Solar Irradiance Forecasting Using Deep Neural Networks
Alzahrani, Ahmad, Shamsi, Pourya, Dagli, Cihan, Ferdowsi, Mehdi·2017·Procedia Computer Science
Cited by (279)
Items 201–279 of 279
- Artificial Intelligence Approaches for Energy Consumption and Generation Forecasting, Anomaly Detection, and Public Decision-Making: A Systematic ReviewDavid Velasco Ayuso, Jesús‐Ángel Román‐Gallego, Carolina Zato · 2026 · Energies
- Artificial Intelligence in the Energy Transition for Solar Photovoltaic Small and Medium-Sized EnterprisesMalte Schmidt, Stefano Marrone, Dimitris Paraschakis, Tarry Singh · 2022 · Springer eBooks
- Forecasting Solar Power Generation Using Extreme Gradient Boosting: A Machine Learning ApproachMobarak Abumohsen, Amani Yousef Owda, Majdi Owda, Ahmad Abumihsan, Lampros K. Stergioulas · 2024 · International Conference of Science and Information Technology in Smart Administration (ICSINTESA)
- A Reliable Estimation of Solar Energy Prediction Through the use of Hybrid CNN-LSTM AlgorithmGirijapati Sharma, Subhash Chandra, Arvind Kumar Yadav, Rahul Singh, Rahul Gupta · 2024 · International Conference on Advancements and Key Challenges in Green Energy and Computing (AKGEC)
- Predicting on-site solar energy generation using off-site weather stations and deep neural networksJose Ramirez-Vergara, Lisa Bosman, Walter D. Leon-Salas, Ebisa Wollega · 2022 · International journal of energy and environmental engineering
- Support Vector Regression based Forecasting of Solar IrradianceAmey Vijay Shimpi, Aditya Chandrasekar, Ajeya Keshava, U. Vinatha · 2022 · Asian Conference on Innovation in Technology (ASIANCON)
- Advanced simulation-based predictive modelling for solar irradiance sensor farmsJosé L. Risco‐Martín, Ignacio-Iker Prado-Rujas, Javier Campoy, Marı́a S. Pérez, Katzalin Olcoz · 2024 · Journal of Simulation
- Enhancing Prediction Method of Ionosphere for Space Weather Monitoring Using Machine Learning Approaches: A ReviewN Salleh, Siti Sophiayati Yuhaniz, Sharizal Fadlie Sabri, Nurulhuda Firdaus Mohd Azmi · 2020 · International Journal on Advanced Science Engineering and Information Technology
- Intermittency Reduction Techniques in Hybrid Renewable Energy Systems: A ReviewNeil Singh, Krish Patel, Krishi Patel, Siddhi Vinayak Pandey, Pankaj Singh, Anoop Kumar Shukla, Gaurav Dwivedi · 2021 · Lecture notes in mechanical engineering
- Computational Imaging for Long-Term Prediction of Solar IrradianceLeron Julian, Haejoon Lee, Soummya Kar, Aswin C. Sankaranarayanan · 2025 · IEEE Transactions on Pattern Analysis and Machine Intelligence
- A novel evolutionary ensemble model to forecast hourly global horizontal irradiance under various climatic zonesNaveen Krishnan, K. Ravi Kumar · 2025 · Energy
- Solar Irradiation Prediction Using Time Series Models: Performance Evaluation with Hyperparameter Optimization and K-Fold Cross-ValidationFARUK AYATA, Ebubekir Seyyarer, Erşan Ömer YÜZER · 2026 · Journal of Electrical Engineering and Technology
- The role of input selection and climate pre-classification on the performance of neural networks irradiance modelsOmar Rodríguez-Abreo, Ilse Cervantes · 2022 · Applied Soft Computing
- Global Solar Radiation Forecasting with Artificial Neural NetworksMihriban Sari, Müslüm Arıcı · 2023 · Advances in transdisciplinary engineering
- Enhancing Solar Power Generation Forecasting Using Advanced Machine Learning and Ensemble MethodsA. Akilandeswari, S. Philip Raja, S Shonika, S. Anuradha · 2024 · International Conference on Power, Energy, Control and Transmission Systems (ICPECTS)
- A Solar Radiation Forecast Platform Spanning over the Edge-Cloud ContinuumMarc Eduard Frincu, Marius E. Penteliuc, Adrian Spătaru · 2022 · Electronics
- Solar radiation forecasting by using deep neural networks in EskişehirMohammed QASEM · 2021 · Sigma Journal of Engineering and Natural Sciences – Sigma Mühendislik ve Fen Bilimleri Dergisi
- A Novel Feature Representation for Prediction of Global Horizontal Irradiance Using a Bidirectional ModelSourav Malakar, Saptarsi Goswami, Bhaswati Ganguli, Amlan Chakrabarti, Sugata Sen Roy, Kadhirvel Boopathi, A. G. Rangaraj · 2021 · Machine Learning and Knowledge Extraction
- Deep Learning Approach to Load Forecasting: A SurveySegun Akinola, Prabhat Thakur, Mayank Satyaprakash Sharma, Krishna Kumar, Ghanshyam Kumar Singh · 2021 · Communications in computer and information science
- Solar Irradiance forecasting using Recurrent Neural NetworksDhanush D. Shekar, Abhishek C Hiremath, Ajeya Keshava, U. Vinatha · 2022 · IEEE Region 10 Symposium (TENSYMP)
- Renewable Energy Forecasting Using Deep Learning ModelsSourav Malakar, Saptarsi Goswami, Bhaswati Ganguli, Amlan Chakrabarti · 2023 · STEAM-H: Science, Technology, Engineering, Agriculture, Mathematics & Health
- Solar Irradiation Forecasting Using Genetic AlgorithmsV. Gunasekaran, Kiran Kumar Kovi, S. Arja, R. Chimata, Ilamathi Elango, Arunkumar Parthasarathy · 2026 · F1000Research
- Artificial Intelligence Based Global Solar Radiation PredictionRajasekaran Meenal, Rajasekaran Ekambaram · 2023 · BENTHAM SCIENCE PUBLISHERS eBooks
- Performance Analysis of Solar Photovoltaic Panel using Machine LearningN. B. Sanjana, N. Balaji, S.R. Karthick · 2023 · International Conference on Advances in Electrical, Electronics and Computational Intelligence (ICAEECI)
- Convolution-Based Sequence to Sequence Model for the Next-Day Photovoltaic Power ForecastingZefeng Lai, Liu Hong, Song Wang, Qiang Ling · 2024 · Chinese Control and Decision Conference (CCDC)
- Emerging Trends in Optimisation for Reliability and Maintenance of Photovoltaic SystemsAisha Sa’ad, Aime Nyoungue, Zied Hajej, Marie Sawadogo · 2024 · Lecture notes in energy
- Design and deployment of an IoT-enabled Helio Predictor for building energy Trend Analysing systemJ. Vigneshwaran, AR. Valliammai, S. Charles Raja, A. C. Vishnu Dharssini, R. Rajan Prakash · 2024 · Energy and Buildings
- A Comparative Study of Ensemble Learning Models for Accurate Solar Irradiance ForecastingTejaram Chaudhari, Aditya Joshi, Devkumar Bharti, Pratibha Pramod Chavan, M. K. Deshmukh, Pritam Bhalgat · 2024 · International Conference on Computation System and Information Technology for Sustainable Solutions (CSITSS)
- Machine learning-based approach for PV energy forecasting for mono-Si, poly-Si and a-Si Grid-connected PV systemsAbdellatif Ait Mansour, Amine Tilioua · 2025 · Cleaner Energy Systems
- A Comparative Analysis of Neural Network Approaches in Renewable Energy PredictionSakshi Shukla, Devanshh Agarwal, Sumanta Pasari · 2025 · International Conference on Computer, Electronics & Electrical Engineering & their Applications (IC2E3)
- Solar irradiance forecasting meta-review: An in-depth systematic meta-review on solar irradiance forecasting datasets, predictive pipelines and performanceFaiza Mehmood, Muhammad Nabeel Asim, Aamir Mehmood, Waqar Mahmood, Sebastian J. Vollmer, Mehmood ul Haq, Faisal Ali, Andreas R. Dengel · 2026 · Results in Engineering
- Solar irradiation forecasting through a hybrid method, considering zonda, north and south winds in San Juan, ArgentinaLuis Carlos Parra Raffán, Andres Arturo Romero, Maximiliano Martínez · 2018 · IEEE Biennial Congress of Argentina (ARGENCON)
- SolarRadnet: A novel variant input scoring optimized recurrent neural network for solar irradiance predictionAlameen Eltoum Mohamed Abdalrahman, Danish Ahamad, Md. Mobin Akhtar, Karim Gasmi · 2022 · Energy Sources Part A Recovery Utilization and Environmental Effects
- Statistical approach for analysis of COVID-19: Empirical reviewA. G. Sreedevi, Teena Joseph, M. Karpagam · 2022 · AIP conference proceedings
- Modelos de Predicción de Radiación Solar y Temperatura Ambiente mediante Redes Neuronales RecurrentesAlejandro Francés Cuesta, Jéssica Constante, Diego Jijón · 2023 · Revista Técnica Energía
- AI based Approach for Solar PV Power Prediction with Varying Dust Accumulation LevelsKomal Singh, Mohammad Rizwan · 2023 · International Conference on Recent Advances in Electrical, Electronics & Digital Healthcare Technologies (REEDCON)
- Integration of satellite imagery and meteorological data to estimate solar radiation using machine learning modelsLuis Eduardo Ordoñez Palacios, Víctor Bucheli, Hugo Ordóñez · 2023 · JUCS - Journal of Universal Computer Science
- Prediction of Solar Energy from Sky Images and Meteorological Data Using Neural NetworksMarian Sebena, Juraj Kačur · 2023 · International Symposium ELMAR (ELMAR)
- Enhanced Prediction of Solar Irradiance Using a Hybrid Approach Based on the Crow Search Algorithm and Extreme Learning Machine NetworkManoharan Madhiarasan, Brahim Belmahdi, Mohamed Louzazni · 2024 · Lecture notes in networks and systems
- Towards Greener Power Grids Quantum Computing Solutions for Energy EfficiencyMohan Babu Kuppam, M. Bhaskaraiah, Kasaram Roja, T. Chandraiah · 2024 · Advances in computational intelligence and robotics book series
- Comparative and Novel Priority Ranking Analysis for Short-Term Solar Power PredictionRadharani Panigrahi, Nita R. Patne, Sanjeevikumar Padmanaban, T. Sana Amreen · 2025 · IETE Journal of Research
- Forecasting the Number of Infections of Novel Coronavirus with Deep LearningVakada Naveen, Chunduri Aasish, M. P. Kavya, Meda Vidhyalakshmi · 2020 · International Journal of Computer Applications
- Systematic Evaluation of Deep Learning Models for Human Activity Recognition Using AccelerometerThu-Hien Le, Quang-Huy Tran, Thi‐Lan Le · 2020 · NAFOSTED Conference on Information and Computer Science (NICS)
- Nonlinear Model Predictive Control applied to Concentrated Solar Power PlantsRamon Jesuino Dettmer, Paulo Renato da Costa Mendes, Julio Elias Normey-Rico · 2020 · IFAC-PapersOnLine
- Modelling and Forecasting of Solar Radiation Data: A Case StudySomila Hashunao, Hano Sunku, Ram Krishna Mehta · 2021 · Smart innovation, systems and technologies
- Feature Selection on Spatio-Temporal Data for Solar Irradiance ForecastingManuel Carranza-García, Pedro Lara-Benítez, José María Luna-Romera, José C. Riquelme · 2021 · Advances in intelligent systems and computing
- Prediction of Solar Irradiance and Wind Speed using Deep Recurrent Neural NetworkParvathy Ashok, V Sreelekha · 2022 · International Conference on Next Generation Intelligent Systems (ICNGIS)
- A Data-Driven Approach for Multivariate Solar Radiation Forecasting Using Frequency and Temporal Abstractions for BangladeshMd Mashfiq Khan, Muhammad Mahmood Hasan, Nurul Abrar, Mohammad Ahsan Habib · 2024 · SSRN Electronic Journal
- Ten Minutes Solar Irradiation Forecasting on Inclined Plane using Evolutionary Product Unit Neural NetworksBillel Amiri, Antonio M. Gómez-Orellana, Pedro Antonio Gutiérrez, Rabah Dizène, César Hervás‐Martínez, Kahina Dahmani · 2019 · International Conference of Computer Science and Renewable Energies (ICCSRE)
- Strategies for Managing Cool Thermal Energy Storage with Day-ahead PV and Building Load Forecasting at a District LevelAbdullah Alfadda · 2019 · VTechWorks (Virginia Tech)
- Predictive Analysis in Power Grid: A System-wide Application of Artificial IntelligenceTaufique Atique · 2020
- Development of a Forecasting Model for Tropical Solar Energy Systems Using Support Vector MachinesAlvin B. Culaba, Aaron Rosario, Aristotle T. Ubando · 2020
- Prospective energy generation in photovoltaic systems, based on the comparison and evaluation of different configurations based on artificial neural networks (ANN)José Manuel Ramos Cutipa, Reynaldo Condori Yucra, Henry Shuta Lloclla, Chayña Velasquez Omar, Paredes Pareja Walter Oswaldo, Vilca Choque Mary Cymbel, Beltrán Castañón Norman Jesús · 2022 · LACCEI International Multi-Conference for Engineering, Education and Technology (LACCEI)
- A study on solar radiation prediction using medium-range weather forecastsSujin Park, Hyojeoung Kim, Sahm Kim · 2023 · Korean Journal of Applied Statistics
- Previsão da Irradiação Solar Fotovoltaica baseada em Deep LearningFelipe De Sena Rodrigues, Ângelo Márcio Oliveira Sant’Anna, Daniel Barbosa, Nyegirton Barreiros dos Santos Costa · 2022 · Anais do ... Simpósio Brasileiro de Sistemas Elétricos
- Prediction of Solar Radiation on a Sloping Plane with Effect of Climatic Variables by Neural Approach: Case of the Douala City, Camerooninoussah moungnutou, Inoussah Moungnutou Mfetoum, Cyrille Fotsing Talla, Simon Koumi Ngoh, Reagan Jean Jacques Molu, Brice Félix Nde Kenfack, Raphaël Onguéné, Serge Raoul Dzonde Naoussi, Jean Gaston Tamba · 2023 · SSRN Electronic Journal
- AI-Based Approach for Behind-the-Meter Solar Photovoltaic Power ForecastingMohd. Hasan Ali, Dipankar Dasgupta · 2023 · IEEE Conference on Artificial Intelligence (CAI)
- COMPARATIVE ANALYSIS OF MODELS FOR SOLAR STATION OUTPUT PREDICTIONJavad Najafli · 2023 · Problems of Information Technology
- Artificial Intelligent-Based Techniques in Solar Radiation ApplicationsMaysa Gidom · 2024 · IntechOpen eBooks
- Accurate Photovoltaic Forecasting through a Multi-connected Structural NetworkJiangshan Xie, Yanming Hu, Fangying Rong · 2024 · IEEE International Conference on Power, Electronics and Computer Applications (ICPECA)
- OUTPUT POWER ESTIMATION OF A PHOTOVOLTAIC PANEL BY EXTREME LEARNING MACHINES. Toprak, Resul Çöteli̇, Mehmet Üstündağ, Hikmet Esen · 2024 · International Journal of Innovative Engineering Applications
- Solar Power Forecasting in Smart Cities using Deep Learning Approaches: A ReviewSiva Sankari S, P. Senthil Kumar · 2024 · International Research Journal of Multidisciplinary Technovation
- Solar Irradiance Forecasting Using Deep Learning: Impact of Hyperparameter OptimizationSanjeeb Humagain, Nga Nguyen · 2025 · IEEE Texas Power and Energy Conference (TPEC)
- Photovoltaic Power Prediction Based on Machine Learning Fusion AlgorithmXuying Zhang, Yang Liu, Ye Du, Jiaqi Zhang, Feiyu Chen, Yan Dai · 2025 · Communications in computer and information science
- A Comparative Analysis of Different Methods for Predicting Solar Radiation Using Deep Neural Networks: An Innovative Approach to Sustainable Community BuildingAditya Kushwaha, Sushant Jhingran · 2025 · International Journal for Research in Applied Science and Engineering Technology
- Solar Radiation Forecasting Using Deep Learning Techniques: Enlightening Solar Energy Future of BangladeshMuhammad Samee Sevas, Chowdhury Farjana Tur Santona, Nusrat Sharmin · 2024 · International Conference on Recent Progresses in Science, Engineering and Technology (ICRPSET)
- Dynamic Tracking: A Machine Learning Approach for PV Yield OptimizationDaniel Burkhardt, Maddalena Bruno, Leslie Kurumundayil, Matthew F. Berwind, Matthias Demant · 2025 · Solar RRL
- A Hybrid LSTM-Attention Residual Network for Photovoltaic Forecasting in Isolated Microgrid EnvironmentsAvishkar Karnik, Vishal Gaurav, Arghya Mitra, Ritesh Kumar Keshri, Panos C. Kotsampopoulos · 2025 · Smart Grids and Sustainable Energy
- A Hybrid Approach for Time Series Solar Irradiance ForecastingIman Ait Aissa, Rabia Riad · 2025 · IEEE Congress on Information Science and Technology (CiSt)
- Comparative Analysis of Tree-Based Ensembles and Neural Networks for Solar Radiation PredictionSumit Anand, Sunny Kumar Dahiya · 2025 · IEEE India Council International Subsections Conference (INDISCON)
- On-Device Continual Adaptation for Reliable Solar Irradiance ForecastingMateusz Piechocki, Marek Kraft, Alessandro Capotondi · 2026 · Lecture notes in computer science
- Reducing incertainty in environmental measurements using bayesian and adaptive moment estimation : study case Andean city of QuitoRicardo Llugsi · 2023
- Scoping review of artificial intelligence approaches for solar energy forecasting addressing methodological developments data practices and operational implicationsSreedhar Jadapalli, Goutam Datta, G. V. Swati, Sumit Kumar Maitra, Umakanta Choudhury, Matheowos Lolamo Biramo, Remya Madhavan · 2026 · Discover Applied Sciences
- PV power prediction based on IBBO-LSTMWeizhi Qin, Ben Hao, Xingyu Wu, Mingyue Sui, Shihong Wu · 2026 · Journal of Physics Conference Series
- Cluster-informed forecasting diagnostics for renewable energy communities:Behavioural segmentation and forecast-error concentrationMuhammad Tanveer ul islam, Miguel Alves Pereira · 2026 · SSRN Electronic Journal
- Can large language models predict solar irradiance in the long term?Thales Wulfert Cabral, Gustavo Fraidenraich, Miriam A. M. Capretz · 2026 · Solar Energy
- A Data‐Driven Investigation of How Forecast Horizon and Training Data Size Influence Machine Learning Performance in Solar Irradiance ForecastingFatemeh Keramati, Hamid Reza Mohammadi · 2026 · Journal of Forecasting
- Comparative Evaluation of Machine Learning Models for Global Horizontal Irradiance Estimation in an Arid Coastal ClimateJimmy Aurelio Rosales-Huamaní, Odón R. Sánchez-Ccoyllo, María Álvarez Páucar, Oscar Gabriel Toapanta Cunalata · 2026 · Climate
- Machine Learning for Solar Radiation and Photovoltaic Systems: Evidence, Validation, and Operational ApplicationsAbubakar Danjuma Maiwada, Mardiana Idayu Ahmad, Sani Isah Abba, Mohammad Aliff Shakir · 2026 · Artificial Intelligence for Sustainable Cities