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Dr. SUJAN GHIMIRE
Dr. SUJAN GHIMIRE
University of Southern Queensland
Adresse e-mail validée de johndeere.com
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Année
Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms
S Ghimire, RC Deo, N Raj, J Mi
Applied Energy 253, 113541, 2019
3232019
Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cities of Queensland Australia
S Ghimire, RC Deo, NJ Downs, N Raj
Journal of cleaner production 216, 288-310, 2019
1772019
Streamflow prediction using an integrated methodology based on convolutional neural network and long short-term memory networks
S Ghimire, ZM Yaseen, AA Farooque, RC Deo, J Zhang, X Tao
Scientific Reports 11 (1), 17497, 2021
1442021
An efficient neuro-evolutionary hybrid modelling mechanism for the estimation of daily global solar radiation in the Sunshine State of Australia
S Salcedo-Sanz, RC Deo, L Cornejo-Bueno, C Camacho-Gómez, ...
Applied Energy 209, 79-94, 2018
922018
Self-adaptive differential evolutionary extreme learning machines for long-term solar radiation prediction with remotely-sensed MODIS satellite and Reanalysis atmospheric …
S Ghimire, RC Deo, NJ Downs, N Raj
Remote Sensing of Environment 212, 176-198, 2018
822018
Wavelet-based 3-phase hybrid SVR model trained with satellite-derived predictors, particle swarm optimization and maximum overlap discrete wavelet transform for solar radiation …
S Ghimire, RC Deo, N Raj, J Mi
Renewable and Sustainable Energy Reviews 113, 109247, 2019
792019
Deep learning neural networks trained with MODIS satellite-derived predictors for long-term global solar radiation prediction
S Ghimire, RC Deo, N Raj, J Mi
Energies 12 (12), 2407, 2019
772019
Stacked LSTM sequence-to-sequence autoencoder with feature selection for daily solar radiation prediction: a review and new modeling results
S Ghimire, RC Deo, H Wang, MS Al-Musaylh, D Casillas-Pérez, ...
Energies 15 (3), 1061, 2022
562022
Machine learning regression and classification methods for fog events prediction
C Castillo-Botón, D Casillas-Pérez, C Casanova-Mateo, S Ghimire, ...
Atmospheric Research 272, 106157, 2022
542022
Boosting solar radiation predictions with global climate models, observational predictors and hybrid deep-machine learning algorithms
S Ghimire, RC Deo, D Casillas-Pérez, S Salcedo-Sanz
Applied Energy 316, 119063, 2022
442022
Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN-REGST hybrid model
S Ghimire, T Nguyen-Huy, RC Deo, D Casillas-Perez, S Salcedo-Sanz
Sustainable Materials and Technologies 32, e00429, 2022
432022
Hybrid deep CNN-SVR algorithm for solar radiation prediction problems in Queensland, Australia
S Ghimire, B Bhandari, D Casillas-Perez, RC Deo, S Salcedo-Sanz
Engineering Applications of Artificial Intelligence 112, 104860, 2022
422022
Deep learning CNN-LSTM-MLP hybrid fusion model for feature optimizations and daily solar radiation prediction
S Ghimire, RC Deo, D Casillas-Pérez, S Salcedo-Sanz, E Sharma, M Ali
Measurement 202, 111759, 2022
372022
Improved complete ensemble empirical mode decomposition with adaptive noise deep residual model for short-term multi-step solar radiation prediction
S Ghimire, RC Deo, D Casillas-Perez, S Salcedo-Sanz
Renewable Energy 190, 408-424, 2022
282022
Deep multi-stage reference evapotranspiration forecasting model: Multivariate empirical mode decomposition integrated with the boruta-random forest algorithm
WJMLP Jayasinghe, RC Deo, A Ghahramani, S Ghimire, N Raj
IEEE Access 9, 166695-166708, 2021
192021
Hybrid convolutional neural network-multilayer perceptron model for solar radiation prediction
S Ghimire, T Nguyen-Huy, R Prasad, RC Deo, D Casillas-Pérez, ...
Cognitive Computation 15 (2), 645-671, 2023
182023
A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction
S Ghimire, T Nguyen-Huy, MS AL-Musaylh, RC Deo, D Casillas-Pérez, ...
Energy 275, 127430, 2023
162023
Development and evaluation of hybrid deep learning long short-term memory network model for pan evaporation estimation trained with satellite and ground-based data
WJMLP Jayasinghe, RC Deo, A Ghahramani, S Ghimire, N Raj
Journal of Hydrology 607, 127534, 2022
152022
Optimization of windspeed prediction using an artificial neural network compared with a genetic programming model
RC Deo, S Ghimire, NJ Downs, N Raj
Research anthology on multi-industry uses of genetic programming and …, 2021
152021
Forecasting solar photosynthetic photon flux density under cloud cover effects: novel predictive model using convolutional neural network integrated with long short-term memory …
RC Deo, RH Grant, A Webb, S Ghimire, DP Igoe, NJ Downs, ...
Stochastic Environmental Research and Risk Assessment 36 (10), 3183-3220, 2022
112022
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