Forecasting of PV plant output using hybrid wavelet-based LSTM-DNN structure model (English)
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- New search for: Ospina, Juan
- New search for: Newaz, Alvi
- New search for: Faruque, M. Omar
- New search for: Ospina, Juan
- New search for: Newaz, Alvi
- New search for: Faruque, M. Omar
In:
IET Renewable Power Generation
;
13
, 7
;
1087-1095
;
2019
- Article (Journal) / Electronic Resource
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Title:Forecasting of PV plant output using hybrid wavelet-based LSTM-DNN structure model
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Contributors:
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Published in:IET Renewable Power Generation ; 13, 7 ; 1087-1095
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Publisher:
- New search for: The Institution of Engineering and Technology
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Publication date:2019-02-14
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Size:9 pages
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Keywords:final deep neural network , PV plant output , forecasting accuracy , neural networks , power 12.6 MW , individual approximate , PV power output , hybrid wavelet-based LSTM-DNN structure model , final forecasted value , 12.6 MW PV system , neural nets , statistical features , large-scale , time series , feature extraction , forecasting theory , historical PV data , wavelet transforms , 30-min resolution data , long–short–term memory , photovoltaic power systems , LSTM networks , decomposed PV power time series , forecasting operation , multistep forecasting , novel forecasting model , available temperature data , time step PV power forecast , load forecasting , stationary wavelet , SWT , detailed coefficients , recurrent neural nets
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Source:
Metadata by IET is licensed under CC BY 3.0
Table of contents – Volume 13, Issue 7
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.
- 1009
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Review on forecasting of photovoltaic power generation based on machine learning and metaheuristic techniquesAkhter, Muhammad Naveed / Mekhilef, Saad / Mokhlis, Hazlie / Mohamed Shah, Noraisyah et al. | 2019
- 1024
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Analysis and design of a sustainable microgrid primarily powered by renewable energy sources with dynamic performance improvementAkhtar, Iram / Kirmani, Sheeraz / Jamil, Majid et al. | 2019
- 1037
-
Social welfare maximisation of market based wind integrated power systems by simultaneous coordination of transmission switching and demand response programsArasteh, Farzad / Riahy, Gholam H. et al. | 2019
- 1050
-
Risk aversion energy management in the networked microgrids with presence of renewable generation using decentralised optimisation approachGhaemi, Sina / Salehi, Javad / Hamzeh Aghdam, Farid et al. | 2019
- 1063
-
Energy analysis of products and processes in a sanitary landfillPereira Nascimento, Dayse / Menezes, Valeska L. / Carvalho, Monica / Chacartegui, Ricardo et al. | 2019
- 1076
-
Linear precoder design for base station energy cooperation in DC microgridsIslam, Shama Naz / Mahmud, Md Apel / Saha, Sajeeb / Haque, Md Enamul et al. | 2019
- 1087
-
Forecasting of PV plant output using hybrid wavelet-based LSTM-DNN structure modelOspina, Juan / Newaz, Alvi / Faruque, M. Omar et al. | 2019
- 1096
-
Research on hydraulic–electric interference and optimisation of multi-turbine hydropower system based on the dual control modeDuan, Chen / Minglu, Zhang / Changbing, Zhang / Mengjiao, Yang / Cheng, Mao / Chunhe, Shen et al. | 2019
- 1105
-
Electricity scheduling optimisation based on energy cloud for residential microgridsLi, Shenglin / Yang, Junjie / Fang, Jicheng / Liu, Ziqi / Zhang, Helong et al. | 2019
- 1115
-
States prediction for solar power and wind speed using BBA‐SVMLi, Zhen‐Long / Xia, Jing / Liu, An / Li, Peng et al. | 2019
- 1123
-
Integrated battery model in cost-effective operation and load management of grid-connected smart nano-gridHeidari, Mehran / Niknam, Taher / Zare, Mohsen / Niknam, Solmaz et al. | 2019
- 1132
-
Electric bus fast charging station resource planning considering load aggregation and renewable integrationCheng, Yu / Wang, Wang / Ding, Zhaohao / He, Zhiyao et al. | 2019
- 1142
-
Real-time experimental implementation of an LMS-adaline-based ANFIS controller to drive PV interfacing power systemBenhalima, Seghir / Chandra, Ambrish / Rezkallah, Miloud et al. | 2019
- 1153
-
Differential equation model of single penstock multi‐machine system with hydraulic couplingZeng, Yun / Qian, Jing / Guo, Yakun / Yu, Shige et al. | 2019
- 1160
-
DLMP using three-phase current injection OPF with renewables and demand responseWei, Jie / Zhang, Yue / Sahriatzadeh, Farshid / Srivastava, Anurag K. et al. | 2019
- 1168
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Generic Type 3 WT models: comparison between IEC and WECC approachesLorenzo‐Bonache, Alberto / Honrubia‐Escribano, Andres / Fortmann, Jens / Gómez‐Lázaro, Emilio et al. | 2019
- 1179
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Role of power to liquids and biomass to liquids in a nearly renewable energy systemIkäheimo, Jussi / Pursiheimo, Esa / Kiviluoma, Juha / Holttinen, Hannele et al. | 2019
- 1190
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Intrinsic limitations of load-shifting response dynamics: preliminary results from particle hopping models of homogeneous density incompressible loadsCarvalho, Pedro M.S. / Ferreira, Luís A.F.M. et al. | 2019
- 1197
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Local penetration-free control approach against numerous changes in PV generation level in MAS-based protection schemesBisheh, Hadi / Fani, Bahador et al. | 2019
- 1205
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Improved criticality analysis method of equipment failures in wind turbinesMa, Zhiyong / Wang, Dameng / Teng, Wei / Liu, Yibing et al. | 2019