An Optimized Power Load Forecasting Algorithm Based on VMD‐SMA‐LSTM

An Optimized Power Load Forecasting Algorithm Based on VMD‐SMA‐LSTM

ABSTRACT Accurate load forecasting can scientifically guide the optimal operation and scheduling of urban power grids. This study introduces an enhanced power load forecasting algorithm, integrating slime mould algorithm (SMA) and long short‐time memory (LSTM) to effectively address the hyperparamet...

Full description

Saved in:

Bibliographic Details
Main Authors:	Wei Liu, Fan Hua, Yongping Cui, Yangchao Xu, Han Liu
Format:	Article
Language:	English
Published:	Wiley 2025-06-01
Series:	Energy Science & Engineering
Subjects:	Bisecting Kmeans long short‐term memory power load forecast slime mould algorithm
Online Access:	https://doi.org/10.1002/ese3.70100
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Suggesting a Novel Hybrid Approach for Predicting Solar Irradiance in the Qinghai Province of China
by: Baran Yılmaz, et al.
Published: (2024-09-01)

Short-Term Power Load Prediction of VMD-LSTM Based on ISSA Optimization
by: Shuai Wu, et al.
Published: (2025-05-01)

A federated LSTM network for load forecasting using multi-source data with homomorphic encryption
by: Mengdi Wang, et al.
Published: (2025-03-01)

Seasonally Adaptive VMD-SSA-LSTM: A Hybrid Deep Learning Framework for High-Accuracy District Heating Load Forecasting
by: Yu Zhang, et al.
Published: (2025-07-01)

Load Forecasting Using BiLSTM with Quantile Granger Causality: Insights from Geographic–Climatic Coupling Mechanisms
by: Xianan Huang, et al.
Published: (2025-05-01)

Short-term Load Forecasting Based on CNN-LSTM with Quadratic Decomposition Combined
by: DENG Bowen, et al.
Published: (2023-08-01)

An Improved Short-Term Electricity Load Forecasting Method: The VMD–KPCA–xLSTM–Informer Model
by: Jiawen You, et al.
Published: (2025-04-01)

Enhancing Short-Term Load Forecasting Accuracy in High-Volatility Regions Using LSTM-SCN Hybrid Models
by: Bingbing Tang, et al.
Published: (2024-12-01)

Fractional Optimizers for LSTM Networks in Financial Time Series Forecasting
by: Mustapha Ez-zaiym, et al.
Published: (2025-06-01)

Hybrid Optimization based on Deep Learning Approach for Short-Term Load Forecast of Electricity Demand in Buildings
by: Charan Sekhar Makula, et al.
Published: (2024-06-01)

Optimizing Models and Data Denoising Algorithms for Power Load Forecasting
by: Yanxia Li, et al.
Published: (2024-11-01)

Research on Short-Term Load Forecasting of LSTM Regional Power Grid Based on Multi-Source Parameter Coupling
by: Bo Li, et al.
Published: (2025-01-01)

FBiLSTM-Attention short-term load forecasting based on fuzzy logic
by: Yan ZHANG, et al.
Published: (2025-02-01)

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

A big data framework for short-term power load forecasting using heterogenous data
by: Haibo ZHAO, et al.
Published: (2022-12-01)

Impact of agricultural industry transformation based on deep learning model evaluation and metaheuristic algorithms under dual carbon strategy
by: Xuan Zhao, et al.
Published: (2025-07-01)

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

Short-Term Load Forecasting Based on Complementary Ensemble Empirical Mode Decomposition and Long Short-Term Memory
by: Huiru ZHAO, et al.
Published: (2020-06-01)

Research on Short-term Load Forecasting Algorithm Based on VMD and TCN
by: WANG Qing, et al.
Published: (2024-04-01)

Forecasting Stock Returns Using Long Short-Term Memory (LSTM) Model Based on Inflation Data and Historical Stock Price Movements
by: Nur Faid Prasetyo, et al.
Published: (2025-05-01)

Short-Term Water Demand Forecasting Based on LSTM Using Multi-Input Data
by: Dingtong Wang, et al.
Published: (2024-09-01)

Forecasting very short-term power load with hybrid interpretable deep models
by: Zhihe Yang, et al.
Published: (2025-12-01)

Data-Driven Optimized Load Forecasting: An LSTM-Based RNN Approach for Smart Grids
by: Muhammad Asghar Majeed, et al.
Published: (2025-01-01)

Quarter-Hourly Power Load Forecasting Based on a Hybrid CNN-BiLSTM-Attention Model with CEEMDAN, K-Means, and VMD
by: Xiaoyu Liu, et al.
Published: (2025-05-01)

Short-term Power Load Forecasting Method of Data Center Considering PUE
by: WU Jin-song, et al.
Published: (2021-12-01)

Fusion ConvLSTM-Net: Using Spatiotemporal Features to Increase Residential Load Forecast Horizon
by: Abhishu Oza, et al.
Published: (2025-01-01)

TCN-LSTM-MHSA model optimized by improved slime mould algorithm for stress prediction of roadway anchor bolts (cables)
by: QI Junyan, et al.
Published: (2025-05-01)

Empowering data-driven load forecasting by leveraging long short-term memory recurrent neural networks
by: Waqar Waheed, et al.
Published: (2024-12-01)

A Methodology for Electricity Demand Forecasting Using a Hybrid Approach
by: Fanidhar Dewangan, et al.
Published: (2025-01-01)

Short-Term Electrical Load Forecasting Through Optimally Configured Long Short-Term Memory
by: Somasundaram Vasudevan, et al.
Published: (2024-12-01)

Power Grid Load Forecasting Using a CNN-LSTM Network Based on a Multi-Modal Attention Mechanism
by: Wangyong Guo, et al.
Published: (2025-02-01)

A novel economic load dispatch method of microgrid based on hybrid slime mould and genetic algorithm
by: Wei Ba, et al.
Published: (2025-07-01)

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)

Multi-stage Optimization Forecast of Short-term Power Load Based on VMD and PSO-SVR
by: Wenwu LI, et al.
Published: (2022-08-01)

Network level spatial temporal traffic forecasting with Hierarchical-Attention-LSTM
by: Tianya Zhang
Published: (2024-12-01)

Short-Term Power Prediction for Wind Farm and Solar Plant Clusters Based on Machine Learning Method
by: Yang CUI, et al.
Published: (2020-03-01)

Integrated Energy System Load Forecasting Based on Multi-energy Demand Response and Improved BiLSTM
by: ZHANG Xiaojia, WANG Can, ZHANG Jiaheng, WANG Zhen, LI Zhiwei, ZHANG Zhaoyang, GAN Youchun
Published: (2025-04-01)

Catalogue of fungi in China 4: Didymiaceae and Physaraceae (Myxomycetes)
by: Xuefei Li, et al.
Published: (2025-01-01)

Prediction of Water Quality in Agricultural Watersheds Based on VMD-GA-LSTM Model
by: Yuxuan Luo, et al.
Published: (2025-06-01)

Hybrid Crow Search Algorithm–LSTM System for Enhanced Stock Price Forecasting
by: Chang-Long Jiang, et al.
Published: (2024-12-01)