Solar PV output prediction from video streams using convolutional neural networks

Cited by (168)

Items 101–168 of 168

1. Improving sky image-based short-term solar irradiance forecasting through the integration of meteorological data
   Martin Ansong, Albertina M. Amakali, Thomas Nyachoti Nyangonda, Robinson Juma Musembi, Petja Dobreva, Bryce Sydney Richards · 2025 · Energy Reports
2. Fühler‐im‐Netz: A smart grid and power line communication data set
   Christoph Balada, Sheraz Ahmed, Andreas R. Dengel, Max Bondorf, Nikolai Hopfer, Markus Zdrallek · 2022 · IET Smart Grid
3. Experimental review and recent advances in deep learning techniques for solar irradiance forecasting and prediction
   Chinedu I. Otuka, Dongsheng Cai, Chiagoziem C. Ukwuoma, Shuang Luo, Zhihui Yang, Olusola Bamisile, Chibueze D. Ukwuoma, Chizoba U. Otuka, Nkiruka O. Otuka, Qi Huang · 2025 · Solar Energy
4. Application of Convolution Neural Network (CNN) Model Combined with Pyramid Algorithm in Aerobics Action Recognition
   Qi Liang · 2021 · Computational Intelligence and Neuroscience
5. An Integrated EMVO and ARBFN Algorithms for Output Power Forecasting and Fault Prediction in Solar PV Systems
   C. R. Manoj, S. Edwin Jose · 2023 · Journal of Electrical Engineering and Technology
6. An Intra-Hour photovoltaic power generation prediction method for flexible building energy systems and its application in operation scheduling strategy
   Yanbing Su, Weirong Zhang, Gaofeng Deng, Zhichao Wang · 2024 · Solar Energy
7. [Retracted] Sports Training System Based on Convolutional Neural Networks and Data Mining
   Yuwang Zhang, Yuan Zhang · 2021 · Computational Intelligence and Neuroscience · Retracted
8. Real-time solar irradiance forecasting for grid integration using all-sky imagery and multi-stage AI with Kalman filter optimization
   Khadija Barhmi, Sara Golroodbari, Wouter Knap, Wilfried G.J.H.M. van Sark · 2025 · Renewable Energy
9. Machine Learning Applications for Renewable Energy Systems
   Yasir Saleem Afridi, Laiq Hassan, Kashif Ahmad · 2023 · EAI/Springer Innovations in Communication and Computing
10. Global Horizontal Irradiance Modeling from Sky Images Using ResNet Architectures
    I. M. Insaf, H. M. K. D. Wickramathilaka, M. A. N. Upendra, Roshan Indika Godaliyadda, M. P. B. Ekanayake, Vijitha Rohana Herath, D. M. L. H. Dissawa, Janaka Bandara Ekanayake · 2021 · IEEE International Conference on Industrial and Information Systems (ICIIS)
11. Photovoltaic Power Forecasting Using Sky Images and Sun Motion
    Arne Berresheim, Antonio Agudo · 2024 · IEEE International Conference on Acoustics Speech and Signal Processing
12. Predicting Pesticide LC50 Toxicity Using Convolutional Neural Networks and Dragonfly-Support Vector Machine Methods with Quantitative Structure-Activity Relationship and 2D Molecular Fingerprints: A Case Study on Oncorhynchus Mykiss
    Badiet El Djamel Nedjma Mahtal, Maamar Laidi, Soufiane Rahal, Mohamed Hentabli, Mabrouk Hamadache · 2025 · Chemistry Africa
13. An improved cross-correlation method for efficient clouds forecasting
    Hui-Min Zuo, Jun Qiu, Fangfang Li · 2024 · Theoretical and Applied Climatology
14. Towards Improved Real-Time Observability of Behind-Meter PhotoVoltaic Systems
    Chung Ming Cheung, Sanmukh R. Kuppannagari, Rajgopal Kannan, Viktor K. Prasanna · 2019 · ACM International Conference on Future Energy Systems (e-Energy)
15. Automatic Assessment of Buildings Location Fitness for Solar Panels Installation Using Drones and Neural Network
    Ammar Alzarrad, Chance Emanuels, Mohammad Shamim Imtiaz, Haseeb Akbar · 2021 · CivilEng
16. A Computer Vision-Based Standalone System for Automated Operational Data Collection at Non-Towered Airports
    Mohammad Farhadmanesh, Abbas Rashidi, Abhishek Kumar Subedi, Nikola Marković · 2024 · IEEE Access
17. Ultra-short Term Solar Irradiance Prediction Considering Satellite Cloud Images
    Wenwen Ma, Ji Wu, Peng Yan · 2024 · International Conference on Energy, Electrical and Power Engineering (CEEPE)
18. Artificial intelligence and the energy transition: Towards ethical and equitable future power systems
    Raymond Rui Zhu, Jessie Ma · 2026 · Energy Research & Social Science
19. Skill‐Driven Data Sampling and Deep Learning Framework for Minute‐Scale Solar Forecasting with Sky Images
    Amar Meddahi, Arttu Tuomiranta, Sebastien Guillon · 2025 · Solar RRL
20. A Predictive Stacking Framework for Energy Output in Photovoltaic System With Uncertainty Estimates
    Imad Hassan, Ibrahim Alhamrouni, Nurul Hanis Azhan, Saad Mekhilef, Mehdi Seyedmahmoudian, Saad Ijaz Majid, Alex Stojcevski · 2025 · IEEE Access
21. Artificial Intelligence for Hydrogen-Based Energy Systems
    Vladimir Franki, Luka Calcich, Alfredo Višković · 2025 · International Convention on Information and Communication Technology, Electronics and Microelectronics
22. Enhancing Sola Forecasting Accuracy: A Fusion of Sky Images and Meteorological Data with Channel-Wise Attention
    Anto Leoba Jonathan, Dongsheng Cai, Olusola Bamisile, Joseph Junior Nkou Nkou, Harriet Agobah, Qi Huang · 2024 · IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)
23. Evaluation of WRF Chem operational forecast over UAE for concentrated solar energy applications and sensitivity to explicit dynamics of aerosols
    Vineeth Krishnan Valappil, Luis Martín Pomares, Michael Weston · 2025 · Solar Energy
24. Ultra-short-term Photovoltaic Power Prediction Based on Elman Neural Network and Satellite Cloud Images
    Yanbin Cai, Hanghang Liu, Pengfei Hu, Zuan Fu, Yuanyuan Wang, Dan Zhang, Xiaoyi Ma, Shifeng Li · 2021 · IEEE Conference on Energy Internet and Energy System Integration (EI2)
25. Quantitative predictions of photo-emission dynamics in metal halide perovskites via machine learning
    John M. Howard, Qiong Wang, Lee, Erica, Richa Lahoti, Tao Gong, Meghna Srivastava, Antonio Abate, Marina S. Leite · 2020 · arXiv (Cornell University)
26. FEMUS‐Nowcast: A Robust Deep Learning Model for Sky Image–Based Short‐Term Solar Forecasting Under Adversarial Attacks
    Animesh Sarkar Tusher, M. A. Rahman, M. Islam, Sushanto Bosak, M. J. Hossain · 2025 · International Journal of Energy Research
27. Enhancing Solar Irradiance Forecasting Accuracy with a Multi-Head Weather-Aware Hybrid Model
    Md. Omer Faruque, Khadija Akter, Shahinur Alam, Md. Alamgir Hossain, Md Shafiul Alam, Md Shafiul Alam, Md Mahmudur Rahman · 2025 · Arabian Journal for Science and Engineering
28. PMFM-kdTransformer: An enhanced multi-modal fusion architecture leveraging knowledge distillation for intra-hour solar irradiance prediction
    Menggang Kou, Runze Li, Tong Niu, Yuansheng Qian, Zhiwu Li, Jianzhou Wang · 2025 · Information Fusion
29. Photovoltaic power forecasting based on secondary decomposition strategy and hybrid model
    Shuyi Xue, Lei Li · 2026 · Scientific Reports
30. Integration of Artificial Intelligence for the Sustainable Optimization of Photovoltaic Systems: A Comprehensive Review
    Abdellatif Bouaichi, Alae Azouzoute, Youssef Chahet, Bouchra Laarabi, Houssain Zitouni, Massaab El Ydrissi, Zineb Bounoua, Charaf Hajjaj, Aumeur El Amrani, Mohamed El Amraoui et al. · 2026 · Sustainability
31. Discrete event simulation for photovoltaic integration in sustainable manufacturing– A review and future directions
    Citlaly Pérez, Pedro Ponce, Aminah Robinson Fayek, Brian Anthony, Russel Bradley, Arturo Molina · 2025 · Renewable and Sustainable Energy Reviews
32. Forecasting the PV Panel Power Based on Image Processing and Historical Outputs
    Pouya Ramezanzadeh, Hamed Delkhosh, Mohsen Parsa Moghaddam · 2023 · Iranian Conference on Renewable Energy & Distributed Generation (ICREDG)
33. Photovoltaic System Ensemble Prediction System
    Ali Jassim Lari, Augustine M. Egwebe, Farid Touati, Antonio S. P. Gonzales, Amith Abdullah Khandakar · 2021 · International Conference on Electrical, Computer and Energy Technologies (ICECET)
34. Ultra-short-term Photovoltaic Power Prediction Based on Multi-head ProbSparse Self-attention and Long Short-term Memory
    Tianyi Yang, Quanming Zhao, Yifan Meng · 2023 · Journal of Physics Conference Series
35. Green Energy Using Machine and Deep Learning
    R. Senthil Kumar, S. Saravanan, P. Pandiyan, K.P. Suresh, P. Leninpugalhanthi · 2022
36. A Short-Term Photovoltaic Power Prediction Considering Satellite Cloud Imagery
    Chen Fan, Jinjin Ding, Zhiwei Li, Yifan Liu, Qian Zhang · 2024 · Lecture notes in electrical engineering
37. Sky is the Limit: Exploring Solar Photovoltaic Nowcasting with Sky Images, Transfer Learning, and Data Augmentation
    Tobias Gentner, Moritz Knoell, Jannic Adam, Andreas Theissler, Marco Klaiber · 2025 · Procedia Computer Science
38. An All-Sky Imaging Framework for Cloud-Free Line-of-Sight Assessment in Free-Space Optical Satellite Downlinks
    Paul Matteschk, Max Aragón, Jose Gomez, Helmut Ribel, Marcus T. Knopp, Niklas Benedikt Blum, Bijan Nouri · 2026 · Photonics
39. Review of deep learning-based ground-sky imagery method for intra-hour solar irradiance forecasting: Workflow and perspectives
    Liwenbo Zhang, Yuexing Yang, Y. Wu · 2026 · Renewable and Sustainable Energy Reviews
40. Power Generation Voting Prediction Model of Floating Photovoltaic System
    Ali Jassim Lari, Augustine M. Egwebe, Farid Touati, Antonio S. P. Gonzales, Amith Abdullah Khandakar · 2021 · International Conference on Engineering and Emerging Technologies (ICEET)
41. Reliable Photovoltaics Output Power Prediction in Qatar
    Ali Jassim Lari, Augustine M. Egwebe, Farid Touati, Antonio S. P. Gonzales, Amith Abdullah Khandakar · 2021 · International Conference on Developments in eSystems Engineering (DeSE)
42. A Combined Model for Ultra-Short-Term PV Forecasting Based on SOM Clustering
    Yijie Xu, Jinhua Dong, Yixin Zhu, Mengyao Guan, Ziyao Wang · 2023 · IEEE International Symposium on Power Electronics for Distributed Generation Systems (PEDG)
43. Solar power monitoring and forecasting
    Panagiotis Kosmopoulos · 2023 · Elsevier eBooks
44. Hybrid Deep Learning Approach for Improver Solar Power Forecasting
    Saksham Sood · 2023 · International Conference on Power Energy, Environment and Intelligent Control (PEEIC)
45. Comparative and Novel Priority Ranking Analysis for Short-Term Solar Power Prediction
    Radharani Panigrahi, Nita R. Patne, Sanjeevikumar Padmanaban, T. Sana Amreen · 2025 · IETE Journal of Research
46. Photovoltaics Literature Survey (No. 145)
    Ziv Hameiri · 2018 · Progress in Photovoltaics Research and Applications
47. Role of ANN in Functionality and Designing of Solar Photovoltaic Cell: A Review
    Anupama Kaushik · 2021 · Lecture notes in mechanical engineering
48. Neural Network in the Forecast of Compensation for Ecological Environment Damage Caused by Trade
    <p>Ying Liu and Yetong Xi</p> · 2021 · International Journal of Frontiers in Sociology
49. A Deterministic and Probabilistic Prediction Method for Short- Term Photovoltaic Power Considering Spatial Correlation
    Dong Liu, Long Zhao, Ming Yuan Yang, Zhiyuan Si, Chuanqi Wang, Yating Liu, Zhiyong Shi · 2022 · Asia Energy and Electrical Engineering Symposium (AEEES)
50. Parameter Estimation for a Two-Diode PV Model Using a Gray Wolf Optimizer
    Chao‐Ming Huang, Shin‐Ju Chen, Sung‐Pei Yang · 2022 · IEEE International Conference on Industrial Technology (ICIT)
51. A study on the estimation of global horizontal irradiance via deep learning technique
    Manisha Kumari, Chandan Kumar, Smriti Srivastava · 2023 · International Conference on Recent Advances in Electrical, Electronics & Digital Healthcare Technologies (REEDCON)
52. Study on Ultra-Short-Term Prediction of Solar Irradiance Based on Multi-Feature Fusion
    Di Huang, Yumin Feng, Jianwei Gu, Chaoyue Zhu, Xixing Hu, Panxia Chen · 2023 · International Conference on Robotics, Intelligent Control and Artificial Intelligence (RICAI)
53. Solar Radiation Prediction Model Based on Spatial Attention Mechanisms and Sun Position Feature Maps
    Rui Guan, Chenggang Cui, Hanning Zhang · 2024 · International Journal of Information Technologies and Systems Approach
54. Real Time Energy Forecasting Scheme for Large-Scale PV Solar Power Plants - Cloud Image Segmentation and Contour Detection
    Kalon Hewage, S.U. Dampage, E.R.C. Sandamali · 2024 · SLAAI International Conference on Artificial Intelligence (SLAAI-ICAI)
55. Skynet-Driven Prediction of Synthetic Sky Images for Ultra-Short-Term Solar Forecasting
    Han He, Dongxiao Li, Hao Ren · 2024 · IEEE International Conference on Energy Internet (ICEI)
56. Enhanced Solar Forecasting with Contrastive Learning Model: A 15-Minute Prediction
    Chih-Yi Lu, Ting‐Yu Chen, I-Yun Lisa Hsieh · 2025 · IEEE Industry Applications Society Annual Meeting (IAS)
57. Multimodal Ultra-Short-Term Irradiance Forecasting Based on Sky Images: Exploring the Complementary Characteristics of Clouds and Irradiance
    Xiangting Wang, Yuan Liang, Jiayi Zhong, Caixing Tan, Yao Sun, Xubin Liu · 2024 · International Conference on Smart City and Green Energy (ICSCGE)
58. Photovoltaic Power Forecasting Using a Hybrid CNN–Transformer–BiLSTM Neural Network
    Mingguang Zhang, jiannian gao · 2025 · SSRN Electronic Journal
59. Attention Convolutional Neural Network Model Estimation of Solar Energy Potential Using Radiance Sky Imagery
    Richard Iherorochi Nneji, Nneji Uchechi Joyce, Chibueze Favour Aririguzo, Miracle Ugomma Anunobi, Confidence Chigozirim Olumba, Benjamin Chiemeka Opara, Olumba Gladys Chinyere, Grace Ugochi Nneji · 2026 · World Scientific News
60. Réalisation d'un outil de prévision de production solaire pour la modélisation et l'optimisation système d'un micro-réseau isolé de cogénération intelligente d'électricité et de froid en Polynésie française
    Vateanui Sansine · 2023
61. A comprehensive study of the all-sky image and solar irradiance dataset SolarVision Almería
    Yann Fabel, Niklas Benedikt Blum, Bijan Nouri, Sergio Gonzalez Rodriguez, Stefan Wilbert, Thomas Schmidt, Ole Johannsen, Luis Fernando Zarzalejo, Julia Kowalski, Robert Pitz‐Paal · 2026 · Solar Energy
62. Interpretable photovoltaic power prediction model based on multiple attention feature fusion
    Xiangjie Liu, Buchun Li, Xiaobing Kong, Lele Ma, Kwang Y. Lee · 2026 · Solar Energy
63. Improving CNN Generalization for Photovoltaic Nowcasting Under Data Scarcity Through Sky Image Hybrid Augmentation Approaches
    Markos A. Kousounadis‐Knousen, Velissarios Theocharis, Athina P. Georgilaki, Pavlos S. Georgilakis · 2026 · Electronics
64. Role of Machine Learning in the Perovskite Solar Cell Investigations
    Ankur Taya, Shweta Dhakla, Parvesh K. Deendyal, Sarvesh Kumar, Manish K. Kashyap · 2026 · Springer tracts in electrical and electronics engineering
65. Improving GHI estimation for short-term forecasting using Label Distribution Smoothing on imbalanced cloud image datasets
    Shuhui Zhang, Bolin Zhang, Y Z Zhang · 2026 · Solar Energy
66. A Bayesian-optimized CNN-GRU framework for multimodal short-term solar photovoltaic power forecasting
    Mohammad Javad Izadi, Pourya Hassani, Elham Shirazi · 2026 · Energy and AI
67. Helio-TAF: A multimodal temporal attention fusion network for short-term photovoltaic power forecasting
    Peng Zhang, Lin Lin, Yiru Zhang, Midi Wan, Guillaume Simon, Hao Henry Wang · 2026 · Applied Energy
68. Short-Term Solar Power Forecasting Based on Pruning-Optimized Temporal Convolutional Networks for Edge Deployment
    Ziran Guo, Wenqiang Xie, Jian Liu, Xiaolong Xiao, Xiaoxing Lu, Fangfang Zhu · 2026 · Electronics