Short-term local prediction of wind speed and wind power based on singular spectrum analysis and locality-sensitive hashing

Journal of Modern Power Systems and Clean Energy ◽

10.1007/s40565-018-0398-0 ◽

2018 ◽

Vol 6 (2) ◽

pp. 317-329 ◽

Author(s):

Ling LIU ◽

Tianyao JI ◽

Mengshi LI ◽

Ziming CHEN ◽

Qinghua WU

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Locality Sensitive Hashing ◽

Singular Spectrum ◽

Local Prediction

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Short-Term Local Prediction of Wind Power Based on Singular Spectrum Analysis and Self-Organizing Maps

IOP Conference Series Materials Science and Engineering ◽

10.1088/1757-899x/366/1/012015 ◽

2018 ◽

Vol 366 ◽

pp. 012015 ◽

Author(s):

T Y Ji ◽

L Liu ◽

D Y Hong ◽

M S Li ◽

Q H Wu

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Self Organizing Maps ◽

Singular Spectrum ◽

Local Prediction ◽

Self Organizing

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Ultra-short-term / short-term wind speed prediction based on improved singular spectrum analysis

Renewable Energy ◽

10.1016/j.renene.2021.11.044 ◽

2021 ◽

Author(s):

Qiuling Yang ◽

Changhong Deng ◽

Xiqiang Chang

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Wind Speed Prediction ◽

Singular Spectrum ◽

Speed Prediction

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Two combined forecasting models based on singular spectrum analysis and intelligent optimized algorithm for short-term wind speed

Neural Computing and Applications ◽

10.1007/s00521-016-2679-8 ◽

2016 ◽

Vol 30 (1) ◽

pp. 1-19 ◽

Author(s):

Ping Jiang ◽

Ranran Li ◽

Kequan Zhang

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Forecasting Models ◽

Singular Spectrum ◽

Combined Forecasting

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A Novel Hybrid Short-Term Wind Power Prediction Framework Based on Singular Spectrum Analysis and Deep Belief Network Utilized Improved Adaptive Genetic Algorithm

10.1109/iai53119.2021.9619284 ◽

2021 ◽

Author(s):

Weiru Yuan ◽

Zhenhao Tang ◽

Bing Bu ◽

Shengxian Cao

Keyword(s):

Genetic Algorithm ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Adaptive Genetic Algorithm ◽

Power Prediction ◽

Belief Network ◽

Singular Spectrum ◽

Wind Power Prediction

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A Hybrid Method Based on Singular Spectrum Analysis, Firefly Algorithm, and BP Neural Network for Short-Term Wind Speed Forecasting

Energies ◽

10.3390/en9100757 ◽

2016 ◽

Vol 9 (10) ◽

pp. 757 ◽

Author(s):

Yuyang Gao ◽

Chao Qu ◽

Kequan Zhang

Keyword(s):

Neural Network ◽

Hybrid Method ◽

Spectrum Analysis ◽

Bp Neural Network ◽

Firefly Algorithm ◽

Singular Spectrum Analysis ◽

Wind Speed Forecasting ◽

Singular Spectrum

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Forecasting model for wind power integrating least squares support vector machine, singular spectrum analysis, deep belief network, and locality‐sensitive hashing

Wind Energy ◽

10.1002/we.2425 ◽

2020 ◽

Vol 23 (2) ◽

pp. 235-257 ◽

Author(s):

Arslan Habib ◽

Rabeh Abbassi ◽

Andrés Julián Aristizábal ◽

Abdelkader Abbassi

Keyword(s):

Support Vector Machine ◽

Least Squares ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Locality Sensitive Hashing ◽

Support Vector ◽

Forecasting Model ◽

Belief Network ◽

Singular Spectrum

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A short-term hybrid wind power prediction model based on singular spectrum analysis and temporal convolutional networks

Journal of Renewable and Sustainable Energy ◽

10.1063/5.0007003 ◽

2020 ◽

Vol 12 (5) ◽

pp. 056101 ◽

Author(s):

Yang Zhao ◽

Li Jia

Keyword(s):

Prediction Model ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Power Prediction ◽

Convolutional Networks ◽

Model Based ◽

Singular Spectrum ◽

Wind Power Prediction

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A generalized dynamic fuzzy neural network based on singular spectrum analysis optimized by brain storm optimization for short-term wind speed forecasting

Applied Soft Computing ◽

10.1016/j.asoc.2017.01.033 ◽

2017 ◽

Vol 54 ◽

pp. 296-312 ◽

Author(s):

Xuejiao Ma ◽

Yu Jin ◽

Qingli Dong

Keyword(s):

Neural Network ◽

Spectrum Analysis ◽

Fuzzy Neural Network ◽

Singular Spectrum Analysis ◽

Wind Speed Forecasting ◽

Brain Storm Optimization ◽

Singular Spectrum ◽

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Wind speed prediction based on singular spectrum analysis and neural network structural learning

Energy Conversion and Management ◽

10.1016/j.enconman.2020.112956 ◽

2020 ◽

Vol 216 ◽

pp. 112956 ◽

Author(s):

Xiwei Mi ◽

Shuo Zhao

Keyword(s):

Neural Network ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Structural Learning ◽

Wind Speed Prediction ◽

Singular Spectrum ◽

Speed Prediction

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Daily Average Wind Power Interval Forecasts Based on an Optimal Adaptive-Network-Based Fuzzy Inference System and Singular Spectrum Analysis

Sustainability ◽

10.3390/su8020125 ◽

2016 ◽

Vol 8 (2) ◽

pp. 125 ◽

Author(s):

Zhongrong Zhang ◽

Yiliao Song ◽

Feng Liu ◽

Jinpeng Liu

Keyword(s):

Spectrum Analysis ◽

Fuzzy Inference System ◽

Fuzzy Inference ◽

Singular Spectrum Analysis ◽

Adaptive Network ◽

Inference System ◽

Daily Average ◽

Singular Spectrum ◽

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