A bi-directional missing data imputation scheme based on LSTM and transfer learning for building energy data
Improving the energy efficiency of the buildings is a worldwide hot topic nowadays. To assist
comprehensive analysis and smart management, high-quality historical data records of the …
comprehensive analysis and smart management, high-quality historical data records of the …
Missing value imputation for short to mid-term horizontal solar irradiance data
H Demirhan, Z Renwick - Applied Energy, 2018 - Elsevier
Improving the accuracy of solar irradiance forecasting has become crucial since the use of
solar energy power has become more accessible due to increased efficiency and decreased …
solar energy power has become more accessible due to increased efficiency and decreased …
Short-term forecasting of global solar irradiance in tropical environments with incomplete data
Electricity access is a common issue around the world. Many countries that face this problem
are located in the tropical region and solar energy might be an alternative to mitigate this …
are located in the tropical region and solar energy might be an alternative to mitigate this …
Developing a novel approach for missing data imputation of solar radiation: A hybrid differential evolution algorithm based eXtreme gradient boosting model
Having sufficient and qualified datasets is of paramount importance in terms of
understanding the internal dynamics of the nature-related phenomenon. Given the necessity …
understanding the internal dynamics of the nature-related phenomenon. Given the necessity …
Providing a comprehensive understanding of missing data imputation processes in evapotranspiration-related research: a systematic literature review
EE Başakın, Ö Ekmekcioğlu… - Hydrological Sciences …, 2023 - Taylor & Francis
This study aimed to review the existing research focalizing on the missing data imputation
techniques for the systems enabling actual evapotranspiration calculation (such as eddy …
techniques for the systems enabling actual evapotranspiration calculation (such as eddy …
Solar resource assessment in Seville, Spain. Statistical characterisation of solar radiation at different time resolutions
S Moreno-Tejera, MA Silva-Pérez, I Lillo-Bravo… - Solar Energy, 2016 - Elsevier
The characterisation of the solar resource of a site is essential for different phases of solar
energy projects. While only rough estimates of yearly levels of solar irradiation (global or …
energy projects. While only rough estimates of yearly levels of solar irradiation (global or …
Short-term nonlinear autoregressive photovoltaic power forecasting using statistical learning approaches and in-situ observations
Due to the low total cost of production, Photovoltaic energy constitutes an important part of
the renewable energy installed in the world. However, photovoltaic energy is volatile in …
the renewable energy installed in the world. However, photovoltaic energy is volatile in …
Quantitative analysis of high-frequency radiometric databases. Application to the case of Seville
E Pérez-Aparicio, S Moreno-Tejera… - Theoretical and Applied …, 2024 - Springer
The short-term variability of solar resource is one of the main challenges faced by the large-
scale implementation of photovoltaic (PV) systems today; this will increase as the installed …
scale implementation of photovoltaic (PV) systems today; this will increase as the installed …
Solar irradiation data processing using estimator MatriceS (SIMS) validated for Portugal (southern europe)
Accurate solar resource assessment is essential in all the different phases of solar energy
systems design and implementation. On a local scale, the solar resource is best assessed …
systems design and implementation. On a local scale, the solar resource is best assessed …
Short-term forecasting of global solar irradiance with incomplete data
LS Hoyos-Gómez, JF Ruiz-Muñoz… - arXiv preprint arXiv …, 2021 - arxiv.org
Accurate mechanisms for forecasting solar irradiance and insolation provide important
information for the planning of renewable energy and agriculture projects as well as for …
information for the planning of renewable energy and agriculture projects as well as for …