4.6 Review

A Systematic Literature Review on Distributed Machine Learning in Edge Computing

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Article Computer Science, Information Systems

HCP: Heterogeneous Computing Platform for Federated Learning Based Collaborative Content Caching Towards 6G Networks

Zubair Md Fadlullah et al.

Summary: This paper proposes a distributed heterogeneous computing platform that optimizes network traffic control in 6G networks by utilizing the capabilities of unmanned aerial vehicles and terrestrial base stations. The algorithm protects user privacy and improves quality of experience.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING (2022)

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JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services

Amir Erfan Eshratifar et al.

Summary: The paper introduces JointDNN, an engine for collaborative computation between mobile devices and the cloud for DNNs, which improves energy and performance efficiency for mobile devices while reducing the workload and communications for the cloud server. By processing some layers on mobile devices and others on the cloud server, JointDNN can adapt to battery limitations, server load constraints, and quality of service requirements, achieving significant reductions in latency and mobile energy consumption compared to traditional approaches.

IEEE TRANSACTIONS ON MOBILE COMPUTING (2021)

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A lightweight and cost effective edge intelligence architecture based on containerization technology

Mabrook Al-Rakhami et al.

WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS (2020)

Review Computer Science, Information Systems

Cognitive computing and wireless communications on the edge for healthcare service robots

Shaohua Wan et al.

COMPUTER COMMUNICATIONS (2020)

Article Automation & Control Systems

Edge Intelligence-Assisted Smoke Detection in Foggy Surveillance Environments

Khan Muhammad et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2020)

Article Engineering, Electrical & Electronic

Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing

En Li et al.

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (2020)

Article Engineering, Electrical & Electronic

Mobile Edge Intelligence and Computing for the Internet of Vehicles

Jun Zhang et al.

PROCEEDINGS OF THE IEEE (2020)

Article Computer Science, Theory & Methods

A Survey on Distributed Machine Learning

Joost Verbraeken et al.

ACM COMPUTING SURVEYS (2020)

Article Computer Science, Hardware & Architecture

Fog Intelligence for Network Anomaly Detection

Kai Yang et al.

IEEE NETWORK (2020)

Article Engineering, Electrical & Electronic

iLog: An Intelligent Device for Automatic Food Intake Monitoring and Stress Detection in the IoMT

Laavanya Rachakonda et al.

IEEE TRANSACTIONS ON CONSUMER ELECTRONICS (2020)

Article Computer Science, Information Systems

Blockchain-Enabled Cross-Domain Object Detection for Autonomous Driving: A Model Sharing Approach

Xiantao Jiang et al.

IEEE INTERNET OF THINGS JOURNAL (2020)

Article Telecommunications

Blockchained On-Device Federated Learning

Hyesung Kim et al.

IEEE COMMUNICATIONS LETTERS (2020)

Article Neurosciences

Exploring the Connection Between Binary and Spiking Neural Networks

Sen Lu et al.

FRONTIERS IN NEUROSCIENCE (2020)

Article Automation & Control Systems

Trust management and evaluation for edge intelligence in the Internet of Things

Kashif Naseer Qureshi et al.

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE (2020)

Article Engineering, Electrical & Electronic

Optimal UAV Caching and Trajectory in Aerial-Assisted Vehicular Networks: A Learning-Based Approach

Huaqing Wu et al.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2020)

Article Chemistry, Analytical

Colocalized Sensing and Intelligent Computing in Micro-Sensors

Mohammad H. Hasan et al.

SENSORS (2020)

Article Computer Science, Artificial Intelligence

Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence

Indranil Chakraborty et al.

NATURE MACHINE INTELLIGENCE (2020)

Article Computer Science, Theory & Methods

Exploring the computational cost of machine learning at the edge for human-centric Internet of Things

Oihane Gomez-Carmona et al.

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE (2020)

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Convergence of Edge Computing and Deep Learning: A Comprehensive Survey

Xiaofei Wang et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2020)

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Intelligent Edge Computing for IoT-Based Energy Management in Smart Cities

Yi Liu et al.

IEEE NETWORK (2019)

Article Engineering, Electrical & Electronic

DEEP LEARNING FOR RELIABLE MOBILE EDGE ANALYTICS IN INTELLIGENT TRANSPORTATION SYSTEMS An Overview

Aidin Ferdowsi et al.

IEEE VEHICULAR TECHNOLOGY MAGAZINE (2019)

Article Computer Science, Artificial Intelligence

Fast transfer Gaussian process regression with large-scale sources

Bingshui Da et al.

KNOWLEDGE-BASED SYSTEMS (2019)

Article Engineering, Electrical & Electronic

Novel smart home system architecture facilitated with distributed and embedded flexible edge analytics in demand-side management

Yu-Hsiu Lin

INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS (2019)

Article Physics, Applied

Neuromorphic MEMS sensor network

Mostafa Rafaie et al.

APPLIED PHYSICS LETTERS (2019)

Article Computer Science, Hardware & Architecture

A First Look at Mobile Intelligence: Architecture, Experimentation and Challenges

Ziyi Wang et al.

IEEE NETWORK (2019)

Article Computer Science, Hardware & Architecture

Edge Intelligence in the Cognitive Internet of Things: Improving Sensitivity and Interactivity

Yin Zhang et al.

IEEE NETWORK (2019)

Article Automation & Control Systems

An Efficient Edge Artificial Intelligence MultiPedestrian Tracking Method With Rank Constraint

Honghong Yang et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2019)

Article Automation & Control Systems

MASM: A Multiple-Algorithm Service Model for Energy-Delay Optimization in Edge Artificial Intelligence

Wenyu Zhang et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2019)

Article Automation & Control Systems

Fog-Embedded Deep Learning for the Internet of Things

Lingjuan Lyu et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2019)

Article Computer Science, Hardware & Architecture

AN AUDIO VISUAL EMOTION RECOGNITION SYSTEM USING DEEP LEARNING FUSION FOR A COGNITIVE WIRELESS FRAMEWORK

M. Shamim Hossain et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Article Computer Science, Information Systems

Lightweight Privacy-Preserving Ensemble Classification for Face Recognition

Zhuo Ma et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Article Computer Science, Information Systems

AAIoT: Accelerating Artificial Intelligence in IoT Systems

Jingyue Zhou et al.

IEEE WIRELESS COMMUNICATIONS LETTERS (2019)

Article Computer Science, Hardware & Architecture

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

Xiaofei Wang et al.

IEEE NETWORK (2019)

Article Computer Science, Hardware & Architecture

AI-Enhanced Offloading in Edge Computing: When Machine Learning Meets Industrial IoT

Wen Sun et al.

IEEE NETWORK (2019)

Article Computer Science, Hardware & Architecture

Serious Challenges and Potential Solutions for the Industrial Internet of Things with Edge Intelligence

Yushu Zhang et al.

IEEE NETWORK (2019)

Article Computer Science, Hardware & Architecture

Edge Intelligence and Blockchain Empowered 5G Beyond for the Industrial Internet of Things

Ke Zhang et al.

IEEE NETWORK (2019)

Article Engineering, Electrical & Electronic

Wireless Edge Computing With Latency and Reliability Guarantees

Mohammed S. Elbamby et al.

PROCEEDINGS OF THE IEEE (2019)

Article Engineering, Electrical & Electronic

Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing

Zhi Zhou et al.

PROCEEDINGS OF THE IEEE (2019)

Article Computer Science, Artificial Intelligence

Lightweight Convolution Neural Networks for Mobile Edge Computing in Transportation Cyber Physical Systems

Junhao Zhou et al.

ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY (2019)

Article Computer Science, Information Systems

A Cloudlet Platform With Virtual Sensors for Smart Edge Computing

Atrayee Gupta et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Article Computer Science, Information Systems

A 64-mW DNN-Based Visual Navigation Engine for Autonomous Nano-Drones

Daniele Palossi et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Article Computer Science, Software Engineering

Adaptive machine learning-based alarm reduction via edge computing for distributed intrusion detection systems

Yu Wang et al.

CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE (2019)

Proceedings Paper Computer Science, Interdisciplinary Applications

Towards Predicting System Disruption in Industry 4.0: Machine Learning-Based Approach

Bouziane Brik et al.

10TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT 2019) / THE 2ND INTERNATIONAL CONFERENCE ON EMERGING DATA AND INDUSTRY 4.0 (EDI40 2019) / AFFILIATED WORKSHOPS (2019)

Article Computer Science, Theory & Methods

Improving consumer satisfaction in smart cities using edge computing and caching: A case study of date fruits classification

M. Shamim Hossain et al.

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE (2018)

Article Engineering, Electrical & Electronic

Deep Learning: The Frontier for Distributed Attack Detection in Fog-to-Things Computing

Abebe Abeshu Diro et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Computer Science, Hardware & Architecture

Blockchain-Enabled Security in Electric Vehicles Cloud and Edge Computing

Hong Liu et al.

IEEE NETWORK (2018)

Article Computer Science, Hardware & Architecture

Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing

He Li et al.

IEEE NETWORK (2018)

Article Engineering, Biomedical

Color Retinal Image Enhancement Based on Luminosity and Contrast Adjustment

Mei Zhou et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2018)

Article Automation & Control Systems

Deep Learning for Smart Industry: Efficient Manufacture Inspection System With Fog Computing

Liangzhi Li et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2018)

Article Automation & Control Systems

Secure Surveillance Framework for IoT Systems Using Probabilistic Image Encryption

Khan Muhammad et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2018)

Article Computer Science, Information Systems

A New Deep Learning-Based Food Recognition System for Dietary Assessment on An Edge Computing Service Infrastructure

Chang Liu et al.

IEEE TRANSACTIONS ON SERVICES COMPUTING (2018)

Article Computer Science, Information Systems

Object Tracking in Vary Lighting Conditions for Fog Based Intelligent Surveillance of Public Spaces

Gaocheng Liu et al.

IEEE ACCESS (2018)

Article Computer Science, Hardware & Architecture

Pushing the AI Envelope

Shabab Bazrafkan et al.

IEEE CONSUMER ELECTRONICS MAGAZINE (2018)

Article Computer Science, Hardware & Architecture

Robust Mobile Crowd Sensing: When Deep Learning Meets Edge Computing

Zhenyu Zhou et al.

IEEE NETWORK (2018)

Article Engineering, Electrical & Electronic

Environment Classification for Lrban Big Data Using Deep Learning

M. Shamim Hossain et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Physics, Applied

Reservoir computing with a single delay-coupled non-linear mechanical oscillator

Guillaume Dion et al.

JOURNAL OF APPLIED PHYSICS (2018)

Article Engineering, Electrical & Electronic

Secure Multimedia Big Data in Trust-Assisted Sensor-Cloud for Smart City

Chunsheng Zhu et al.

IEEE COMMUNICATIONS MAGAZINE (2017)

Article Automation & Control Systems

Analysis of Energy-Efficient Connected Target Coverage Algorithms for Industrial Wireless Sensor Networks

Guangjie Han et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2017)

Article Computer Science, Information Systems

Fog Intelligence for Real-Time IoT Sensor Data Analytics

Hazem M. Raafat et al.

IEEE ACCESS (2017)

Article Computer Science, Hardware & Architecture

Deep Learning for Consumer Devices and Services Pushing the limits for machine learning, artificial intelligence, and computer vision.

Joseph Lemley et al.

IEEE CONSUMER ELECTRONICS MAGAZINE (2017)

Article Computer Science, Software Engineering

Lessons from applying the systematic literature review process within the software engineering domain

Pearl Brereton et al.

JOURNAL OF SYSTEMS AND SOFTWARE (2007)

Article Computer Science, Information Systems

Compressed sensing

DL Donoho

IEEE TRANSACTIONS ON INFORMATION THEORY (2006)