Data-driven wind speed forecasting using deep feature extraction and LSTM (English)
Free access
- New search for: Wu, Yu-Xi
- New search for: Wu, Qing-Biao
- New search for: Zhu, Jia-Qi
- New search for: Wu, Yu-Xi
- New search for: Wu, Qing-Biao
- New search for: Zhu, Jia-Qi
In:
IET Renewable Power Generation
;
13
, 12
;
2062-2069
;
2019
- Article (Journal) / Electronic Resource
-
Title:Data-driven wind speed forecasting using deep feature extraction and LSTM
-
Contributors:
-
Published in:IET Renewable Power Generation ; 13, 12 ; 2062-2069
-
Publisher:
- New search for: The Institution of Engineering and Technology
-
Publication date:2019-06-21
-
Size:8 pages
-
ISSN:
-
DOI:
-
Type of media:Article (Journal)
-
Type of material:Electronic Resource
-
Language:English
-
Keywords:pattern clustering , feature selection , weather forecasting , atmosphere system , forecasting accuracy , learning (artificial intelligence) , deep novel feature extraction approach , LSTM neural networks , numerical weather prediction data , neural nets , proper feature extraction , long short-term memory neural networks , raw historical data , feature extraction , wind power plants , data-driven wind speed forecasting , grid-connected power systems , wind power , Wind Atlas , high-efficiency utilisation , irregularity , instability , wind energy , deep feature extraction , power engineering computing , management
-
Source:
Metadata by IET is licensed under CC BY 3.0
Table of contents – Volume 13, Issue 12
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 2023
-
Interharmonics in PV systems: a review of analysis and estimation methods; considerations for selection of an apt methodRavindran, Vineetha / Rönnberg, Sarah K. / Bollen, Math H.J. et al. | 2019
- 2035
-
Review of mismatch mitigation techniques for PV modulesNiazi, Kamran Ali Khan / Yang, Yongheng / Sera, Dezso et al. | 2019
- 2051
-
Markov chain-based wind power time series modelling method considering the influence of the state duration on the state transition probabilityZhu, Chenxi / Zhang, Yan / Yan, Zheng / Zhu, Jinzhou et al. | 2019
- 2062
-
Data-driven wind speed forecasting using deep feature extraction and LSTMWu, Yu-Xi / Wu, Qing-Biao / Zhu, Jia-Qi et al. | 2019
- 2070
-
Multi‐objective planning model for multi‐phase distribution system under uncertainty considering reconfigurationGangwar, Priyanka / Singh, Sri Niwas / Chakrabarti, Saikat et al. | 2019
- 2084
-
Resilience‐directional robust power dispatching of microgrids under meteorological disastersQiu, Haifeng / Gu, Wei / Wu, Zhi / Zhou, Suyang / Pan, Guangsheng / Yang, Xiaomei / Yuan, Xiaodong / Ding, Xiaohua et al. | 2019
- 2094
-
Impact of grounding fault in PV modules on AC side and the suppression strategy based on 0-axis controlZhang, Yong / Xia, Yanghong / Lv, Zeyan / Yu, Miao / Wei, Wei et al. | 2019
- 2105
-
Circuit topology for piezoelectric transducers in a piezoelectric energy harvesterÖzdemir, Ali Ekber et al. | 2019
- 2111
-
Model to evaluate the system‐wide impact of residential and commercial photovoltaic and storage units intended for self‐consumptionMartín, Sebastián / Pérez‐Ruiz, Juan / López‐Pérez, Pablo et al. | 2019
- 2123
-
Design and operation of an OCC-based scheme for a stand-alone PV system powering DC loadsde Carvalho Neto, João T. / Salazar, Andrés O. / Lock, Alberto S. et al. | 2019
- 2137
-
Crowded plant height optimisation algorithm tuned maximum power point tracking for grid integrated solar power conditioning systemPachaivannan, Nammalvar / Subburam, Ramkumar / Ramkumar, Umadevi / Kasinathan, Padmanathan et al. | 2019
- 2148
-
Co‐firing characteristics and kinetic analysis of distillers’ grains/coal for power plantXu, Danxia / Wu, Xiteng / Ma, Lun / Ning, Xinyu / Cheng, Qiang / Luo, Zixue et al. | 2019
- 2156
-
A two‐stage stochastic optimisation model for the water value calculation in a hybrid diesel/wind/pumped‐storage power systemFernández‐Muñoz, Daniel / Pérez‐Díaz, Juan I. / Chazarra, Manuel et al. | 2019
- 2166
-
Proactive frequency control based on ultra-short-term power fluctuation forecasting for high renewables penetrated power systemsWen, Shuli / Wang, Yu / Tang, Yi / Xu, Yan / Li, Pengfei et al. | 2019
- 2174
-
Efficient frequency regulation in highly penetrated power systems by renewable energy sources using stochastic fractal optimiserEl-Hameed, Mohamed A. / Elkholy, Mahmoud M. / El-Fergany, Attia A. et al. | 2019
- 2184
-
Proof of concept for a novel and smart shade resilient photovoltaic moduleGolroodbari, Sayedeh Zahra Mirbagheri / de Waal, Anne Celeste / van Sark, Wilfried G.J.H.M. et al. | 2019
- 2195
-
Tri‐level decision‐making framework for strategic trading of demand response aggregatorJia, Yulong / Mi, Zengqiang / Yu, Yang / Song, Zhuoliang / Fan, Hui et al. | 2019
- 2207
-
IoT-based approach to condition monitoring of the wave power generation systemQian, Peng / Feng, Bo / Zhang, Dahai / Tian, Xiange / Si, Yulin et al. | 2019
- 2215
-
Hydrothermal conversion of anaerobic wastewater fed microalgae: effects of reaction temperature on products distribution and biocrude propertiesLi, Hugang / Liu, Zhidan / Wang, Meng / Lu, Jianwen / Bultinck, Trevor / Wang, Yingxian / Wang, Xinfeng / Zhang, Yuanhui / Lu, Haifeng / Duan, Na et al. | 2019
- 2221
-
Automatic generation control of a solar thermal and dish-stirling solar thermal system integrated multi-area system incorporating accurate HVDC link model using crow search algorithm optimised FOPI Minus FODF controllerRam Babu, Naladi / Chandra Saikia, Lalit et al. | 2019
- 2232
-
Stochastic energy investment in off‐grid renewable energy hub for autonomous buildingHemmati, Reza et al. | 2019
- 2240
-
Mathematical model for the optimal determination of voltage level and PCC for large wind farms connection to transmission networkĐorđević, Ana / Đurišić, Željko et al. | 2019
- 2251
-
Attitudes towards more-efficient incentives for promotion of residential PV systems: a case study of Kerman, IranSheikhhoseini, Mousa / Rashidinejad, Masoud / Abdollahi, Amir / Ameri, Mehran et al. | 2019
- 2261
-
Investigations of the instantaneous performance of a solar chimney power plant installed in Aswan using IoTFathy Cidek Esmail, Mohamed / Mekhail, Tarek et al. | 2019