Boundary edge networks induced by bulk topology
Sign Up to like & getrecommendations! Published in 2019 at "Physical Review B"
DOI: 10.1103/physrevb.99.155102
Abstract: We introduce an effective edge network theory to characterize the boundary topology of coupled edge states generated from various types of topological insulators. Two examples studied are a two-dimensional second-order topological insulator and three-dimensional topological… read more here.
Keywords: networks induced; topology; edge networks; boundary edge ... See more keywords
A Survey on Mobile Edge Networks: Convergence of Computing, Caching and Communications
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Access"
DOI: 10.1109/access.2017.2685434
Abstract: As the explosive growth of smart devices and the advent of many new applications, traffic volume has been growing exponentially. The traditional centralized network architecture cannot accommodate such user demands due to heavy burden on… read more here.
Keywords: network; survey; edge; computing caching ... See more keywords
Risk Minimization Against Transmission Failures of Federated Learning in Mobile Edge Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.2996307
Abstract: A variety of modern AI products essentially require raw user data for training diverse machine learning models. With the increasing concern on data privacy, federated learning, a decentralized learning framework, enables privacy-preserving training of models… read more here.
Keywords: federated learning; model updates; transmission failures; edge networks ... See more keywords
Characterizing DNS Behaviors of Internet of Things in Edge Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2020.2999327
Abstract: The recent spate of cyber attacks and security threats toward Internet-of-Things (IoT) systems in smart cities, smart homes, and industry 4.0 calls for effective techniques to understand if, when, who, what IoT systems are exploited… read more here.
Keywords: iot systems; characterizing dns; internet things; dns behaviors ... See more keywords
Service Deployment Strategy for Predictive Analysis of FinTech IoT Applications in Edge Networks
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3078148
Abstract: The seamless integration of sensors and smart communication technologies has led to the development of various supporting systems for financial technology (FinTech). The emergence of the next-generation Internet of Things (Nx-IoT) for FinTech applications enhances… read more here.
Keywords: edge networks; fintech; service deployment; deployment strategy ... See more keywords
Online Reconfiguration of Latency-Aware IoT Services in Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3135287
Abstract: With the proliferation of I nternet o f T hings (IoT) devices deployed in edge networks, the functionalities of IoT devices are typically encapsulated in terms of IoT services. Their collaboration is mostly achieved through… read more here.
Keywords: edge networks; iot services; iot devices; latency aware ... See more keywords
Joint Dynamic Grouping and Gradient Coding for Time-Critical Distributed Machine Learning in Heterogeneous Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3182394
Abstract: In edge networks, distributed computing resources have been widely utilized to collaboratively perform a machine learning task by multiple nodes. However, the model training time in heterogeneous edge networks is becoming longer because of excessive… read more here.
Keywords: gradient coding; time; edge networks; dynamic grouping ... See more keywords
6G-Enabled Ultra-Reliable Low-Latency Communication in Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Standards Magazine"
DOI: 10.1109/mcomstd.0001.2100098
Abstract: Seamless connectivity and ultra-reliable data transmission are among the ever increasing demands for a ubiquitous, smart, and automated future digital society with 5G technology. However, substantial delay restricted applications always invoke a problem with 5G… read more here.
Keywords: edge networks; ultra reliable; technology; communication ... See more keywords
Federated-Learning-Aided Next-Generation Edge Networks for Intelligent Services
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Network"
DOI: 10.1109/mnet.007.2100549
Abstract: Nowadays, federated learning (F1) has been proposed as an emerging technology to store sensory data and train the edge networks using a set of computing devices with minimum training time. However, a collection of heterogeneous… read more here.
Keywords: edge networks; federated learning; learning aided; next generation ... See more keywords
Proactive Content Caching Based on Actor–Critic Reinforcement Learning for Mobile Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Cognitive Communications and Networking"
DOI: 10.1109/tccn.2021.3130995
Abstract: Mobile edge caching/computing (MEC) has emerged as a promising approach for addressing the drastic increasing mobile data traffic by bringing high caching and computing capabilities to the edge of networks. Under MEC architecture, content providers… read more here.
Keywords: mobile edge; edge networks; critic reinforcement; caching ... See more keywords
Adaptive Configuration of Service-Based Smart Sensors in Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2021.3074513
Abstract: Edge computing promises to facilitate the collaboration of smart sensors at the network edge, in order to satisfy the delay constraints of certain requests, and decrease the transmission of large-volume sensory data from the edge… read more here.
Keywords: service configuration; sensors edge; edge networks; smart sensors ... See more keywords