专题:Energy Load and Power Forecasting

This cluster of papers focuses on the methods and techniques for forecasting electricity prices and load demand, with an emphasis on short-term forecasting using neural networks, ARIMA models, and probabilistic approaches. The cluster also covers topics related to wind power generation, deep learning applications, and renewable energy forecasting.
最新文献
Recurrent Neural Networks: A Comprehensive Review of Architectures, Variants, and Applications

review Full Text OpenAlex

Transforming smart homes via P2P energy trading using robust forecasting and scheduling framework

article Full Text OpenAlex

Optimal Operation of Cogeneration Power Plant Integrated with Solar Photovoltaics Using DLS‐WMA and ANN

article Full Text OpenAlex

Enhancing irrigation water management based on ETo prediction using machine learning to mitigate climate change

article Full Text OpenAlex

A Novel Improved Variational Mode Decomposition-Temporal Convolutional Network-Gated Recurrent Unit with Multi-Head Attention Mechanism for Enhanced Photovoltaic Power Forecasting

article Full Text OpenAlex

An Improved CNN-BILSTM Model for Power Load Prediction in Uncertain Power Systems

article Full Text OpenAlex

From Time-Series to Hybrid Models: Advancements in Short-Term Load Forecasting Embracing Smart Grid Paradigm

article Full Text OpenAlex

A novel seasonal grey prediction model with time-lag and interactive effects for forecasting the photovoltaic power generation

article Full Text OpenAlex

Evaluation of electrical load demand forecasting using various machine learning algorithms

article Full Text OpenAlex

A whale optimization algorithm-based multivariate exponential smoothing grey-holt model for electricity price forecasting

article Full Text OpenAlex

近5年高被引文献
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

article Full Text OpenAlex 4749 FWCI486.78081379

Generación de series de tiempo financieras sintéticas para "data augmentation" usando redes neuronales generativas adversarias (GAN)

article Full Text OpenAlex 1137 FWCI0

Artificial intelligence in sustainable energy industry: Status Quo, challenges and opportunities

article Full Text OpenAlex 1008 FWCI61.8849605

A review of wind speed and wind power forecasting with deep neural networks

review Full Text OpenAlex 760 FWCI49.14124271

Forecasting: theory and practice

article Full Text OpenAlex 719 FWCI143.14982812

Tackling Climate Change with Machine Learning

review Full Text OpenAlex 683 FWCI66.44023324

Artificial Neural Networks Based Optimization Techniques: A Review

review Full Text OpenAlex 617 FWCI32.91363085

A Comprehensive Comparative Study of Artificial Neural Network (ANN) and Support Vector Machines (SVM) on Stock Forecasting

article Full Text OpenAlex 585 FWCI65.38752547

Data-driven probabilistic machine learning in sustainable smart energy/smart energy systems: Key developments, challenges, and future research opportunities in the context of smart grid paradigm

article Full Text OpenAlex 574 FWCI61.78921745

A review of machine learning in building load prediction

review Full Text OpenAlex 552 FWCI54.70295419