Deep learning CNN-LSTM-MLP hybrid fusion model for feature optimizations and daily solar radiation prediction
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Pérez, David, Salcedo-Sanz, Sancho, Sharma, Ekta, Ali, Mumtaz
Published in Measurement : journal of the International Measurement Confederation (01.10.2022)
Published in Measurement : journal of the International Measurement Confederation (01.10.2022)
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Journal Article
Stacked LSTM Sequence-to-Sequence Autoencoder with Feature Selection for Daily Solar Radiation Prediction: A Review and New Modeling Results
Ghimire, Sujan, Deo, Ravinesh C., Wang, Hua, Al-Musaylh, Mohanad S., Casillas-Pérez, David, Salcedo-Sanz, Sancho
Published in Energies (Basel) (01.02.2022)
Published in Energies (Basel) (01.02.2022)
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Journal Article
Multi-Step-Ahead Wind Speed Forecast System: Hybrid Multivariate Decomposition and Feature Selection-Based Gated Additive Tree Ensemble Model
Joseph, Lionel P., Deo, Ravinesh C., Casillas-Perez, David, Prasad, Ramendra, Raj, Nawin, Salcedo-Sanz, Sancho
Published in IEEE access (2024)
Published in IEEE access (2024)
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Journal Article
Persistence Analysis and Prediction of Low-Visibility Events at Valladolid Airport, Spain
Cornejo-Bueno, Sara, Casillas-Pérez, David, Cornejo-Bueno, Laura, Chidean, Mihaela I., Caamaño, Antonio J., Sanz-Justo, Julia, Casanova-Mateo, Carlos, Salcedo-Sanz, Sancho
Published in Symmetry (Basel) (01.06.2020)
Published in Symmetry (Basel) (01.06.2020)
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Journal Article
Statistical Analysis and Machine Learning Prediction of Fog-Caused Low-Visibility Events at A-8 Motor-Road in Spain
Cornejo-Bueno, Sara, Casillas-Pérez, David, Cornejo-Bueno, Laura, Chidean, Mihaela I., Caamaño, Antonio J., Cerro-Prada, Elena, Casanova-Mateo, Carlos, Salcedo-Sanz, Sancho
Published in Atmosphere (01.06.2021)
Published in Atmosphere (01.06.2021)
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Journal Article
Integrated Multi-Head Self-Attention Transformer model for electricity demand prediction incorporating local climate variables
Ghimire, Sujan, Nguyen-Huy, Thong, AL-Musaylh, Mohanad S., Deo, Ravinesh C., Casillas-Pérez, David, Salcedo-Sanz, Sancho
Published in Energy and AI (01.10.2023)
Published in Energy and AI (01.10.2023)
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Journal Article
Electricity demand error corrections with attention bi-directional neural networks
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Pérez, David, Salcedo-Sanz, Sancho
Published in Energy (Oxford) (15.03.2024)
Published in Energy (Oxford) (15.03.2024)
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Journal Article
A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction
Ghimire, Sujan, Nguyen-Huy, Thong, AL-Musaylh, Mohanad S., Deo, Ravinesh C., Casillas-Pérez, David, Salcedo-Sanz, Sancho
Published in Energy (Oxford) (15.07.2023)
Published in Energy (Oxford) (15.07.2023)
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Journal Article
Short-term wind speed forecasting using an optimized three-phase convolutional neural network fused with bidirectional long short-term memory network model
Joseph, Lionel P., Deo, Ravinesh C., Casillas-Pérez, David, Prasad, Ramendra, Raj, Nawin, Salcedo-Sanz, Sancho
Published in Applied energy (01.04.2024)
Published in Applied energy (01.04.2024)
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Journal Article
Point-based and probabilistic electricity demand prediction with a Neural Facebook Prophet and Kernel Density Estimation model
Ghimire, Sujan, Deo, Ravinesh C., Ali Pourmousavi, S., Casillas-Pérez, David, Salcedo-Sanz, Sancho
Published in Engineering applications of artificial intelligence (01.09.2024)
Published in Engineering applications of artificial intelligence (01.09.2024)
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Journal Article
Half-hourly electricity price prediction with a hybrid convolution neural network-random vector functional link deep learning approach
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Pérez, David, Sharma, Ekta, Salcedo-Sanz, Sancho, Barua, Prabal Datta, Rajendra Acharya, U.
Published in Applied energy (15.11.2024)
Published in Applied energy (15.11.2024)
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Journal Article
Probabilistic-based electricity demand forecasting with hybrid convolutional neural network-extreme learning machine model
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Pérez, David, Salcedo-Sanz, Sancho, Pourmousavi, S. Ali, Acharya, U. Rajendra
Published in Engineering applications of artificial intelligence (01.06.2024)
Published in Engineering applications of artificial intelligence (01.06.2024)
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Journal Article
Very short-term solar ultraviolet-A radiation forecasting system with cloud cover images and a Bayesian optimized interpretable artificial intelligence model
Prasad, Salvin Sanjesh, Deo, Ravinesh Chand, Downs, Nathan James, Casillas-Pérez, David, Salcedo-Sanz, Sancho, Parisi, Alfio Venerando
Published in Expert systems with applications (01.02.2024)
Published in Expert systems with applications (01.02.2024)
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Journal Article