Wind, Solar, and Photovoltaic Renewable Energy Systems with and without Energy Storage Optimization: A Survey of Advanced Machine Learning and Deep Learning Techniques

An Advanced Machine Learning Based Energy Management of Renewable Microgrids Considering Hybrid Electric Vehicles’ Charging Demand

(2021) Tianze Lan et al.   Energies

Short-Term Prediction of Global Solar Radiation Energy Using Weather Data and Machine Learning Ensembles: A Comparative Study

(2021) Rami Al-Hajj et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Predicting the energy output of hybrid PV–wind renewable energy system using feature selection technique for smart grids

(2021) Zakria Qadir et al.   Energy Reports

Complementarity and ‘Resource Droughts’ of Solar and Wind Energy in Poland: An ERA5-Based Analysis

(2021) Jakub Jurasz et al.   Energies

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

(2021) Xing Luo et al.   ENERGY

The Arithmetic Optimization Algorithm

(2021) Laith Abualigah et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Techno-Economic Analysis of On-Site Energy Storage Units to Mitigate Wind Energy Curtailment: A Case Study in Scotland

(2021) Seda Canbulat et al.   Energies

A robust deep learning framework for short-term wind power forecast of a full-scale wind farm using atmospheric variables

(2021) Rajitha Meka et al.   ENERGY

Deep learning approach for one-hour ahead forecasting of energy production in a solar-PV plant

(2021) Arif Ozbek et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

Development and Application of Slime Mould Algorithm for Optimal Economic Emission Dispatch

(2021) Mohamed H. Hassan et al.   EXPERT SYSTEMS WITH APPLICATIONS

A holistic review on energy forecasting using big data and deep learning models

(2021) Jayanthi Devaraj et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Marine predators algorithm for optimal allocation of active and reactive power resources in distribution networks

(2021) Ahmad Eid et al.   NEURAL COMPUTING & APPLICATIONS

Prediction of Solar Irradiance and Photovoltaic Solar Energy Product Based on Cloud Coverage Estimation Using Machine Learning Methods

(2021) Seongha Park et al.   Atmosphere

Aquila Optimizer: A novel meta-heuristic optimization algorithm

(2021) Laith Abualigah et al.   COMPUTERS & INDUSTRIAL ENGINEERING

Case Study of a Hybrid Wind and Tidal Turbines System with a Microgrid for Power Supply to a Remote Off-Grid Community in New Zealand

(2021) Navid Majdi Nasab et al.   Energies

Viability Assessment of Small-Scale On-Grid Wind Energy Generator for Households in Malaysia

(2021) Gamal Alkawsi et al.   Energies

A Machine Learning-Based Gradient Boosting Regression Approach for Wind Power Production Forecasting: A Step towards Smart Grid Environments

(2021) Upma Singh et al.   Energies

Prediction of solar energy guided by pearson correlation using machine learning

(2021) Imane Jebli et al.   ENERGY

Methodological framework for short-and medium-term energy, solar and wind power forecasting with stochastic-based machine learning approach to monetary and energy policy applications

(2021) Tanveer Ahmad et al.   ENERGY

A multi-objective predictive energy management strategy for residential grid-connected PV-battery hybrid systems based on machine learning technique

(2021) Kumar Shivam et al.   ENERGY CONVERSION AND MANAGEMENT

Augmented grasshopper optimization algorithm by differential evolution: a power scheduling application in smart homes

(2021) Ahmad Ziadeh et al.   MULTIMEDIA TOOLS AND APPLICATIONS

A survey on deep learning methods for power load and renewable energy forecasting in smart microgrids

(2021) Sheraz Aslam et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Deep Learning Enhanced Solar Energy Forecasting with AI-Driven IoT

(2021) Hangxia Zhou et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

An Improved Hybrid Aquila Optimizer and Harris Hawks Algorithm for Solving Industrial Engineering Optimization Problems

(2021) Shuang Wang et al.   Processes

A novel 3D-geographic information system and deep learning integrated approach for high-accuracy building rooftop solar energy potential characterization of high-density cities

(2021) Haoshan Ren et al.   APPLIED ENERGY

Machine learning on sustainable energy: A review and outlook on renewable energy systems, catalysis, smart grid and energy storage

(2021) Daniel Rangel-Martinez et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

A novel machine learning-based electricity price forecasting model based on optimal model selection strategy

(2021) Wendong Yang et al.   ENERGY

Machine learning-enabled prediction of wind turbine energy yield losses due to general blade leading edge erosion

(2021) Lorenzo Cappugi et al.   ENERGY CONVERSION AND MANAGEMENT

An Improved Moth-Flame Optimization Algorithm with Adaptation Mechanism to Solve Numerical and Mechanical Engineering Problems

(2021) Mohammad H. Nadimi-Shahraki et al.   Entropy

Applications, Deployments, and Integration of Internet of Drones (IoD): A Review

(2021) Laith Abualigah et al.   IEEE SENSORS JOURNAL

Optimal dispatching of renewable energy‐based urban microgrids using a deep learning approach for electrical load and wind power forecasting

(2021) Navid Shirzadi et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Estimating the density of hybrid nanofluids for thermal energy application: Application of non-parametric and evolutionary polynomial regression data-intelligent techniques

(2021) Mehdi Jamei et al.   MEASUREMENT

A novel deep reinforcement learning enabled sparsity promoting adaptive control method to improve the stability of power systems with wind energy penetration

(2021) Guozhou Zhang et al.   RENEWABLE ENERGY

IoT Workflow Scheduling Using Intelligent Arithmetic Optimization Algorithm in Fog Computing

(2021) Mohamed Abd Elaziz et al.   Computational Intelligence and Neuroscience

Review and analysis for the Red Deer Algorithm

(2021) Raed Abu Zitar et al.   Journal of Ambient Intelligence and Humanized Computing

Improved slime mould algorithm by opposition-based learning and Levy flight distribution for global optimization and advances in real-world engineering problems

(2021) Laith Abualigah et al.   Journal of Ambient Intelligence and Humanized Computing

Deep Ensemble of Slime Mold Algorithm and Arithmetic Optimization Algorithm for Global Optimization

(2021) Rong Zheng et al.   Processes

Reptile Search Algorithm (RSA): A nature-inspired meta-heuristic optimizer

(2021) Laith Abualigah et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep Learning Based Hurricane Resilient Coplanning of Transmission Lines, Battery Energy Storages, and Wind Farms

(2021) Mojtaba Moradi-Sepahvand et al.   IEEE Transactions on Industrial Informatics

Model-based deep reinforcement learning for wind energy bidding

(2021) Manassakan Sanayha et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

A Novel Energy Management Strategy for a Ship’s Hybrid Solar Energy Generation System Using a Particle Swarm Optimization Algorithm

(2020) Rui Yang et al.   Energies

Power Prediction of Airborne Wind Energy Systems Using Multivariate Machine Learning

(2020) Mostafa A. Rushdi et al.   Energies

An Innovative synthesis of deep learning techniques (DCapsNet & DCOM) for generation electrical renewable energy from wind energy

(2020) Samaher Al-Janabi et al.   SOFT COMPUTING

A deep reinforcement learning method for managing wind farm uncertainties through energy storage system control and external reserve purchasing

(2020) J.J. Yang et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Deep-Learning Architecture in QSPR Modeling for the Prediction of Energy Conversion Efficiency of Solar Cells

(2020) Jinkui Wu et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Recent trends on nanofluid heat transfer machine learning research applied to renewable energy

(2020) Ting Ma et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Data-driven optimal energy management for a wind-solar-diesel-battery-reverse osmosis hybrid energy system using a deep reinforcement learning approach

(2020) Guozhou Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

Ocean data classification using unsupervised machine learning: Planning for hybrid wave-wind offshore energy devices

(2020) Masoud Masoumi   OCEAN ENGINEERING

Future projections of offshore wind energy resources in China using CMIP6 simulations and a deep learning-based downscaling method

(2020) Shuangyi Zhang et al.   ENERGY

Effective wind power prediction using novel deep learning network: Stacked independently recurrent autoencoder

(2020) Lin Wang et al.   RENEWABLE ENERGY

A machine learning approach on the relationship among solar and wind energy production, coal consumption, GDP, and CO2 emissions

(2020) Cosimo Magazzino et al.   RENEWABLE ENERGY

Optimized deep learning neural network model for doubly fed induction generator in wind energy conversion systems

(2019) N. Rajasingam et al.   SOFT COMPUTING

Estimation of Wind Turbine Energy Production Value by Using Machine Learning Algorithms and Development of Implementation Program

(2019) Bekir Aksoy et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

Deterministic wind energy forecasting: A review of intelligent predictors and auxiliary methods

(2019) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

A review of deep learning for renewable energy forecasting

(2019) Huaizhi Wang et al.   ENERGY CONVERSION AND MANAGEMENT

Machine Learning and Deep Learning Methods for Intrusion Detection Systems: A Survey

(2019) Hongyu Liu et al.   Applied Sciences-Basel

Rapid evaluation of micro-scale photovoltaic solar energy systems using empirical methods combined with deep learning neural networks to support systems’ manufacturers

(2019) Eisa Almeshaiei et al.   JOURNAL OF CLEANER PRODUCTION

Analysis on solar PV emulators: A review

(2018) J. Prasanth Ram et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Short-term integration costs of variable renewable energy: Wind curtailment and balancing in Britain and Germany

(2018) Michael Joos et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Economic Analysis for Residential Solar PV Systems Based on Different Demand Charge Tariffs

(2018) Milad Zeraatpisheh et al.   Energies

Analysis of a domestic trigeneration scheme with hybrid renewable energy sources and desalting techniques

(2018) Javier Uche et al.   JOURNAL OF CLEANER PRODUCTION

A novel estimation approach for the solar radiation potential with its complex spatial pattern via machine-learning techniques

(2018) Choongwan Koo et al.   RENEWABLE ENERGY

Forecasting of solar energy with application for a growing economy like India: Survey and implication

(2017) Sthitapragyan Mohanty et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Rain-fall optimization algorithm: A population based algorithm for solving constrained optimization problems

(2017) S. Hr. Aghay Kaboli et al.   Journal of Computational Science

Optimal planning of hybrid renewable energy systems using HOMER: A review

(2016) S. Bahramara et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Parameter extraction of two diode solar PV model using Fireworks algorithm

(2016) T. Sudhakar Babu et al.   SOLAR ENERGY

Employment factors for wind and solar energy technologies: A literature review

(2015) Lachlan Cameron et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Optimization of hybrid renewable energy power systems: A review

(2015) Binayak Bhandari et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

Potential for renewable energy jobs in the Middle East

(2013) Bob van der Zwaan et al.   ENERGY POLICY

An optimized watermarking technique based on self-adaptive DE in DWT–SVD transform domain

(2013) Musrrat Ali et al.   SIGNAL PROCESSING

Bacterial Foraging Algorithm based solar PV parameter estimation

(2013) N. Rajasekar et al.   SOLAR ENERGY

Aerodynamic design and economical evaluation of site specific small vertical axis wind turbines

(2012) Davood Saeidi et al.   APPLIED ENERGY

Assessment of Wind and Solar Energy Resources in Bangladesh

(2012) Sanjoy Kumar Nandi et al.   ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING

Supervisory Predictive Control of Standalone Wind/Solar Energy Generation Systems

(2010) Wei Qi et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

A particle swarm optimization for wind energy control problem

(2010) C. Kongnam et al.   RENEWABLE ENERGY

Technical challenges associated with the integration of wind power into power systems

(2006) Pavlos S. Georgilakis   RENEWABLE & SUSTAINABLE ENERGY REVIEWS