Short-Term Power Load Forecasting Method Based on Improved Sparrow Search Algorithm, Variational Mode Decomposition, and Bidirectional Long Short-Term Memory Neural Network

A short-term power load forecasting method is proposed based on an improved Sparrow Search Algorithm (ISSA), Variational Mode Decomposition (VMD), and Bidirectional Long Short Term Memory (BiLSTM) neural network. First, the SSA is optimized by combining Tent chaotic mapping, reverse learning, and dy...

Full description

Bibliographic Details
Published in:	Energies
Main Authors:	Ming Wen, Bo Liu, Hao Zhong, Zongchao Yu, Changqing Chen, Xian Yang, Xueying Dai, Lisi Chen
Format:	Article
Language:	English
Published:	MDPI AG 2024-10-01
Subjects:	load forecasting sparrow optimization algorithm improved variational mode decomposition BiLSTM
Online Access:	https://www.mdpi.com/1996-1073/17/21/5280

Similar Items

Prediction of Ultra-Short-Term Photovoltaic Power Using BiLSTM–Informer Based on Secondary Decomposition
by: Ruoqi Zhang, et al.
Published: (2025-03-01)

Short-Term Probabilistic Prediction of Photovoltaic Power Based on Bidirectional Long Short-Term Memory with Temporal Convolutional Network
by: Weibo Yuan, et al.
Published: (2025-10-01)

Point and interval forecasting of ultra-short-term carbon price in China
by: Lili Wu, et al.
Published: (2023-12-01)

Research on Thickness Error Optimization Method of Rolling System Based on Improved Sparrow Search Algorithm–Bidirectional Long Short-Term Memory Network–Attention
by: Qingyun Wu, et al.
Published: (2024-10-01)

Evaluation model design of project construction safety level based on bidirectional recurrent neural network (BiRNN) and bidirectional long short-term memory (BiLSTM)
by: Ming Ge, et al.
Published: (2024-10-01)

Short-term output prediction of wind-photovoltaic power based on time-frequency decomposition
by: Yangfan Zhang, et al.
Published: (2025-01-01)

Music audio emotion regression using the fusion of convolutional neural networks and bidirectional long short-term memory models
by: Yi Qiu, et al.
Published: (2025-07-01)

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

A Method for the Spatial Interpolation of EEG Signals Based on the Bidirectional Long Short-Term Memory Network
by: Wenlong Hu, et al.
Published: (2024-08-01)

THE COMPARISON OF LONG SHORT-TERM MEMORY AND BIDIRECTIONAL LONG SHORT-TERM MEMORY FOR FORECASTING COAL PRICE
by: Indra Rivaldi Siregar, et al.
Published: (2025-01-01)

Advanced Multivariate Models Incorporating Non-Climatic Exogenous Variables for Very Short-Term Photovoltaic Power Forecasting
by: Isidro Fraga-Hurtado, et al.
Published: (2025-06-01)

Speaker Age and Gender Estimation Based on Deep Learning Bidirectional Long-Short Term Memory (BiLSTM)
by: Aalaa Ahmed Mohammed, et al.
Published: (2021-07-01)

Effectiveness and optimization of bidirectional long short-term memory (BiLSTM) based fast detection of deep fake face videos for real-time applications
by: Haoxiang Wang
Published: (2025-05-01)

A bi-level mode decomposition framework for multi-step wind power forecasting using deep neural network
by: Jingxuan Wu, et al.
Published: (2024-07-01)

Enhancing Word Sense Disambiguation for Amharic homophone words using Bidirectional Long Short-Term Memory network
by: Mequanent Degu Belete, et al.
Published: (2024-09-01)

A Graph Fourier Transform Based Bidirectional Long Short-Term Memory Neural Network for Electrophysiological Source Imaging
by: Meng Jiao, et al.
Published: (2022-04-01)

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)

A Stock Prediction Method Based on Heterogeneous Bidirectional LSTM
by: Shuai Sang, et al.
Published: (2024-10-01)

An innovative approach to detecting the freshness of fruits and vegetables through the integration of convolutional neural networks and bidirectional long short-term memory network
by: Yue Yuan, et al.
Published: (2024-01-01)

Network Security Situational Awareness Based on Improved Particle Swarm Algorithm and Bidirectional Long Short-Term Memory Modeling
by: Peng Zheng, et al.
Published: (2025-02-01)

Land Subsidence Prediction Model Based on the Long Short-Term Memory Neural Network Optimized Using the Sparrow Search Algorithm
by: Peicheng Qiu, et al.
Published: (2023-10-01)

Enhanced Short-Term PV Power Forecasting via a Hybrid Modified CEEMDAN-Jellyfish Search Optimized BiLSTM Model
by: Yanhui Liu, et al.
Published: (2025-07-01)

A Temporal Convolutional Network–Bidirectional Long Short-Term Memory (TCN-BiLSTM) Prediction Model for Temporal Faults in Industrial Equipment
by: Jinyin Bai, et al.
Published: (2025-02-01)

Long Short-Term Memory Parameter Optimization Based on Improved Sparrow Search Algorithm for Molten Iron Quality Prediction
by: Ziwen Zhang, et al.
Published: (2024-04-01)

Short-Term Prediction of Bus Station Fleet Number Using a Combination of BiLSTM Models
by: Joko Siswanto, et al.
Published: (2025-04-01)

Optimization of Variational Mode Decomposition-Convolutional Neural Network-Bidirectional Long Short Term Memory Rolling Bearing Fault Diagnosis Model Based on Improved Dung Beetle Optimizer Algorithm
by: Weiqing Sun, et al.
Published: (2024-07-01)

Short-term power load forecasting using informer encoder and bi-directional LSTM
by: Tan Shiyu, et al.
Published: (2024-01-01)

Short-term air quality prediction based on EMD-transformer-BiLSTM
by: Jie Dong, et al.
Published: (2024-09-01)

Short-Term Trajectory Prediction Based on Hyperparametric Optimisation and a Dual Attention Mechanism
by: Weijie Ding, et al.
Published: (2022-08-01)

Short-term prediction of wind power based on phase space reconstruction and BiLSTM
by: Huamei Ying, et al.
Published: (2023-09-01)

Forecasting Ionospheric foF2 Using Bidirectional LSTM and Attention Mechanism
by: Jun Tang, et al.
Published: (2023-11-01)

Short-Term Electricity Load Forecasting Based on Complete Ensemble Empirical Mode Decomposition with Adaptive Noise and Improved Sparrow Search Algorithm–Convolutional Neural Network–Bidirectional Long Short-Term Memory Model
by: Han Qiu, et al.
Published: (2025-02-01)

Prediction of China’s Polysilicon Prices: A Combination Model Based on Variational Mode Decomposition, Sparrow Search Algorithm and Long Short-Term Memory
by: Jining Wang, et al.
Published: (2024-11-01)

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)

A Hybrid Model of Ensemble Empirical Mode Decomposition and Sparrow Search Algorithm-Based Long Short-Term Memory Neural Networks for Monthly Runoff Forecasting
by: Bao-Jian Li, et al.
Published: (2022-07-01)

Long-Term Hourly Ozone Forecasting via Time–Frequency Analysis of ICEEMDAN-Decomposed Components: A 36-Hour Forecast for a Site in Beijing
by: Taotao Lv, et al.
Published: (2025-07-01)

Comparison of the Forecast Accuracy of Total Electron Content for Bidirectional and Temporal Convolutional Neural Networks in European Region
by: Artem Kharakhashyan, et al.
Published: (2023-06-01)

Prediction of Residual Electrical Life in Railway Relays Based on Convolutional Neural Network Bidirectional Long Short-Term Memory
by: Shuxin Liu, et al.
Published: (2023-09-01)

Accurate Capacity Prediction and Evaluation with Advanced SSA-CNN-BiLSTM Framework for Lithium-Ion Batteries
by: Chunsong Lin, et al.
Published: (2024-02-01)

Short-Term Stock Correlation Forecasting Based on CNN-BiLSTM Enhanced by Attention Mechanism
by: An Luo, et al.
Published: (2024-01-01)