Short-Term Load Forecasting Based on Pelican Optimization Algorithm and Dropout Long Short-Term Memories–Fully Convolutional Neural Network Optimization

Short-Term Load Forecasting Based on Pelican Optimization Algorithm and Dropout Long Short-Term Memories–Fully Convolutional Neural Network Optimization

In order to improve the prediction accuracy of short-term power loads in a power system, this paper proposes a short-term load prediction method (POA-DLSTMs-FCN) based on a combination of multi-layer lost long short-term memory (DLSTM) neural networks, fully convolutional neural networks (FCNs) and...

Full description

Saved in:

Bibliographic Details
Main Authors:	Haonan Wang, Shan Huang, Yue Yin, Tingyun Gu
Format:	Article
Language:	English
Published:	MDPI AG 2024-12-01
Series:	Energies
Subjects:	short-term load forecasting pelican optimization algorithm LSTM FCN
Online Access:	https://www.mdpi.com/1996-1073/17/23/6115
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A macro-anatomic study of white pelican (pelecanus onocrotalus) hearts
by: Atila Yoldaş, et al.

Reservoir Flood Forecasting Based on Long-Short-Term Memory Neural Network
by: LUO Zhaolin, et al.
Published: (2022-01-01)

Contracaecum rudolphii Hartwich, 1964 (Nematoda: Anisakidae) in a white pelican (Pelecanus onocrotalus) in Türkiye
by: Mehmet Fatih Bozkurt, et al.
Published: (2024-12-01)

Convolutional long short-term memory neural network for groundwater change prediction
by: Sumriti Ranjan Patra, et al.
Published: (2024-11-01)

Photovoltaic Farm Production Forecasting: Modified Metaheuristic Optimized Long Short-Term Memory-Based Networks Approach
by: Aleksandar Stojkovic, et al.
Published: (2025-01-01)

Improving daily reference evapotranspiration forecasts: Designing AI-enabled recurrent neural networks based long short-term memory
by: Mumtaz Ali, et al.
Published: (2025-03-01)

Short-Term Power Load Forecasting Method Based on Improved Sparrow Search Algorithm, Variational Mode Decomposition, and Bidirectional Long Short-Term Memory Neural Network
by: Ming Wen, et al.
Published: (2024-10-01)

Photovoltaic Short-Term Output Power Forecast Model Based on Improved Complete Ensemble Empirical Mode Decomposition with Adaptive Noise–Kernel Principal Component Analysis–Long Short-Term Memory
by: Lan Cao, et al.
Published: (2024-12-01)

VAGRANCY RECORDS OF THE GREAT WHITE PELICAN PELECANUSONOCROTALUSLINNAEUS, 1758 (AVES, PELECANIFORMES, PELECANIDAE) IN SOUTHERN INDIA
by: Kamalanathan Sharma, et al.
Published: (2024-12-01)

Hybrid MPPT control using hybrid pelican optimization algorithm with perturb and observe for PV connected grid
by: Burhan U. Din Abdullah, et al.
Published: (2025-01-01)

Zenith Tropospheric Delay Forecasting in the European Region Using the Informer–Long Short-Term Memory Networks Hybrid Prediction Model
by: Zhengdao Yuan, et al.
Published: (2024-12-01)

Fine particulate matter concentrations forecasting using long short-term memory network and meteorological inputs
by: T. Istiana, et al.
Published: (2024-10-01)

Stock price prediction using the Sand Cat Swarm Optimization and an improved deep Long Short Term Memory network
by: Burak Gülmez
Published: (2024-12-01)

Improving long short-term memory (LSTM) networks for arbitrage spread forecasting: integrating cuckoo and zebra algorithms in chaotic mapping space for enhanced accuracy
by: Mingfu Zhu, et al.
Published: (2024-12-01)

Forecasting SYM‐H Index: A Comparison Between Long Short‐Term Memory and Convolutional Neural Networks
by: F. Siciliano, et al.
Published: (2021-02-01)

Learning Coupled Meteorological Characteristics Aids Short-Term Photovoltaic Interval Prediction Methods
by: Yue Guo, et al.
Published: (2025-01-01)

A Convolutional Neural Network–Long Short-Term Memory–Attention Solar Photovoltaic Power Prediction–Correction Model Based on the Division of Twenty-Four Solar Terms
by: Guodong Wu, et al.
Published: (2024-11-01)

Forecasting Alisadr Cave Tourism Demand using Combination of Short-term and Long-term Forecasts
by: Elaheh Malekzadeh Hamedani, et al.
Published: (2022-07-01)

Daily rainfall prediction using long short-term memory (LSTM) algorithm
by: B SUDARSAN PATRO, et al.
Published: (2024-12-01)

A hybrid deep learning framework for short-term load forecasting with improved data cleansing and preprocessing techniques
by: Muhammad Sajid Iqbal, et al.
Published: (2024-12-01)

Short-Term Load Forecasting for Electrical Power Distribution Systems Using Enhanced Deep Neural Networks
by: Shewit Tsegaye, et al.
Published: (2024-01-01)

ANALYSIS AND COMPARISON OF LONG SHORT-TERM MEMORY NETWORKS SHORT-TERM TRAFFIC PREDICTION PERFORMANCE
by: Erdem DOGAN
Published: (2020-08-01)

Long Short-Term Memory Approach to Predict Battery SOC
by: Rupali Firke, et al.
Published: (2024-12-01)

Review and Assessment of Wind Power Forecasting Studies for Very Short-Term and Short-Term Horizons
by: Mehmet Yeşilbudak, et al.
Published: (2025-06-01)

Enhancing heart disease classification based on greylag goose optimization algorithm and long short-term memory
by: Ahmed M. Elshewey, et al.
Published: (2025-01-01)

Prediction of Fading for Painted Cultural Relics Using the Optimized Gray Wolf Optimization-Long Short-Term Memory Model
by: Zhen Liu, et al.
Published: (2024-10-01)

Enhancing stock market predictions via hybrid external trend and internal components analysis and long short term memory model
by: Fatene Dioubi, et al.
Published: (2024-12-01)

Short-Term Forecasting of Global Energy and Metal Prices: VAR and VECM Approaches
by: Diana Balioz
Published: (2022-12-01)

Indonesian Government Revenue Prediction Using Long Short-Term Memory
by: Mahmud, et al.
Published: (2024-06-01)

Transformer–BiLSTM Fusion Neural Network for Short-Term PV Output Prediction Based on NRBO Algorithm and VMD
by: Xiaowei Fan, et al.
Published: (2024-12-01)

Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM
by: Yibo Lai, et al.
Published: (2025-01-01)

Two-Stage Combined Model for Short-Term Electricity Forecasting in Ports
by: Wentao Song, et al.
Published: (2024-11-01)

Predicting amyloid proteins using attention-based long short-term memory
by: Zhuowen Li
Published: (2025-02-01)

TDCN: A novel temporal depthwise convolutional network for short-term load forecasting
by: Mingping Liu, et al.
Published: (2025-04-01)

Implementation of Long Short-Term Memory for Chili Price Prediction in East Java Province
by: Fata Nabil Fikri, et al.
Published: (2025-01-01)

PREDICTING USD/ TL EXCHANGE RATE IN TURKEY: THE LONG-SHORT TERM MEMORY APPROACH
by: Abdul-razak Bawa Yussif, et al.
Published: (2023-08-01)

New Forecasting Metrics Evaluated in Prophet, Random Forest, and Long Short-Term Memory Models for Load Forecasting
by: Prajowal Manandhar, et al.
Published: (2024-12-01)

Application of a Short-Term Hydrological Forecast System
by: Gökçen Uysal, et al.
Published: (2021-07-01)

Classification of arteriovenous fistula sounds using a convolutional block attention module and long short-term memory neural network
by: Jun Zhang, et al.
Published: (2024-12-01)

Short-term urban traffic forecasting in smart cities: a dynamic diffusion spatial-temporal graph convolutional network
by: Xiang Yin, et al.
Published: (2025-01-01)