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Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm
Liu, Hui; Duan, Zhu; Han, Feng-ze; Li, Yan-fei*
刊名Energy Conversion and Management
2018
卷号156页码:525-541
关键词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
ISSN号0196-8904
DOI10.1016/j.enconman.2017.11.049
URL标识查看原文
WOS记录号WOS:000424310100041;EI:20174804477089
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/3320442
专题中南大学
作者单位1.[Duan, Zhu
2.Li, Yan-fei
3.Han, Feng-ze
4.Liu, Hui] Central South Univ, Sch Traff & Transportat Engn, Minist Educ, Key Lab Traff Safety Track,Inst Artificial Intell, Changsha 410075, Hunan, Peoples R China.
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GB/T 7714
Liu, Hui,Duan, Zhu,Han, Feng-ze,et al. Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm[J]. Energy Conversion and Management,2018,156:525-541.
APA Liu, Hui,Duan, Zhu,Han, Feng-ze,&Li, Yan-fei*.(2018).Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm.Energy Conversion and Management,156,525-541.
MLA Liu, Hui,et al."Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm".Energy Conversion and Management 156(2018):525-541.
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