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Prediction of solar irradiance using convolutional neural network and attention mechanism-based long short-term memory network based on similar day analysis and an attention mechanism

ScienceDirect.com
This paper proposes a convolutional neural network (CNN) and attention mechanism-based long short-term memory network (A-LSTM) to predict solar irradiance the...
11 months ago

Comprehensive assessment, review, and comparison of AI models for solar irradiance prediction based on different time/estimation intervals

Nature
Solar energy-based technologies have developed rapidly in recent years, however, the inability to appropriately estimate solar energy...
28 months ago

Predictive Model for Solar Insolation Using the Deep Learning Technique

Wiley Online Library
In this study, prediction performances of a regression model and deep learning-based predictive models were comparatively analyzed for the prediction of hourly...
20 months ago

Parsimonious estimation of hourly surface ozone concentration across China during 2015–2020 | Scientific Data

Nature
We collected hourly ground ozone observations (over 6 million records), remote sensing products, meteorological data, and social-economic information.
4 months ago

Predicting rice yield at pixel scale through synthetic use of crop and deep learning models with satellite data in South and North Korea

ScienceDirect.com
In this study, we propose a methodology for the early prediction of rice yield at pixel scale combining a crop model and a deep learning model for different...
33 months ago