Intermittent solar power hybrid forecasting system based on pattern recognition and feature extraction

Comparison of machine learning methods for photovoltaic power forecasting based on numerical weather prediction

(2022) Dávid Markovics et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Deep Learning Neural Networks for Short-Term PV Power Forecasting via Sky Image Method

(2022) Wen-Chi Kuo et al.   Energies

Short-term PV power forecasting using variational mode decomposition integrated with Ant colony optimization and neural network

(2022) Solomon Netsanet et al.   Energy Reports

Benchmarking physics-informed machine learning-based short term PV-power forecasting tools

(2022) Daniel Vázquez Pombo et al.   Energy Reports

A novel integrated photovoltaic power forecasting model based on variational mode decomposition and CNN-BiGRU considering meteorological variables

(2022) Chu Zhang et al.   ELECTRIC POWER SYSTEMS RESEARCH

Intelligent multivariable air-quality forecasting system based on feature selection and modified evolving interval type-2 quantum fuzzy neural network

(2021) Jianzhou Wang et al.   ENVIRONMENTAL POLLUTION

Deep Learning Based Forecasting of Photovoltaic Power Generation by Incorporating Domain Knowledge

(2021) Xing Luo et al.   ENERGY

Wind and Solar Intermittency and the Associated Integration Challenges: A Comprehensive Review Including the Status in the Belgian Power System

(2021) Siavash Asiaban et al.   Energies

Bonobo optimizer (BO): an intelligent heuristic with self-adjusting parameters over continuous spaces and its applications to engineering problems

(2021) Amit Kumar Das et al.   APPLIED INTELLIGENCE

Solar Irradiance Forecast Based on Cloud Movement Prediction

(2021) Aleksander Radovan et al.   Energies

Ensemble forecasting system for short-term wind speed forecasting based on optimal sub-model selection and multi-objective version of mayfly optimization algorithm

(2021) Zhenkun Liu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Frequency-Domain Decomposition and Deep Learning Based Solar PV Power Ultra-Short-Term Forecasting Model

(2021) Jichuan Yan et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Review on Photovoltaic Power and Solar Resource Forecasting: Current Status and Trends

(2021) Tatiane Carolyne Carneiro et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Short-Term Master-Slave Forecast Method for Distributed Photovoltaic Plants Based on the Spatial Correlation

(2021) Jia Ning et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

A benchmark for multivariate probabilistic solar irradiance forecasts

(2021) Dennis van der Meer   SOLAR ENERGY

A State-of-Art-Review on Machine-Learning Based Methods for PV

(2021) Giuseppe Marco Tina et al.   Applied Sciences-Basel

Ensemble wind speed forecasting with multi-objective Archimedes optimization algorithm and sub-model selection

(2021) Lifang Zhang et al.   APPLIED ENERGY

Wind speed interval prediction model based on variational mode decomposition and multi-objective optimization

(2021) Jianzhou Wang et al.   APPLIED SOFT COMPUTING

Operational day-ahead solar power forecasting for aggregated PV systems with a varying spatial distribution

(2021) Lennard Visser et al.   RENEWABLE ENERGY

Short-term self consumption PV plant power production forecasts based on hybrid CNN-LSTM, ConvLSTM models

(2021) Ali Agga et al.   RENEWABLE ENERGY

A novel method for frequency feature extraction of ship radiated noise based on variational mode decomposition, double coupled Duffing chaotic oscillator and multivariate multiscale dispersion entropy

(2021) Guohui Li et al.   Alexandria Engineering Journal

A mayfly optimization algorithm

(2020) Konstantinos Zervoudakis et al.   COMPUTERS & INDUSTRIAL ENGINEERING

New approach to evaluating predictive models of photovoltaic systems

(2020) P. Dobreva et al.   SOLAR ENERGY

Multi-objective Bonobo Optimizer (MOBO): an intelligent heuristic for multi-criteria optimization

(2020) Amit Kumar Das et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Benefits of short-term photovoltaic power production forecasting to the power system

(2020) A. Jakoplić et al.   OPTIMIZATION AND ENGINEERING

A combined model based on data preprocessing strategy and multi-objective optimization algorithm for short-term wind speed forecasting

(2019) Xinsong Niu et al.   APPLIED ENERGY

Short-term PV power forecasting using hybrid GASVM technique

(2019) William VanDeventer et al.   RENEWABLE ENERGY

A hybrid deep learning model for short-term PV power forecasting

(2019) Pengtao Li et al.   APPLIED ENERGY

Short-Term Forecasting of the Output Power of a Building-Integrated Photovoltaic System Using a Metaheuristic Approach

(2018) Mehdi Seyedmahmoudian et al.   Energies

Forecasting of photovoltaic power generation and model optimization: A review

(2018) Utpal Kumar Das et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Unsupervised Clustering-Based Short-Term Solar Forecasting

(2018) Cong Feng et al.   IEEE Transactions on Sustainable Energy

Multi-objective ant lion optimizer: a multi-objective optimization algorithm for solving engineering problems

(2016) Seyedali Mirjalili et al.   APPLIED INTELLIGENCE

Multi-objective grey wolf optimizer: A novel algorithm for multi-criterion optimization

(2016) Seyedali Mirjalili et al.   EXPERT SYSTEMS WITH APPLICATIONS

Mean Absolute Percentage Error for regression models

(2016) Arnaud de Myttenaere et al.   NEUROCOMPUTING

Comparison of a New Data Processing Approach and Several Processing Approaches

(2015) Qing-E Wu et al.   Journal of Computational and Theoretical Nanoscience

A suite of metrics for assessing the performance of solar power forecasting

(2015) Jie Zhang et al.   SOLAR ENERGY

Variational Mode Decomposition

(2014) Konstantin Dragomiretskiy et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

An ARMAX model for forecasting the power output of a grid connected photovoltaic system

(2013) Yanting Li et al.   RENEWABLE ENERGY

Ozone concentration forecast method based on genetic algorithm optimized back propagation neural networks and support vector machine data classification

(2011) Yu Feng et al.   ATMOSPHERIC ENVIRONMENT