Hourly forecasting of solar irradiance based on CEEMDAN and multi-strategy CNN-LSTM neural networks
Accurate and reliable solar irradiance forecasting can bring significant benefits for managing
electricity generation and distributing modern smart grid. However, the characteristics of …
electricity generation and distributing modern smart grid. However, the characteristics of …
A novel method based on time series ensemble model for hourly photovoltaic power prediction
Photovoltaic (PV) power generation technology is more and more widely used in smart
grids. Accurate prediction of PV power is very important for managing and planning of the …
grids. Accurate prediction of PV power is very important for managing and planning of the …
Analysis of data errors in the solar photovoltaic monitoring system database: An overview of nationwide power plants in Korea
J Choi, IW Lee, SW Cha - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
Management services for solar photovoltaic power plants (PVs) have become an important
issue in today's era of increasing PV installations. The existence of error-free data is …
issue in today's era of increasing PV installations. The existence of error-free data is …
PM10 concentration forecasting in the metropolitan area of Oviedo (Northern Spain) using models based on SVM, MLP, VARMA and ARIMA: A case study
PJG Nieto, FS Lasheras, E García-Gonzalo… - Science of the Total …, 2018 - Elsevier
Atmospheric particulate matter (PM) is one of the pollutants that may have a significant
impact on human health. Data collected over seven years in a city of the north of Spain is …
impact on human health. Data collected over seven years in a city of the north of Spain is …
Data processing and quality verification for improved photovoltaic performance and reliability analytics
A Livera, M Theristis, E Koumpli… - Progress in …, 2021 - Wiley Online Library
Data integrity is crucial for the performance and reliability analysis of photovoltaic (PV)
systems, since actual in‐field measurements commonly exhibit invalid data caused by …
systems, since actual in‐field measurements commonly exhibit invalid data caused by …
Analysis and impact evaluation of missing data imputation in day-ahead PV generation forecasting
T Kim, W Ko, J Kim - Applied Sciences, 2019 - mdpi.com
Over the past decade, PV power plants have increasingly contributed to power generation.
However, PV power generation widely varies due to environmental factors; thus, the …
However, PV power generation widely varies due to environmental factors; thus, the …
Observed changes in extremes of daily rainfall and temperature in Jemma Sub-Basin, Upper Blue Nile Basin, Ethiopia
Climate variability has been a threat to the socio-economic development of Ethiopia. This
paper examined the changes in rainfall, minimum, and maximum temperature extremes of …
paper examined the changes in rainfall, minimum, and maximum temperature extremes of …
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 …
SolarGAN: Multivariate solar data imputation using generative adversarial network
Photovoltaic (PV) is receiving increasing attention due to its sustainability and low carbon
footprint. However, the penetration level of PV is still relatively low because of its …
footprint. However, the penetration level of PV is still relatively low because of its …
Sliding window approach with first-order differencing for very short-term solar irradiance forecasting using deep learning models
The intermittent behavior of solar is usually responsible for creating uncertainty while
generating power. By implementing suitable forecasting techniques for solar irradiance (SI) …
generating power. By implementing suitable forecasting techniques for solar irradiance (SI) …