A Comprehensive Review of Swarm-Based Meta-Heuristic Algorithms for Optimizing LSTM Networks in Time Series Forecasting

QR Code

A Comprehensive Review of Swarm-Based Meta-Heuristic Algorithms for Optimizing LSTM Networks in Time Series Forecasting

Time series forecasting, a critical task in various domains, has seen significant advancements with the emergence of deep learning models like Long Short-Term Memory (LSTM) networks. These models excel at capturing temporal dependencies within data, but their performance is highly sensitive to hyper...

书目详细资料
发表在:	2024 IEEE 22nd Student Conference on Research and Development, SCOReD 2024
主要作者:	2-s2.0-85219566544
格式:	Conference paper
语言:	English
出版:	Institute of Electrical and Electronics Engineers Inc. 2024
在线阅读:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85219566544&doi=10.1109%2fSCOReD64708.2024.10872714&partnerID=40&md5=db119bc7faddf60dcc79a8f7307e1a73

相似书籍

Designing a Sustainable Model for Providing Health Services Based on the Internet of Things and Meta-Heuristic Algorithms
由: Eshlaghy A.T.; Daneshvar A.; Peivandizadeh A.; Senathirajah A.R.S.; Ibrahim I.
出版: (2025)

Enhancing Solar Energy Forecasting Accuracy Using LSTM Networks for Global Horizontal Irradiance
由: Mazmee A.N.A.; Zaini N.; Latip M.F.A.
出版: (2024)

Improved Whale Optimization Algorithm with LSTM for Stock Index Prediction
由: Sun Y.; Mutalib S.; Tian L.
出版: (2025)

Improved Whale Optimization Algorithm with LSTM for Stock Index Prediction
由: Sun, et al.
出版: (2025)

Repeated time-series cross-validation: A new method to improved COVID-19 forecast accuracy in Malaysia
由: Abdul Aziz A.; Yusoff M.; Yaacob W.F.W.; Mustaffa Z.
出版: (2024)

Artificial Neural Network-Salp-Swarm Algorithm for Stock Price Prediction
由: Mustaffa Z.; Sulaiman M.H.; Aziz A.A.
出版: (2024)

Topology Approach for Crude Oil Price Forecasting of Particle Swarm Optimization and Long Short-Term Memory
由: Yusoff M.; Ehsan D.; Sharif M.Y.; Sallehud-din M.T.M.
出版: (2024)

Load Profile Forecasting using a Time Series Model for Solar Rooftop and Integrated Carpark of a Public University in Malaysia
由: 2-s2.0-85182813810
出版: (2023)

Enhanced Load Forecasting Using CNN-BiLSTM Models in University Buildings with Solar PV
由: Ahmad M.Z.; Dahlan N.Y.; Yasin Z.M.
出版: (2024)

Sales Analytics Dashboard with ARIMA and SARIMA Time Series Model
由: 2-s2.0-85165148256
出版: (2023)

Vibration control of semi-active suspension system using PID controller with advanced firefly algorithm and particle swarm optimization
由: 2-s2.0-85086743310
出版: (2021)

Killer whale-backpropagation (KW-BP) algorithm for accuracy improvement of neural network forecasting models on energy-efficient data
由: 2-s2.0-85073501111
出版: (2019)

Comparative analysis of deep neural network architectures for renewable energy forecasting: enhancing accuracy with meteorological and time-based features
由: Khan, et al.
出版: (2024)

Comparative analysis of deep neural network architectures for renewable energy forecasting: enhancing accuracy with meteorological and time-based features
由: Khan S.; Mazhar T.; Khan M.A.; Shahzad T.; Ahmad W.; Bibi A.; Saeed M.M.; Hamam H.
出版: (2024)

Opposition based Particle Swarm Optimization with student T mutation (OSTPSO)
由: 2-s2.0-84869433380
出版: (2012)

Comparison of the efficacy of particle swarm optimization and stochastic gradient descent algorithms on multi-layer perceptron model to estimate longitudinal dispersion coefficients in natural streams
由: 2-s2.0-85142253156
出版: (2022)

Dynamic economic dispatch assessment using particle swarm optimization technique
由: Othman M.M.; Salim M.A.I.; Musirin I.; Salim N.A.; Othman M.L.
出版: (2018)

Comparative Analysis of Hybrid 1D-CNN-LSTM and VGG16-1D-LSTM for Lung Lesion Classification
由: Jafery, et al.
出版: (2025)

A Novel Hybrid Model Based on CEEMDAN and Bayesian Optimized LSTM for Financial Trend Prediction
由: Sun, et al.
出版: (2025)

Particle Swarm Optimization for NARX-ANN Baseline Energy Modelling in Educational Buildings
由: Mustapa R.F.; Dahlan N.Y.; Yassin I.M.; Hamizah Mohd Nordin A.; Mahadan M.E.; Mohamad S.
出版: (2019)

Heuristic Motion Planning for Autonomous Outdoor Vehicle: A Lane Detection and Tracking Approach
由: 2-s2.0-85219585332
出版: (2024)

Forecasting the Cumulative COVID-19 Cases in Indonesia Using Flower Pollination Algorithm
由: Afiahayati; Wah Y.B.; Hartati S.; Sari Y.; Trisna I.N.P.; Putri D.U.K.; Musdholifah A.; Wardoyo R.
出版: (2022)

A comprehensive review of maximum power point tracking algorithms for photovoltaic systems
由: 2-s2.0-84902194752
出版: (2014)

The Dynamic Relationship between Energy Consumption and Level of Unemployment Rates in Malaysia: A Time Series Analysis Based on ARDL Estimation
由: 2-s2.0-85152447205
出版: (2023)

Diagnostic accuracy of multiplex real-time PCR for detecting viruses associated with encephalitis: A systematic review and meta-analysis protocol
由: Hussin, et al.
出版: (2025)

CHALLENGES IN SELECTING THE APPROPRIATE TYPE OF INDUSTRIALISED BUILDING SYSTEMS (IBS) IN HOUSING PROJECTS: THE ROLE OF INTUITION AND HEURISTICS APPROACH
由: 2-s2.0-85202059789
出版: (2024)

Forecasting Foreign Direct Investment Inflow to Egypt and Determinates: Using Machine Learning Algorithms and ARIMA Model
由: 2-s2.0-85122189807
出版: (2021)

The COVID-19 pandemic and disruptions to maternal and child health services in public primary care Malaysia: a retrospective time-series analysis
由: 2-s2.0-85177823004
出版: (2023)

Detecting inhomogeneity of rainfall series in Peninsular Malaysia
由: 2-s2.0-57349141962
出版: (2008)

Systematic literature review of swarm robotics strategies applied to target search problem with environment constraints
由: 2-s2.0-85102921294
出版: (2021)

Real-Time Data Forecasting On Missing Energy Data Using Seasonal Autoregressive Integrated Moving Average (SARIMA) Model
由: Fariz K.N.M.K.; Latip M.F.A.; Zaini N.
出版: (2024)

Breast Cancer Classification through Meta-Learning Ensemble Technique Using Convolution Neural Networks
由: 2-s2.0-85164711241
出版: (2023)

Long-term electricity demand forecasting for malaysia using artificial neural networks in the presence of input and model uncertainties
由: Tai V.C.; Tan Y.C.; Rahman N.F.A.; Che H.X.; Chia C.M.; Saw L.H.; Ali M.F.
出版: (2021)

A genetic algorithm-based multi-objective optimization of an artificial neural network classifier for breast cancer diagnosis
由: 2-s2.0-84884812989
出版: (2013)

Landslide occurrences in Malaysia based on soil series and lithology factors
由: 2-s2.0-85081189345
出版: (2019)

Hyperparameter Analysis-based Long-Short Term Memory (LSTM) for Power Quality Disturbances Classification
由: Fadzli M.F.H.M.; Shahbudin S.
出版: (2024)

A comprehensive review on biomass energy system optimization approaches: Challenges and issues
由: Ahmadipour M.; Ridha H.M.; Ali Z.; Zhining Z.; Ahmadipour M.; Othman M.M.; Ramachandaramurthy V.K.
出版: (2025)

A comprehensive review on biomass energy system optimization approaches: Challenges and issues
由: Ahmadipour, et al.
出版: (2025)

Post-COVID syndrome prevalence: a systematic review and meta-analysis
由: 2-s2.0-85197491504
出版: (2024)

Effectiveness of home-based pulmonary rehabilitation: systematic review and meta-analysis
由: 2-s2.0-85138302325
出版: (2022)