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Effects of Wind Stress Uncertainty on Short-Term Prediction of the Kuroshio Extension State Transition Process 期刊论文
JOURNAL OF PHYSICAL OCEANOGRAPHY, 2023, 卷号: 53, 期号: 12, 页码: 2751-2771
作者:  Zhang, Hui;  Wang, Qiang;  Mu, Mu;  Zhang, Kun;  Geng, Yu
收藏  |  浏览/下载:0/0  |  提交时间:2024/04/07
Assessment of the Forecast Skill of Multiphysics and Multistochastic Methods within the GRAPES Regional Ensemble Prediction System in the East Asian Monsoon Region 期刊论文
WEATHER AND FORECASTING, 2020, 卷号: 35, 期号: 3, 页码: 1145-1171
作者:  Xu, Zhizhen;  Chen, Jing;  Jin, Zheng;  Li, Hongqi;  Chen, Fajing
收藏  |  浏览/下载:10/0  |  提交时间:2021/07/09
Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm 期刊论文
Energy Conversion and Management, 2018, 卷号: 156, 页码: 525-541
作者:  Liu, Hui;  Duan, Zhu;  Han, Feng-ze;  Li, Yan-fei*
收藏  |  浏览/下载:37/0  |  提交时间:2019/12/03
NWP  numerical weather prediction  CS  Cuckoo search  FS  fuzzy system  WRF  weather research and forecasting  KF  Kalman filter  ARIMA  auto-regressive integrated moving average  ARCH  autoregressive conditional heteroskedasticity  ANN  artificial neural networks  SVM  support vector machine  CRO  Coral Reefs optimization algorithm  ELM  extreme learning machine  MFNN  multi-layer feed-forward neural network  SPSA  simultaneous perturbation stochastic approximation  HM  Hammerstein Model  AR  auto-regressive  AdaBoost  adaptive boosting  MLP  multilayer perceptron  DNN-MRT  deep neural network based meta regression and transfer learning  WD  wavelet decomposition  FEEMD  fast ensemble empirical mode decomposition  EMD  empirical mode decomposition  WPD  wavelet packet decomposition  SSA  singular spectrum analysis  BFGS  Broyden–Fletcher–Goldfarb–Shanno Quasi-Newton Back Propagation  LSSVM  least square support vector machine  PSOGSA  partial swarm optimization combined with gravitational search algorithm  FCM  fuzzy C-means  EEMD  ensemble empirical mode decomposition  SampEn  sample entropy  VMD  variational mode decomposition  MAdaBoost  Modified AdaBoost.RT  WF  wavelet filter  MAE  mean absolute error  MAPE  mean absolute percentage error  RMSE  root mean squared error  CWT  continuous wavelet transform  DWT  discrete wavelet transform  LMD  local mean decomposition  ADMM  alternate direction method of multipliers  Big multi-step wind speed forecasting  Wavelet decomposition  Variational mode decomposition  Sample entropy  Modified adaBoost.RT  Wavelet filter  
Aggregated wind power generation probabilistic forecasting based on particle filter 期刊论文
ENERGY CONVERSION AND MANAGEMENT, 2015, 卷号: 96, 期号: [db:dc_citation_issue], 页码: 579-587
作者:  Li, Pai;  Guan, Xiaohong;  Wu, Jiang
收藏  |  浏览/下载:3/0  |  提交时间:2019/12/02
Comparison of four Adaboost algorithm based artificial neural networks in wind speed predictions 期刊论文
Energy Conversion and Management, 2015, 卷号: 92, 页码: 67-81
作者:  Liu, Hui*;  Tian, Hong-Qi;  Li, Yan-Fei;  Zhang, Lei
收藏  |  浏览/下载:21/0  |  提交时间:2019/12/03
AA  Apriori Algorithm  RBF  Radial Basis Functions  SVR  Support Vector Regression  WDF  Weibull Distribution Function  MSM  Markov Switching Model  BI  Bayesian Interface  PM  Persistent Model  AR  Auto Regressive  ANN  artificial neural networks  BSBM  Bayesian Structural Break Model  KRRM  Kernel Ridge Regression Method  ALS  Active Learning Strategies  SAA  Seasonal Adjustment Algorithm  ESM  Exponential Smoothing Method  MLP  Multilayer Perceptron  BP  Back Propagation  KSF  Kalman Short-term Filtering  NWP  Numerical Weather Prediction  GA  Genetic Algorithm  PSO  Particle Swarm Optimization  PCA  Principal Component Analysis  FAC  First-order Adaptive Coefficient  SAC  Second-order Adaptive Coefficient  BT  Bayesian Theory  SBM  Structural Break Modeling  UKF  Unscented Kalman Filter  OFM  Organizing Feature Maps  EMD  Empirical Mode Decomposition  WT  Wavelet Transform  SVM  Support Vector Machine  ARIMA  Auto Regressive Integrated Moving Average  MAS  Multiple Architecture System  MLR  Multiple Linear Regression  Adaboost  Adaptive Boosting  GD-ALR-BP  Gradient Descent with Adaptive Learning Rate Back Propagation  GDM-ALR-BP  Gradient Descent with Momentum and Adaptive Learning Rate Back Propagation  CG-BP-FR  Conjugate Gradient Back Propagation with Fletcher-Reeves Updates  BFGS  Broyden–Fletcher–Goldfarb–Shanno  Wind energy  Wind speed forecasting  Wind speed predictions  Adaboost algorithm  Neural networks  
Wind speed forecasting approach using secondary decomposition algorithm and Elman neural networks 期刊论文
Applied Energy, 2015, 卷号: 157, 页码: 183-194
作者:  Liu, Hui*;  Tian, Hong-Qi;  Liang, Xi-Feng;  Li, Yan-Fei
收藏  |  浏览/下载:25/0  |  提交时间:2019/12/03
ARIMA  Auto Regressive Integrated Moving Average  ANN  Artificial Neural Networks  KF  Kalman Filter  MSM  Markov Switching Model  PCA  Principal Component Analysis  AA  Apriori Algorithm  BT  Bayesian Theory  SBM  Structural Break Modeling  GMCM  Gaussian Mixture Copula Model  NWP  Numerical Weather Prediction  KSF  Kalman Short-term Filtering  HIRLAM  High Resolution Limited Area Model  BP  Back Propagation  RBF  Radial Basis Function  ALE  Adaptive Linear Element  MAS  Multiple Architecture System  MLR  Multiple Linear Regression  MLP  Multi-Layer Perceptron  RBF  Radial Basis Function  SVM  Support Vector Machine  ABA  Ada-boost Algorithm  PSO  Particle Swarm Optimization  FAC  First-order Adaptive Coefficient  SAC  Second-order Adaptive Coefficient  SAA  Seasonal Adjustment Algorithm  ESM  Exponential Smoothing Method  MFNN  Multi-layer Feed-forward Neural Networks  FRR  Fuzzy Rough Regression  ELM  Extreme Learning Machines  MM5  Fifth Generation Mesoscale Model  GNWP  Global Numerical Weather Prediction  EPA  Evolutionary Programming Algorithm  OFM  Organizing Feature Maps  WD  Wavelet Decomposition  WPD  Wavelet Packet Decomposition  NF  Neuro-Fuzzy  ANFIS  Adaptive Neuro-Fuzzy Inference Systems  PM  Persistent Model  UKF  Unscented Kalman Filter  SVR  Support Vector Regression  FEEMD  Fast Ensemble Empirical Mode Decomposition  HM  Hammerstein Model  AR  Auto Regressive  EMD  Empirical Mode Decomposition  SDA  Secondary Decomposition Algorithm  PRWM  Persistent Random Walk Model  IMFs  Intrinsic Mode Functions  EEMD  Ensemble Empirical Mode Decomposition  GD-BP  Gradient Descent Back Propagation  GDM-BP  Gradient Descent with Momentum Back Propagation  GD-ALR-BP  Gradient Descent with Adaptive Learning Rate Back Propagation  GDM-ALR-BP  Gradient Descent with Momentum and Adaptive Learning Rate Back Propagation  CG-BP-FRU  Conjugate Gradient Back Propagation with Fletcher-Reeves Updates  CG-BP-PR  Conjugate Gradient Back Propagation with Polak-Ribiére Update  CG-BP-PBR  Conjugate Gradient Back Propagation with Powell-Beale Restarts  SCG-BP  Scaled Conjugate Gradient Back Propagation  BFGS-BP  Broyden-Fletcher-Goldfarb-Shanno Back Propagation  OSS-BP  One Step Secant Back Propagation  LM-BP  Levenberg Marquardt Back Propagation  MAE  Mean Absolute Error  MAPE  Mean Absolute Percentage Error  RMSE  Root Mean Square Error  Wind speed forecasting  Secondary decomposition algorithm  Wavelet packet decomposition  Fast ensemble empirical mode decomposition  Elman neural networks  
A Real-Time Regional Forecasting System Established for the South China Sea and Its Performance in the Track Forecasts of Tropical Cyclones during 2011-13 期刊论文
WEATHER AND FORECASTING, 2015, 卷号: 30, 期号: 2, 页码: 471-485
作者:  Peng, Shiqiu;  Li, Yineng;  Gu, Xiangqian;  Chen, Shumin;  Wang, Dongxiao
收藏  |  浏览/下载:69/0  |  提交时间:2016/11/02
A Real-Time Regional Forecasting System Established for the South China Sea and Its Performance in the Track Forecasts of Tropical Cyclones during 2011-13 期刊论文
WEATHER AND FORECASTING, 2015, 卷号: 30, 期号: 2, 页码: 471-485
作者:  Peng, Shiqiu;  Li, Yineng;  Gu, Xiangqian;  Chen, Shumin;  Wang, Dongxiao
收藏  |  浏览/下载:41/0  |  提交时间:2016/11/02
Improvement of Medium-Range Forecasts Using the Analog-Dynamical Method 期刊论文
MONTHLY WEATHER REVIEW, 2014, 卷号: 142, 期号: 4, 页码: 1570-1587
作者:  Yu, HP;  Huang, JP;  Chou, JF
收藏  |  浏览/下载:3/0  |  提交时间:2015/12/17
Wind Power Forecasts Using Gaussian Processes and Numerical Weather Prediction 期刊论文
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 卷号: 29, 页码: 656-665
作者:  Chen, Niya;  Qian, Zheng;  Nabney, Ian T.;  Meng, Xiaofeng
收藏  |  浏览/下载:7/0  |  提交时间:2020/01/06


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