Collection
Machine Learning at the Edge for the Cloud Continuum
- Submission status
- Closed
This special issue focuses on theoretical and practical approaches to developing and deploying Machine Learning algorithms successfully at the smart edge devices with the High-Performance Edge Computing models, which are capable of executing computationally intensive applications more efficiently.
Editors
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Dr. Soheil Salahshour
Faculty of Engineering and Natural Sciences, Bahcesehir University, Istanbul, Turkey.
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Dr. Bruno Antonio Pansera
Department of Law, Economics and Human Sciences, Mediterranea University of Reggio Calabria, Reggio Calabria, Italy
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Dr. Ashutosh Dhar Dwivedi
Department of Applied Mathematics and Computer Science, Technical University of Denmark, Lyngby, Denmark.
Articles (60 in this collection)
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Exploring the Synergy of Blockchain, IoT, and Edge Computing in Smart Traffic Management across Urban Landscapes
Authors (first, second and last of 6)
- Yu Chen
- Yilun Qiu
- Zhong Tang
- Content type: Research
- Published: 17 April 2024
- Article: 45
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Improving Performance of Smart Education Systems by Integrating Machine Learning on Edge Devices and Cloud in Educational Institutions
Authors
- Shujie Qiu
- Content type: Research
- Published: 14 March 2024
- Article: 41
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Multi-Agent Systems for Collaborative Inference Based on Deep Policy Q-Inference Network
Authors (first, second and last of 4)
- Shangshang Wang
- Yuqin Jing
- Xue Wang
- Content type: Research
- Published: 29 February 2024
- Article: 38
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Dueling Double Deep Q Network Strategy in MEC for Smart Internet of Vehicles Edge Computing Networks
Authors
- Haotian Pang
- Zhanwei Wang
- Content type: Research
- Published: 29 February 2024
- Article: 37
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Work Scheduling in Cloud Network Based on Deep Q-LSTM Models for Efficient Resource Utilization
Authors
- Yanli Xing
- Content type: Research
- Published: 28 February 2024
- Article: 36
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Joint Task Offloading Based on Distributed Deep Reinforcement Learning-Based Genetic Optimization Algorithm for Internet of Vehicles
Authors (first, second and last of 5)
- Hulin Jin
- Yong-Guk Kim
- Yonglong Xu
- Content type: Research
- Published: 26 February 2024
- Article: 34
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Employing RNN and Petri Nets to Secure Edge Computing Threats in Smart Cities
Authors (first, second and last of 5)
- Hao Tian
- Ruiheng Li
- Jinpeng Wang
- Content type: Research
- Published: 22 February 2024
- Article: 32
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Edge Computing Empowered Smart Healthcare: Monitoring and Diagnosis with Deep Learning Methods
Authors (first, second and last of 4)
- Kemeng Wang
- Shurui Kong
- Min Zhao
- Content type: Research
- Published: 21 February 2024
- Article: 30
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Dynamic Resource Management in MEC Powered by Edge Intelligence for Smart City Internet of Things
Authors
- Xucheng Wan
- Content type: Research
- Published: 13 February 2024
- Article: 29
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Joint Task Offloading and Multi-Task Offloading Based on NOMA Enhanced Internet of Vehicles in Edge Computing
Authors
- Jie Zhao
- Ahmed M. El-Sherbeeny
- Content type: Research
- Published: 12 February 2024
- Article: 28
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Dependent Task Scheduling Using Parallel Deep Neural Networks in Mobile Edge Computing
Authors
- Sheng Chai
- Jimmy Huang
- Content type: Research
- Published: 12 February 2024
- Article: 27
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An IoT-based Covid-19 Healthcare Monitoring and Prediction Using Deep Learning Methods
Authors (first, second and last of 4)
- Jianjia Liu
- Xin Yang
- Yong Hang
- Content type: Research
- Published: 09 February 2024
- Article: 26
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Smart City Transportation: A VANET Edge Computing Model to Minimize Latency and Delay Utilizing 5G Network
Authors (first, second and last of 8)
- Mengqi Wang
- Jiayuan Mao
- Kexin Wang
- Content type: Research
- Published: 08 February 2024
- Article: 25
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E-Commerce Logistics and Supply Chain Network Optimization for Cross-Border
Authors
- Wenxia Ye
- Content type: Research
- Published: 02 February 2024
- Article: 22
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A Federated Deep Reinforcement Learning-based Low-power Caching Strategy for Cloud-edge Collaboration
Authors (first, second and last of 7)
- Xinyu Zhang
- Zhigang Hu
- Chuan Sun
- Content type: Research
- Published: 29 January 2024
- Article: 21
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Automated Pallet Racking Examination in Edge Platform Based on MobileNetV2: Towards Smart Manufacturing
Authors
- Daidi Hu
- Content type: Research
- Published: 27 January 2024
- Article: 20
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DRL-based Task and Computational Offloading for Internet of Vehicles in Decentralized Computing
Authors
- Ziyang Zhang
- Keyu Gu
- Zijie Xu
- Content type: Research
- Published: 25 January 2024
- Article: 18
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Intrusion Detection using Federated Attention Neural Network for Edge Enabled Internet of Things
Authors
- Xiedong Song
- Qinmin Ma
- Content type: Research
- Published: 20 January 2024
- Article: 15
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3D Lidar Target Detection Method at the Edge for the Cloud Continuum
Authors (first, second and last of 4)
- Xuemei Li
- Xuelian Liu
- Chong Chen
- Content type: Research
- Published: 19 January 2024
- Article: 14
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Optimizing Accounting Informatization through Simultaneous Multi-Tasking across Edge and Cloud Devices using Hybrid Machine Learning Models
Authors
- Xiaofeng Yang
- Content type: Research
- Published: 18 January 2024
- Article: 12
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Hybrid Fuzzy Neural Network for Joint Task Offloading in the Internet of Vehicles
Authors
- Bingtao Liu
- Content type: Research
- Published: 09 January 2024
- Article: 10
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Parking Cooperation-Based Mobile Edge Computing Using Task Offloading Strategy
Authors
- XuanWen
- Hai Meng Sun
- Content type: Research
- Published: 08 January 2024
- Article: 8
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A Cloud-Edge-Based Multi-Objective Task Scheduling Approach for Smart Manufacturing Lines
Authors
- Huayi Yin
- Xindong Huang
- Erzhong Cao
- Content type: Research
- Published: 08 January 2024
- Article: 9
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Novel Transformation Deep Learning Model for Electrocardiogram Classification and Arrhythmia Detection using Edge Computing
Authors (first, second and last of 6)
- Yibo Han
- Pu Han
- John Panneerselvam
- Content type: Research
- Published: 30 December 2023
- Article: 7
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Accounting Information Systems and Strategic Performance: The Interplay of Digital Technology and Edge Computing Devices
Authors
- Xi Zhen
- Li Zhen
- Content type: Research
- Published: 29 December 2023
- Article: 5
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Development of Analytical Offloading for Innovative Internet of Vehicles Based on Mobile Edge Computing
Authors
- Ming Zhang
- Content type: Research
- Published: 28 December 2023
- Article: 4
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Edge Computing with Fog-cloud for Heart Data Processing using Particle Swarm Optimized Deep Learning Technique
Authors
- Sheng Chai
- Lantian Guo
- Content type: Research
- Published: 23 December 2023
- Article: 3
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DEEPBIN: Deep Learning Based Garbage Classification for Households Using Sustainable Natural Technologies
Authors (first, second and last of 8)
- Yu Song
- Xin He
- Shigang Geng
- Content type: Research
- Published: 19 December 2023
- Article: 2
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Markovian with Federated Deep Recurrent Neural Network for Edge—IoMT to Improve Healthcare in Smart Cities
Authors (first, second and last of 4)
- Yuliang Gai
- Yuxin Liu
- Shengcheng Yang
- Content type: Research
- Published: 19 December 2023
- Article: 1
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Healthcare and Fitness Services: A Comprehensive Assessment of Blockchain, IoT, and Edge Computing in Smart Cities
Authors (first, second and last of 4)
- Yang-Yang Liu
- Ying Zhang
- Man Feng
- Content type: Research
- Published: 15 December 2023
- Article: 82
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Integration of a Lightweight Customized 2D CNN Model to an Edge Computing System for Real-Time Multiple Gesture Recognition
Authors (first, second and last of 4)
- Hulin Jin
- Zhiran Jin
- Chunyang Fan
- Content type: Research
- Published: 15 December 2023
- Article: 81
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Deep Learning-Based Multi-Domain Framework for End-to-End Services in 5G Networks
Authors
- Yanjia Tian
- Yan Dong
- Xiang Feng
- Content type: Research
- Published: 04 December 2023
- Article: 77
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Deep Reinforcement Learning and Markov Decision Problem for Task Offloading in Mobile Edge Computing
Authors
- Xiaohu Gao
- Mei Choo Ang
- Sara A. Althubiti
- Content type: Research
- Published: 04 December 2023
- Article: 78
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Smart Financial Investor’s Risk Prediction System Using Mobile Edge Computing
Authors
- Caijun Cheng
- Huazhen Huang
- Content type: Research
- Published: 04 December 2023
- Article: 76
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Sustainable Environmental Design Using Green IOT with Hybrid Deep Learning and Building Algorithm for Smart City
Authors (first, second and last of 6)
- Yuting Zhong
- Zesheng Qin
- Joel J. P. C. Rodrigues
- Content type: Research
- Published: 27 November 2023
- Article: 72
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Secured SDN Based Task Scheduling in Edge Computing for Smart City Health Monitoring Operation Management System
Authors (first, second and last of 5)
- Shuangshuang Zhang
- Yue Tang
- Chenguang Wang
- Content type: Research
- Published: 22 November 2023
- Article: 71
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Hybrid Immune Whale Differential Evolution Optimization (HIWDEO) Based Computation Offloading in MEC for IoT
Authors (first, second and last of 4)
- Jizhou Li
- Qi Wang
- Ling Li
- Content type: Research
- Published: 21 November 2023
- Article: 70
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A Novel Approach to Cloud Resource Management: Hybrid Machine Learning and Task Scheduling
Authors
- Hong Zhou
- Content type: Research
- Published: 13 November 2023
- Article: 68
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Novel Edge Computing-Based Privacy-Preserving Approach for Smart Healthcare Systems in the Internet of Medical Things
Authors
- Lingbin Meng
- Daofeng Li
- Content type: Research
- Published: 10 November 2023
- Article: 66
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Anti-Attack Intrusion Detection Model Based on MPNN and Traffic Spatiotemporal Characteristics
Authors (first, second and last of 5)
- Jiazhong Lu
- Jin Lan
- Xiaolei Liu
- Content type: Research
- Published: 28 October 2023
- Article: 60
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Honeypot Based Industrial Threat Detection Using Game Theory in Cyber-Physical System
Authors (first, second and last of 4)
- Xiangming Zhou
- Laila Almutairi
- Mohammad Nazir Ahmad
- Content type: Research
- Published: 27 October 2023
- Article: 59
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A Multi-joint Optimisation Method for Distributed Edge Computing Resources in IoT-Based Smart Cities
Authors
- ZhangRong Liu
- Content type: Research
- Published: 26 October 2023
- Article: 58
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Image Fuzzy Edge Information Segmentation Based on Computer Vision and Machine Learning
Authors (first, second and last of 10)
- Tianye Luo
- Shijun Li
- He Gong
- Content type: Research
- Published: 16 October 2023
- Article: 56
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Multi-Population Cooperative Elite Algorithm for Efficient Computation Offloading in Mobile Edge Computing
Authors
- Bei Cheng
- Content type: Research
- Published: 10 October 2023
- Article: 54
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Mayfly Taylor Optimization-Based Graph Attention Network for Task Scheduling in Edge Computing
Authors
- Dacheng Chen
- Xinhua Liu
- Content type: Research
- Published: 27 September 2023
- Article: 53
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A Load-Aware Energy-Efficient Clustering Algorithm in Sensor-Cloud
Authors (first, second and last of 4)
- Qifei Zhao
- Gaocai Wang
- Zhihong Wang
- Content type: Research
- Published: 31 August 2023
- Article: 50
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Adaptive Terrain Spider UWB Following Delivery Robot Based on Spring Suspension and Edge Computing
Authors (first, second and last of 4)
- Jianwei Zhao
- Yuanhao Tao
- Gang Zeng
- Content type: Research
- Published: 17 August 2023
- Article: 48
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A Federated Framework for Edge Computing Devices with Collaborative Fairness and Adversarial Robustness
Authors (first, second and last of 4)
- Hailin Yang
- Yanhong Huang
- Yang Yang
- Content type: OriginalPaper
- Published: 04 July 2023
- Article: 36
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A Heuristic Deep Q Learning for Offloading in Edge Devices in 5 g Networks
Authors (first, second and last of 5)
- YanRu Dong
- Ahmed M. Alwakeel
- Sara A Althubiti
- Content type: Research
- Published: 04 July 2023
- Article: 37