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 | 363 | 2019 |
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 | 195 | 2019 |
Designing deep-based learning flood forecast model with ConvLSTM hybrid algorithm M Moishin, RC Deo, R Prasad, N Raj, S Abdulla IEEE Access 9, 50982-50993, 2021 | 127 | 2021 |
Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity AAM Ahmed, RC Deo, Q Feng, A Ghahramani, N Raj, Z Yin, L Yang Journal of Hydrology 599, 126350, 2021 | 118 | 2021 |
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region S Mouatadid, N Raj, RC Deo, JF Adamowski Atmospheric research 212, 130-149, 2018 | 99 | 2018 |
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 | 93 | 2019 |
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 | 90 | 2018 |
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 | 85 | 2019 |
LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4. 5 and RCP8. 5 global warming scenarios AAM Ahmed, RC Deo, A Ghahramani, N Raj, Q Feng, Z Yin, L Yang Stochastic Environmental Research and Risk Assessment 35 (9), 1851-1881, 2021 | 73 | 2021 |
Near real-time wind speed forecast model with bidirectional LSTM networks LP Joseph, RC Deo, R Prasad, S Salcedo-Sanz, N Raj, J Soar Renewable Energy 204, 39-58, 2023 | 71 | 2023 |
Deep learning forecasts of soil moisture: convolutional neural network and gated recurrent unit models coupled with satellite-derived MODIS, observations and synoptic-scale … AAM Ahmed, RC Deo, N Raj, A Ghahramani, Q Feng, Z Yin, L Yang Remote Sensing 13 (4), 554, 2021 | 66 | 2021 |
Deep air quality forecasts: suspended particulate matter modeling with convolutional neural and long short-term memory networks E Sharma, RC Deo, R Prasad, AV Parisi, N Raj Ieee Access 8, 209503-209516, 2020 | 55 | 2020 |
Novel short-term solar radiation hybrid model: Long short-term memory network integrated with robust local mean decomposition ANL Huynh, RC Deo, M Ali, S Abdulla, N Raj Applied Energy 298, 117193, 2021 | 51 | 2021 |
Hybrid deep learning method for a week-ahead evapotranspiration forecasting AAM Ahmed, RC Deo, Q Feng, A Ghahramani, N Raj, Z Yin, L Yang Stochastic Environmental Research and Risk Assessment, 1-19, 2022 | 50 | 2022 |
New double decomposition deep learning methods for river water level forecasting AAM Ahmed, RC Deo, A Ghahramani, Q Feng, N Raj, Z Yin, L Yang Science of The Total Environment 831, 154722, 2022 | 47 | 2022 |
An EEMD-BiLSTM algorithm integrated with Boruta random forest optimiser for significant wave height forecasting along coastal areas of Queensland, Australia N Raj, J Brown Remote Sensing 13 (8), 1456, 2021 | 43 | 2021 |
Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network ANL Huynh, RC Deo, DA An-Vo, M Ali, N Raj, S Abdulla Energies 13 (14), 3517, 2020 | 38 | 2020 |
Novel hybrid deep learning model for satellite based PM10 forecasting in the most polluted Australian hotspots E Sharma, RC Deo, J Soar, R Prasad, AV Parisi, N Raj Atmospheric Environment 279, 119111, 2022 | 35 | 2022 |
Spatiotemporal hybrid random forest model for tea yield prediction using satellite-derived variables SJJ Jui, AAM Ahmed, A Bose, N Raj, E Sharma, J Soar, MWI Chowdhury Remote Sensing 14 (3), 805, 2022 | 30 | 2022 |
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 | 27 | 2021 |