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A network traffic forecasting method based on SA optimized ARIMA–BP neural network

https://doi.org/10.1016/j.comnet.2021.108102

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Research on Optimization of Convolutional Neural Networks based on Variational Inequalities: From the Perspective of Topological Structure

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MCINet: Multi-Channel Informer Networks for Long Sequence Time-Series Forecasting in Ocean-Going Ship Satellite Communication Networks

inferred← citeshttps://doi.org/10.1109/ictis60134.2023.10243993openalex-snapshot

Highway Traffic State Estimation Based on Data Fusion in a Connected Vehicle Environment

inferred← citeshttps://doi.org/10.1109/imcec55388.2022.10020031openalex-snapshot

Situation Forecast Algorithm based on Information Entropy

inferred← citeshttps://doi.org/10.1109/inista68122.2025.11249635openalex-snapshot

Machine Learning-Based Data Transfer Time Prediction in Distributed IoT Architectures

inferred← citeshttps://doi.org/10.1109/iscipt61983.2024.10672839openalex-snapshot

PSO-LSTM optimally weighted short-term wind speed prediction based on meteorological factor screening

inferred← citeshttps://doi.org/10.1109/ist64061.2024.10843472openalex-snapshot

Enhancing NTMA with Simultaneous Multi-QoS Parameter Prediction using Transformer-Based Deep Learning

inferred← citeshttps://doi.org/10.1109/jiot.2025.3561542openalex-snapshot

TWIST: An Efficient Spatial—Temporal Transformer With Temporal Window and Sparse Attention for Traffic Forecasting

inferred← citeshttps://doi.org/10.1109/jiot.2025.3601348openalex-snapshot

Dual-Scale Traffic Management for Differentiated Services in Satellite Mega Constellations

inferred← citeshttps://doi.org/10.1109/jiot.2025.3637177openalex-snapshot

TA-CSA: A Spatiotemporal Framework With Temporal Aggregation and Clustered Spatial Attention for Traffic Forecasting

inferred← citeshttps://doi.org/10.1109/jsen.2022.3201580openalex-snapshot

Flexible Optical Fiber-Based Smart Textile Sensor for Human–Machine Interaction

inferred← citeshttps://doi.org/10.1109/jsen.2023.3329516openalex-snapshot

Reinforcement Learning Empowered Grey System Theory: Advancing Intelligence in Traffic Prediction for Wireless Sensor Networks

inferred← citeshttps://doi.org/10.1109/nelex59773.2023.10420996openalex-snapshot

Comparative Analysis of Two Graph Neural Network-Based Approaches to Traffic Speed Forecasting

inferred← citeshttps://doi.org/10.1109/ojcoms.2024.3373698openalex-snapshot

Multivariate Forecasting of Network Traffic in SDN-Based Ubiquitous Healthcare System

inferred← citeshttps://doi.org/10.1109/secon58729.2023.10287454openalex-snapshot

LSTM-Driven Scheduling for Energy-Efficient Crop Monitoring in Wireless Networks

inferred← citeshttps://doi.org/10.1109/slaai-icai56923.2022.10002431openalex-snapshot

Short-Term Network Traffic Prediction with Multilayer Perceptron

inferred← citeshttps://doi.org/10.1109/slaai-icai63667.2024.10844958openalex-snapshot

Cluster-Based Time Series Modelling and Forecasting of Mobile Network Traffic

inferred← citeshttps://doi.org/10.1109/smartcloud55982.2022.00040openalex-snapshot

A Bandwidth Prediction Method Based on Hybrid LSTM for Content Delivery Network

inferred← citeshttps://doi.org/10.1109/taes.2025.3571400openalex-snapshot

Dynamic Load-Balancing Routing Strategy for LEO Satellite Networks Based on Spatio-Temporal Traffic Prediction

inferred← citeshttps://doi.org/10.1109/tem.2023.3236956openalex-snapshot

Measurement of Project Portfolio Benefits With a GA-BP Neural Network Group

inferred← citeshttps://doi.org/10.1109/tii.2025.3627968openalex-snapshot

Spectrum-Aided Traffic Decomposition and Deep Learning Method for Network Traffic Prediction in Internet of Things

inferred← citeshttps://doi.org/10.1109/tits.2023.3306559openalex-snapshot

GMHANN: A Novel Traffic Flow Prediction Method for Transportation Management Based on Spatial-Temporal Graph Modeling

inferred← citeshttps://doi.org/10.1109/tits.2023.3323379openalex-snapshot

COV-STFormer for Short-Term Passenger Flow Prediction During COVID-19 in Urban Rail Transit Systems

inferred← citeshttps://doi.org/10.1109/tits.2026.3679722openalex-snapshot

Time--Frequency Channel Prediction in Intelligent High-Speed Railway Communication Systems

inferred← citeshttps://doi.org/10.1109/tmc.2024.3364655openalex-snapshot

5GT-GAN-NET: Internet Traffic Data Forecasting With Supervised Loss Based Synthetic Data Over 5G

inferred← citeshttps://doi.org/10.1109/tnse.2025.3624100openalex-snapshot

EdgeNetLLM: Cloud–Edge Collaborative Adaptation of Large Language Models for Mobile Networking

inferred← citeshttps://doi.org/10.1109/tnse.2025.3629133openalex-snapshot

A Spatial-Temporal Graph Convolutional Network With Self-Attention for City-Level Cellular Network Traffic Prediction

inferred← citeshttps://doi.org/10.1109/tnsm.2023.3295748openalex-snapshot

Multivariate Time Series Characterization and Forecasting of VoIP Traffic in Real Mobile Networks

inferred← citeshttps://doi.org/10.1109/tnsm.2024.3349701openalex-snapshot

T-For: An Adaptable Forecasting Model for Throughput Performance

inferred← citeshttps://doi.org/10.1109/tnsm.2024.3488568openalex-snapshot

MTP-NT: A Mobile Traffic Predictor Enhanced by Neighboring and Transportation Data

inferred← citeshttps://doi.org/10.1109/tnsm.2025.3582533openalex-snapshot

A Two-Step Cellular Network Traffic Forecasting Method Integrating Decomposition and Deep Neural Networks Based on Bayesian Joint Parameter Optimization

inferred← citeshttps://doi.org/10.1109/tnsm.2025.3636557openalex-snapshot

Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting

inferred← citeshttps://doi.org/10.1109/tnsm.2026.3664401openalex-snapshot

SGA-Seq: Station-Aware Graph Attention Sequence Network for Cellular Traffic Prediction

inferred← citeshttps://doi.org/10.1109/tnsm.2026.3729017openalex-snapshot

Selected Group Broadcasting: Modeling and Applications

inferred← citeshttps://doi.org/10.1109/tsc.2024.3440028openalex-snapshot

Adaptive Network Management Service Based on Control Relation Graph for Software-Defined LEO Satellite Networks in 6G

inferred← citeshttps://doi.org/10.1109/tssa63730.2024.10864160openalex-snapshot

Evaluating Time Series Approaches for Cellular Network Traffic Forecasting

inferred← citeshttps://doi.org/10.1109/wcnc57260.2024.10570926openalex-snapshot

Analysis and Modeling on the Characteristics of Two-Way Virtual Reality Traffic: A Network Calculus Approach

inferred← citeshttps://doi.org/10.1117/12.3006384openalex-snapshot

Design and experimental study of a laver delivery system based on the biomechanical properties of laver

inferred← citeshttps://doi.org/10.1117/12.3035006openalex-snapshot

Deep learning-based embedded network traffic monitoring techniques

inferred← citeshttps://doi.org/10.1142/s0129156424401141openalex-snapshot

Research on Innovative Modes of College English Teaching Based on Data Mining and Intelligent CAI

inferred← citeshttps://doi.org/10.1145/3650215.3650216openalex-snapshot

Combinatorial model based on extreme learning machine for network traffic prediction

inferred← citeshttps://doi.org/10.1145/3661725.3661727openalex-snapshot

Spatio-Temporal Hypergraph Convolutional Network Based Network Traffic Prediction

inferred← citeshttps://doi.org/10.1145/3665348.3665375openalex-snapshot

Optimizing E-commerce Logistics with ARIMA-BP Neural Networks and GA: A Multi-Objective Approach for Emergency Response and Network Efficiency

inferred← citeshttps://doi.org/10.1145/3774905.3794651openalex-snapshot

SMART: Spatio-Temporal Attention-based Large Language Model for Real-Time Traffic Prediction

inferred← citeshttps://doi.org/10.1155/2021/1026978openalex-snapshot

Research on GDP Forecast Analysis Combining BP Neural Network and ARIMA Model

inferred← citeshttps://doi.org/10.1155/2021/1604268openalex-snapshot

Human Origin‐Destination Flow Prediction Based on Large Scale Mobile Signal Data

inferred← citeshttps://doi.org/10.1155/2022/4975288openalex-snapshot

A Hybrid Approach by CEEMDAN-Improved PSO-LSTM Model for Network Traffic Prediction

inferred← citeshttps://doi.org/10.1155/2022/7029980openalex-snapshot

Algorithm Design of Port Cargo Throughput Forecast Based on the ES‐Markov Model

inferred← citeshttps://doi.org/10.1177/10775463241282049openalex-snapshot

Interior sound quality evaluation and forecasting of passenger vehicles based on hybrid optimization neural networks

inferred← citeshttps://doi.org/10.1177/16878132251395508openalex-snapshot

Optimization of BP neural network traffic flow prediction model based on improved particle swarm algorithm

inferred← citeshttps://doi.org/10.12720/jait.15.6.735-747openalex-snapshot

A Hybrid Deep Learning Based Deep Prophet Memory Neural Network Approach for Seasonal Items Demand Forecasting

inferred← citeshttps://doi.org/10.1364/jocn.479849openalex-snapshot

Link load prediction in an optical network with restoration mechanisms

inferred← citeshttps://doi.org/10.1371/journal.pone.0320368openalex-snapshot

Network traffic prediction based on transformer and temporal convolutional network

inferred← citeshttps://doi.org/10.14393/ufu.di.2023.561openalex-snapshot

MTP-NT: a mobile traffic predictor enhanced by neighboring and transportation data

inferred← citeshttps://doi.org/10.1515/phys-2022-0197openalex-snapshot

Diesel engine small-sample transfer learning fault diagnosis algorithm based on STFT time–frequency image and hyperparameter autonomous optimization deep convolutional network improved by PSO–GWO–BPNN surrogate model

inferred← citeshttps://doi.org/10.15406/aaoaj.2025.09.00228openalex-snapshot

Network anomaly detection and intrusion detection systems introduction-review and analyses

inferred← citeshttps://doi.org/10.17485/ijst/v16i46.2520openalex-snapshot

A Hybrid Deep Learning Method for Short-Term Traffic Flow Forecasting: GSA-LSTM

inferred← citeshttps://doi.org/10.17485/ijst/v17i34.2061openalex-snapshot

A Consensus-based Traffic Prediction for Time Series Data in SDN

inferred← citeshttps://doi.org/10.18576/amis/170508openalex-snapshot

Forecasting Economic Growth and Movements with Wavelet Transform and ARIMA Model

inferred← citeshttps://doi.org/10.21203/rs.3.rs-10590827/v1openalex-snapshot

A Two-Level LSTM Framework for Traffic Forecasting and Early Congestion Prediction in SD-WAN Networks

inferred← citeshttps://doi.org/10.21203/rs.3.rs-1669035/v1openalex-snapshot

Assessment of the Optimization of Hyperparameters in Deep LSTM for Time Series Sea Water Tidal Shift

inferred← citeshttps://doi.org/10.2174/0126662558286756231206062720openalex-snapshot

An IoMT-based Federated Learning Survey in Smart Transportation

inferred← citeshttps://doi.org/10.22266/ijies2023.1231.16openalex-snapshot

Forecasting LTE Network Traffic Using Hot-Winter’s Multiplicative Seasonal Method and Rolling Forecasting for Telecommunication Company Investment Optimization in Indonesia

inferred← citeshttps://doi.org/10.23919/ondm54585.2022.9782837openalex-snapshot

Efficient Network Traffic Prediction After a Node Failure

inferred← citeshttps://doi.org/10.31449/inf.v48i23.6791openalex-snapshot

Construction of Human Resource Management System Based on Machine Learning and Analysis of Influencing Factors

inferred← citeshttps://doi.org/10.31854/1813-324x-2026-12-2-102-112openalex-snapshot

A Model for the Network Security Monitoring Process in Data Transmission Networks Under Multi-Stage Attack Conditions

inferred← citeshttps://doi.org/10.3233/jifs-231588openalex-snapshot

RETRACTED: Analysis and prediction of novel coronavirus pneumonia epidemic using hybrid response surface method with time-series and random forest

inferred← citeshttps://doi.org/10.3389/fphy.2026.1855044openalex-snapshot

Security prediction and reliability analysis method of smart grid based on edge computing

inferred← citeshttps://doi.org/10.3390/agriculture12040445openalex-snapshot

Prediction Model and Influencing Factors of CO2 Micro/Nanobubble Release Based on ARIMA-BPNN

inferred← citeshttps://doi.org/10.3390/app14052173openalex-snapshot

DBSTGNN-Att: Dual Branch Spatio-Temporal Graph Neural Network with an Attention Mechanism for Cellular Network Traffic Prediction

inferred← citeshttps://doi.org/10.3390/coatings12020145openalex-snapshot

Forecast the Microhardness of Ni-TiN Nanoplatings via an Artificial Neural Network Model

inferred← citeshttps://doi.org/10.3390/electronics11152359openalex-snapshot

A Hybrid ARIMA-GABP Model for Predicting Sea Surface Temperature

inferred← citeshttps://doi.org/10.3390/electronics12143158openalex-snapshot

STN-GCN: Spatial and Temporal Normalization Graph Convolutional Neural Networks for Traffic Flow Forecasting

inferred← citeshttps://doi.org/10.3390/electronics12214476openalex-snapshot

Federated Learning Based on Mutual Information Clustering for Wireless Traffic Prediction

inferred← citeshttps://doi.org/10.3390/electronics13142789openalex-snapshot

Improved BP Neural Network Algorithm for Predicting Structural Parameters of Mirrors

inferred← citeshttps://doi.org/10.3390/en19122843openalex-snapshot

A Latent Diffusion-Enhanced Spatio-Temporal Transformer for Short-Term Smart Grid Traffic Prediction

inferred← citeshttps://doi.org/10.3390/fi13090232openalex-snapshot

Spectrum Demand Forecasting for IoT Services

inferred← citeshttps://doi.org/10.3390/info16010008openalex-snapshot

Machine Learning in Information and Communications Technology: A Survey

inferred← citeshttps://doi.org/10.3390/math10122087openalex-snapshot

A Two-Stage Hybrid Extreme Learning Model for Short-Term Traffic Flow Forecasting

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