Solar radiation prediction using machine learning techniques: A review
ED Obando, SX Carvajal… - IEEE Latin America …, 2019 - ieeexplore.ieee.org
Solar radiation estimation determines how much energy the sun provides to a particular
region. This radiation is the primary energy source of conversion in photovoltaic plants and …
region. This radiation is the primary energy source of conversion in photovoltaic plants and …
A comprehensive review of solar irradiation estimation and forecasting using artificial neural networks: data, models and trends
N El-Amarty, M Marzouq, H El Fadili… - … Science and Pollution …, 2023 - Springer
Solar irradiation data are imperatively required for any solar energy-based project. The non-
accessibility and uncertainty of these data can greatly affect the implementation …
accessibility and uncertainty of these data can greatly affect the implementation …
A methodology for energy multivariate time series forecasting in smart buildings based on feature selection
The massive collection of data via emerging technologies like the Internet of Things (IoT)
requires finding optimal ways to reduce the created features that have a potential impact on …
requires finding optimal ways to reduce the created features that have a potential impact on …
Deep learning based solar radiation micro forecast by fusion of infrared cloud images and radiation data
M Ajith, M Martínez-Ramón - Applied Energy, 2021 - Elsevier
Solar irradiance forecasting has been gaining paramount importance in recent years due to
its impact on power grids. However, solar energy harvesting over shorter periods also brings …
its impact on power grids. However, solar energy harvesting over shorter periods also brings …
Minimum redundancy–maximum relevance with extreme learning machines for global solar radiation forecasting: Toward an optimized dimensionality reduction for …
H Bouzgou, CA Gueymard - Solar Energy, 2017 - Elsevier
Solar energy is expected to provide a major contribution to the future global energy supply,
while helping the transition toward a carbon-free economy. Because of its variable …
while helping the transition toward a carbon-free economy. Because of its variable …
Comprehensive review of solar radiation modeling based on artificial intelligence and optimization techniques: future concerns and considerations
An alternative energy source such as solar is one of the most important renewable
resources. A reliable solar radiation prediction is essential for various applications in …
resources. A reliable solar radiation prediction is essential for various applications in …
Information-driven multirobot behavior adaptation to emotional intention in human–robot interaction
To adapt robots' behavior to human emotional intention, an information-driven multirobot
behavior adaptation mechanism is proposed in human-robot interaction (HRI). In the …
behavior adaptation mechanism is proposed in human-robot interaction (HRI). In the …
Evaluation of dimensionality reduction methods applied to numerical weather models for solar radiation forecasting
O García-Hinde, G Terrén-Serrano… - … Applications of Artificial …, 2018 - Elsevier
The interest in solar radiation prediction has increased greatly in recent times among the
scientific community. In this context, Machine Learning techniques have shown their ability …
scientific community. In this context, Machine Learning techniques have shown their ability …
Solar power forecasting using ordinary least square based regression algorithms
The estimation of solar power has played an important role in solar energy research.
Several climatic variables are considered in forecasting solar power. This paper presents …
Several climatic variables are considered in forecasting solar power. This paper presents …
Estimation of Solar PV Plant Output using LSTM-CNN Algorithm
S Mawande, R Kulkarni, S Kakade… - … Conference on Digital …, 2023 - ieeexplore.ieee.org
Maintaining a Solar Photovoltaic plant incorporates difficulties such as periodic panel
sanitizing, inverter maintenance, monitoring and testing, weather-related damage, battery …
sanitizing, inverter maintenance, monitoring and testing, weather-related damage, battery …