014

Clustering methods of wind turbines and its application in short-term wind power forecasts

Yongqian Liu, Xiaoli Gao, Jie Yan, Shuang Han, David G. Infield

Journal of Renewable and Sustainable Energy

2014

Hybrid Forecasting Model for Very-Short Term Wind Power Forecasting Based on Grey Relational Analysis and Wind Speed Distribution Features

Jie Shi, Zhaohao Ding, Wei‐Jen Lee, Yongping Yang, Yongqian Liu, Mingming Zhang

IEEE Transactions on Smart Grid

2014

A robust probabilistic wind power forecasting method considering wind scenarios

Jie Yan, Shuang Han, Furong Li, Yongqian Liu, Chenghong Gu

Renewable Power Generation Conference (RPG)

2014

Bootstrapped Multi-Model Neural-Network Super-Ensembles for Wind Speed and Power Forecasting

Zhongxian Men, Eugene Yee, Fue‐Sang Lien, Hua Wei Ji, Yongqian Liu

Energy and Power Engineering

2014

Research on Applicability of Ultra-short Term Wind Power Forecasting Models

Yimei Wang, Jie Yan, Shuang Han, Yongqian Liu

Renewable Power Generation Conference (RPG)

2014

Research on fitting method of wind shear exponent in wind farm

Shuang Han, Xiaomei Ma, Jie Yan, Yongqian Liu

Renewable Power Generation Conference (RPG)

2013

创建多学科交叉型风能与动力工程专业培养国际化复合型风电人才

田德,刘永前,邓英,王永,李琪

《教育教学论坛》

2013

以风电机组叶片延寿为目标的风电场优化调度

张晋华,刘永前,田德,顾波,汪宁渤

《太阳能学报》

2013

基于正交试验的风电场集电系统优化方法

刘永前,史晨星,董翠萍,韩爽

《太阳能学报》

2013

分位数回归在风电功率预测不确定性分析中的应用

阎洁,刘永前,韩爽,王勃

《太阳能学报》

2013

Wind power grouping forecasts and its uncertainty analysis using optimized relevance vector machine

Jie Yan, Yongqian Liu, Shuang Han, Meng Qiu

Renewable and Sustainable Energy Reviews

2013

Wind velocity prediction at wind turbine hub height based on CFD model

Li Li, Yimei Wang, Yongqian Liu

2013

Optimal power dispatch in wind farm with life extension of wind turbine blades as target

Jinhua Zhang, Yongqian Liu, De Tian, Gouhong Chen

Journal of Renewable and Sustainable Energy

2013

A physical approach of the short-term wind power prediction based on CFD pre-calculated flow fields

Li Li, Yongqian Liu, Yongping Yang, Shuang Han, Yimei Wang

Journal of Hydrodynamics

2013

Impact of wake effect on wind power prediction

Li Li, Yimei Wang, Yongqian Liu

2013

Acoustic tomography of temperature and wind flow fields in a wind power plant

Yongqian Liu, Si Yuan Ren, H. Iñaki Schlaberg, S. Liu

2013

An Integration of Enhanced Wind Power Interval Forecasting into Reactive Power Dispatching

Jie Yan, Yongqian Liu, Yang Yang, Shuang Han

2012

基于粒子群优化BP神经网络的风电机组齿轮箱故障诊断方法

龙泉,刘永前,杨勇平

《太阳能学报》

2012

基于预测误差分布特性的风电场短期功率预测不确定性研究

刘永前,史洁,杨勇平,韩爽,王鹏

《太阳能学报》

2012

Forecasting Power Output of Photovoltaic Systems Based on Weather Classification and Support Vector Machines

Jie Shi, Wei‐Jen Lee, Yongqian Liu, Yongping Yang, Peng Wang

IEEE Transactions on Industry Applications

2012

Uncertainty Analysis of Wind Power Prediction Based on Quantile Regression

Yongqian Liu, Jie Yan, Shuang Han, Yuhui Peng

Asia-Pacific Power and Energy Engineering Conference (APPEEC)

2011

风电场超短期功率预测及不确定性分析

韩爽,刘永前,杨勇平,李金山

《太阳能学报》

2011

风电场输出功率预测中两种神经网络算法的研究

刘永前,朴金姬,韩爽

《现代电力》

2011

Short-term wind power prediction based on wavelet transform-support vector machine and statistic characteristics analysis

Jie Shi, Yongqian Liu, Yongping Yang, Wei‐Jen Lee

2011

Forecasting power output of photovoltaic system based on weather classification and support vector machine

Jie Shi, Wei‐Jen Lee, Yongqian Liu, Yongping Yang, Peng Wang

Conference record

2011

Short term wind power forecasting using Hilbert-Huang Transform and artificial neural network

Jie Shi, Wei‐Jen Lee, Yongqian Liu, Yongping Yang, Peng Wang

IEEE International Conference on Electric Utility Deregulation, Restructuring and Power Technologies

2011

Short-Term Wind Power Prediction With Particle Swarm Optimization

Yongqian Liu

Power System Technology

2011

Neural Network Ensemble Method Study for Wind Power Prediction

Shuang Han, Yongqian Liu, Jie Yan

Asia-Pacific Power and Energy Engineering Conference (APPEEC)

2011

Tabu Search Algorithm Optimized ANN Model for Wind Power Prediction with NWP

Shuang Han, Jinshan Li, Yongqian Liu

Energy Procedia

2010

离网型风光储互补发电系统优化设计方法研究

李品,刘永前,郭伟钊

《现代电力》

2010

基于支持向量机的风电机组运行工况分类方法

刘永前,王飞,时文刚,卓越

《太阳能学报》

2010

Interpolation of missing wind data based on ANFIS

Zhiling Yang, Yongqian Liu, Chengrong Li

Renewable Energy

2010

Genetic algorithm-piecewise support vector machine model for short term wind power prediction

Jie Shi, Yongping Yang, Peng Wang, Yongqian Liu, Shuang Han

World Congress on Intelligent Control and Automation

2010

The research and application of wavelet-support vector machine on short-term wind power prediction

Jie Shi, Yongqian Liu, Yongping Yang, Shuang Han, Peng Wang

World Congress on Intelligent Control and Automation

2010

Research on Operation Condition Classification Method for Vibration Monitoring of Wind Turbine

Shi Wengang, Fei Wang, Yue Zhuo, Yongqian Liu

Asia-Pacific Power and Energy Engineering Conference (APPEEC)

2010

The Study of Wind Power Combination Prediction

Shuang Han, Yongqian Liu

Asia-Pacific Power and Energy Engineering Conference (APPEEC)

2009

风-氢混合能源系统

韩爽,刘永前,杨勇平,王玉荣

《电力建设》

2009

Piecewise Support Vector Machine Model for Short-Term Wind-power Prediction

Yongqian Liu, Jie Shi, Yongping Yang, Shuang Han

International Journal of Green Energy

2008

状态监测与故障诊断在风电机组上的应用

龙泉,刘永前,杨勇平

《现代电力》

2008

三种方法在风速预测中的应用研究

韩爽,杨勇平,刘永前

《华北电力大学学报(自然科学版)》

2008

交流励磁风力发电系统的仿真研究

王飞,刘永前

《中国电力教育》

2008

Application study of three methods in wind speed prediction

Yongqian Liu

Journal of North China Electric Power University

2007

风电场出力短期预报研究综述

刘永前,韩爽,胡永生

《现代电力》

2007

提前三小时风电机组出力组合预报研究

刘永前,韩爽,杨勇平,高辉

《太阳能学报》

2007

The Comparison of BP Network and RBF Network in Wind Power Prediction Application

Shuang Han, Yongping Yang, Yongqian Liu

International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA)

2006

基于MATLAB的风力发电系统仿真研究

向恺,刘永前

《中国电力教育》

2006

风力发电系统的建模与仿真研究

王聪,刘永前

《中国电力教育》

会议论文

2020

大气稳定度对风力机尾流演化的影响机理研究

杜博文,葛铭纬,刘永前

《第十一届全国流体力学学术会议》

2020

基于风力机尾流偏转的风电场功率优化控制研究

马鸿亮,葛铭纬,张帅斌,刘永前

《第十一届全国流体力学学术会议》

2018

地表粗糙度对风力机尾流演化的影响研究

武英,葛铭纬,刘永前

《第十届全国流体力学学术会议论文摘要集》

2017

风电机组尾流场的DES/RANS方法数值模拟对比研究

张文霞,李莉,刘永前

《中国力学大会-2017暨庆祝中国力学学会成立60周年大会论文集(A)》

预印本

2026

Dynamic Wake Model for Wind Farm Based on Flow Field Decomposition and Physics-Guided Neural Networks

Mingyang Zhang, Kaibo Wang, Shukai He, Shuang Han, Yongqian Liu

SSRN Electronic Journal

2026

Dynamic Adaptive Multimodal Early Fault Diagnosis of Wind Turbine Bearings via Energy-Decoupled Learning and Bilateral Acoustic–Vibration Coordination

Zijian Kang, Shuang Han, Xianghong Chen, Xinjian Bai, Jiabao Li, Jialin Han, Yuanchi Ma, Yongqian Liu

SSRN Electronic Journal

2026

Weather-Regime-Aware Cross-Frequency Joint Probabilistic Forecasting of Wind--Solar Power for Supply-Target Attainment

Shuang Han, Haode Guo, W Song, Jie Yan, H M Wang, Yongqian Liu

SSRN Electronic Journal

2026

Ring-Based Feature-Level Knowledge Distillation for Federated Probabilistic Forecasting across Heterogeneous Wind Farms

Shuang Han, Haode Guo, Weiye Song, Jie Yan, Yimei Wang, Yifei Dou, Yongqian Liu

SSRN Electronic Journal

2025

A novel spatial distribution method for wind farm parameterizations based on the Gaussian function

Bowen Du, Qi Li, Mingwei Ge, Xintao Li, Yongqian Liu

arXiv preprint

2025

Modeling of turbulence kinetic energy added by wind-turbine wakes in the atmospheric boundary layer

Bowen Du, Jingshan Zhu, Baoliang Li, Mingwei Ge, Xintao Li, Yongqian Liu

arXiv preprint

2024

Study on the Aerodynamic Characteristics of Spar and Semi-Submersible Type Floating Wind Turbines Under Dynamic Yaw

Lijie Yuan, Yongqian Liu, Hang Meng, Guangxing Wu, Yunzhou Han, Guowei Qian

SSRN Electronic Journal

2024

Study on the Active Yaw Control Effect on the Coupled System of Wind Turbine and Floating Platform for Floating Wind Turbines

Lijie Yuan, Yongqian Liu, Hang Meng, Yan Li, Yunzhou Han, Guowei Qian

SSRN Electronic Journal

2023

Pod-Rbf Wind Turbine Wake Model by Cfd and Analytical Data Fusing

Li Li, Yulu Wu, Ning Li, Hang Meng, Yongqian Liu, Mingwei Ge

SSRN Electronic Journal

2022

Numerical Weather Prediction Correction Method Based on Online LSTM

Jiahao Zhang, Jie Yan, Xin Liu, Chang Ge, Haran Zhang, Yongqian Liu

2022

Research on Optimal Operation of Wind Turbines Based on Robust Model Predictive Control

Jinhua Zhang, Liangyu Liu, Yongqian Liu, Yuerong Zhu, Jie Yan

SSRN Electronic Journal

书籍章节

2025

Smart Operation Control Technologies for Offshore Wind Farms

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Offshore Wind Farm Construction

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Offshore Wind Power and Comprehensive Utilization of Offshore Areas

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Offshore Wind Resource Characteristics and Measurement Evaluation

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Offshore Wind Farm Design

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Fault Diagnosis and Health Management of Offshore Wind Turbines

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2025

Offshore Wind Power Forecasting

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

2019

Research on Correlation Between Wind Power and Load in Different Weather Conditions

Zixin Chen, Han Wang, Jie Yan, Yongqian Liu, Shuang Han, Li Li

Lecture notes in electrical engineering

2014

An optimized short-term wind power interval prediction method considering NWP accuracy

Yongqian Liu, Jie Yan, Shuang Han, Infield David, De Tian, Linyue Gao

Chinese Science Bulletin

2009

Smart Monitoring of Wind Turbines Using Neural Networks

Jianping Xiang, Simon Jonathan Watson, Yongqian Liu

Springer eBooks

书籍

2025

Offshore Wind Farm Technology

Yongqian Liu, Shuang Han, Jie Yan

Springer eBooks

数据集

2026

Coastal Wind-Regime Shifts Link Stronger East Asian Winter Monsoon Flow to Lower Generation Across a Dense Offshore Wind Corridor

Wenyu Huang, Dian H. W. Liu, Danyi Sun, Jiahao Feng, Liye Wang, Yongqian Liu, Deliang Chen

Zenodo (CERN European Organization for Nuclear Research)

2026

From Offshore Jet Cores to Wind-Energy Potential: Vertical Momentum Accessibility and Horizontal Extent

Wenyu Huang, Dian H. W. Liu, Danyi Sun, Kun Yang, Yongqian Liu, Deliang Chen

Zenodo (CERN European Organization for Nuclear Research)

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