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Proceedings ArticleDOI

Virtual resource allocation for information-centric heterogeneous networks with mobile edge computing

TLDR
A novel virtualized heterogeneous networks framework aiming at enabling content caching and computing and a distributed algorithm based on alternating direction method of multipliers is adopted to solve the formulated problem, in order to reduce the computational complexity and signaling overhead.
Abstract
In order to better accommodate the dramatically increasing demand for data caching and computing services, storage and computation capabilities should be endowed to some of the intermediate nodes within the network. In this paper, we design a novel virtualized heterogeneous networks framework aiming at enabling content caching and computing. With the virtualization of the whole system, the communication, computing and caching resources can be shared among all users associated with different virtual service providers. We formulate the virtual resource allocation strategy as a joint optimization problem, where the gains of not only virtualization but also caching and computing are taken into consideration in the proposed architecture. In addition, a distributed algorithm based on alternating direction method of multipliers is adopted to solve the formulated problem, in order to reduce the computational complexity and signaling overhead. Finally, extensive simulations are presented to show the effectiveness of the proposed scheme under different system parameters.

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Citations
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Journal ArticleDOI

Resource Scheduling in Edge Computing: A Survey

TL;DR: In this article, the authors present the architecture of edge computing, under which different collaborative manners for resource scheduling are discussed, and introduce a unified model before summarizing the current works on resource scheduling from three research issues.
Journal ArticleDOI

Evaluating an Application Aware Distributed Dijkstra Shortest Path Algorithm in Hybrid Cloud/Edge Environments

TL;DR: In this paper , a modified version of Dijkstra routing algorithm is presented to optimize complex routing metrics and uses MapReduce to speed up the configuration of routers in a software-defined network.
Proceedings ArticleDOI

ScaRL: Service Function Chain Allocation Based on Reinforcement Learning in Mobile Edge Computing

TL;DR: An algorithm, ScaRL, is proposed, which leverages reinforcement learning to make the optimal decision by taking advantage of its trial-and-error mechanism, reward mechanism and exploration-exploitation ability, and is effective in reducing the average latency of SFC requests.
Journal ArticleDOI

Edge In-Network Computing Meets Blockchain: A Multi-Domain Heterogeneous Resource Trust Management Architecture

TL;DR: In this article, a multi-domain heterogeneous resource trust management architecture is proposed to achieve trusted resource sharing and transaction, and a smart-contract-based resource sharing mechanism is formulated, including an incentive mechanism based on end-side node contribution.
Journal ArticleDOI

Effective Task Scheduling in Critical Fog Applications

TL;DR: A scheduler “Critical task First Scheduler” (CTFS), which schedules tasks depending on the nature of the requests, which are classified as either critical or noncritical, is proposed, which reduces latency, energy consumption, and network utilization.
References
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Journal ArticleDOI

Efficient Multi-User Computation Offloading for Mobile-Edge Cloud Computing

TL;DR: In this article, a game theoretic approach for computation offloading in a distributed manner was adopted to solve the multi-user offloading problem in a multi-channel wireless interference environment.
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Efficient Multi-User Computation Offloading for Mobile-Edge Cloud Computing

TL;DR: This paper designs a distributed computation offloading algorithm that can achieve a Nash equilibrium, derive the upper bound of the convergence time, and quantify its efficiency ratio over the centralized optimal solutions in terms of two important performance metrics.
Journal ArticleDOI

Energy-Efficient Offloading for Mobile Edge Computing in 5G Heterogeneous Networks

TL;DR: An optimization problem is formulated to minimize the energy consumption of the offloading system, where the energy cost of both task computing and file transmission are taken into consideration, and an EECO scheme is designed, which jointly optimizes offloading and radio resource allocation to obtain the minimal energy consumption under the latency constraints.
Journal ArticleDOI

Wireless Network Virtualization: A Survey, Some Research Issues and Challenges

TL;DR: This paper identifies several important aspects of wireless network virtualization: overview, motivations, framework, performance metrics, enabling technologies, and challenges, and explores some broader perspectives in realizing wireless networkvirtualization.
Journal ArticleDOI

Joint Resource Allocation and User Association for Heterogeneous Wireless Cellular Networks

TL;DR: A simple association rule is proposed that performs much better than all existing user association rules and is proposed to compare the performance of three channel allocation strategies: Orthogonal deployment, Co-channel deployment, and Partially Shared deployment.
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