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Reinforcement Learning-Empowered Mobile Edge Computing for 6G Edge Intelligence [article]

Peng Wei, Kun Guo, Ye Li, Jue Wang, Wei Feng, Shi Jin, Ning Ge, Ying-Chang Liang
<span title="2022-04-26">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Mobile edge computing (MEC) is considered a novel paradigm for computation-intensive and delay-sensitive tasks in fifth generation (5G) networks and beyond.  ...  However, its uncertainty, referred to as dynamic and randomness, from the mobile device, wireless channel, and edge network sides, results in high-dimensional, nonconvex, nonlinear, and NP-hard optimization  ...  The stochastic mobility of mobile devices will further complicate task scheduling [116] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.11410v4">arXiv:2201.11410v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/24igkq4kbrb2pjzwf3mf3n7qtq">fatcat:24igkq4kbrb2pjzwf3mf3n7qtq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220530205635/https://arxiv.org/pdf/2201.11410v4.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/dc/0c/dc0c803cc91895600f562432ad3941c73eb9efc0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2201.11410v4" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Air-Ground Integrated Mobile Edge Networks: Architecture, Challenges and Opportunities [article]

Nan Cheng, Wenchao Xu, Weisen Shi, Yi Zhou, Ning Lu, Haibo Zhou, Xuemin Shen
<span title="2018-04-13">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The ever-increasing mobile data demands have posed significant challenges in the current radio access networks, while the emerging computation-heavy Internet of things (IoT) applications with varied requirements  ...  In this article, to address the issues, we propose a novel air-ground integrated mobile edge network (AGMEN), where UAVs are flexibly deployed and scheduled, and assist the communication, caching, and  ...  With mobile cloud computing (MCC), the wireless devices can offload the computation-intensive tasks to the cloud servers with abundant computational resources to improve the task processing efficiency  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1804.04763v1">arXiv:1804.04763v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xhd6wpipmzcwfgoghx3jis6srq">fatcat:xhd6wpipmzcwfgoghx3jis6srq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200829113909/https://arxiv.org/pdf/1804.04763v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/59/eb/59eb5e674f310bf17844d667e5c2d8b6eeaa6e3f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1804.04763v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Multimedia Resources Purchase and Distribution Optimization For 5G Edge Cloud Networks

Cuili Jiang, Tengfei Cao, Changzhe Li, Xiaoying Wang, Yuan Zhang
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
Considering system efficiency, transmission delay and the profit of service providers, an optimal multimedia resources allocation algorithm in the 5G edge cloud networks is proposed from the perspective  ...  Based on the Lyapunov stochastic profit maximization algorithm, system efficiency, transmission delay and the profit of service providers are regarded as performance indicators and the multimedia resources  ...  With GTOA: The system pursues to tackle the problem of offloading heavy computation tasks while achieving the tradeoff among energy consumption, time delay and computation cost. A.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.2977467">doi:10.1109/access.2020.2977467</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pb5sa2kpencyta44ic3t2q2jba">fatcat:pb5sa2kpencyta44ic3t2q2jba</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201108113804/https://ieeexplore.ieee.org/ielx7/6287639/8948470/09019691.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/18/b3/18b33477c63078177c7ebe1ad7730d1528c29be3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.2977467"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Improved Response Time and Energy Management for Mobile Cloud Computing Using Computational Offloading

Dr. Jennifer S. Raj
<span title="2020-03-20">2020</span> <i title="Inventive Research Organization"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/scsmfiaerjaltjqhuuy4legei4" style="color: black;">Journal of ISMAC</a> </i> &nbsp;
offloading methods put forth for the mobile cloud computing.  ...  The algorithm proffered is implemented in the MATLAB version 9.1 and the performance is evinced on the basis of the response time, energy consumption and the processing cost.  ...  Where the author Zheng et al [4] elaborates the "stochastic gametheoretic approach for the Dynamic computation offloading for mobile cloud computing" Kumar et al [5] discusses the "Review on task scheduling  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36548/jismac.2020.1.004">doi:10.36548/jismac.2020.1.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ypkbfk6xojhndfhf4qgkd6w54a">fatcat:ypkbfk6xojhndfhf4qgkd6w54a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220226212420/https://www.irojournals.com/iroismac/V2/I1/04.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d4/92/d49202ceae7ab320c3da8ea44d1091931d12304e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36548/jismac.2020.1.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Resource Scheduling in Edge Computing: A Survey [article]

Quyuan Luo, Shihong Hu, Changle Li, Guanghui Li, Weisong Shi
<span title="2021-08-18">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The resource scheduling in edge computing, which is the key to the success of edge computing systems, has attracted increasing research interests.  ...  To shed light on the significance of resource scheduling in real-world scenarios, we discuss several typical application scenarios involved in the research of resource scheduling in edge computing.  ...  Similarly, in [272] , collaborated with edge servers, PVs are employed to execute tasks of MUs with delay constraints.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.08059v1">arXiv:2108.08059v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oo4lepcn3rhdfafefw5lkq2lia">fatcat:oo4lepcn3rhdfafefw5lkq2lia</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210820092207/https://arxiv.org/pdf/2108.08059v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/78/9d/789d3c5329f79680fcd3d32b0d512b7d33bb36b4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.08059v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Energy Efficient Computation Offloading Mechanism in Multi-Server Mobile Edge Computing—An Integer Linear Optimization Approach

Prince Waqas Khan, Khizar Abbas, Hadil Shaiba, Ammar Muthanna, Abdelrahman Abuarqoub, Mashael Khayyat
<span title="2020-06-17">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikdpfme5h5egvnwtvvtjrnntyy" style="color: black;">Electronics</a> </i> &nbsp;
Therefore, the proposed algorithm can trade-off the energy of computational offloading tasks efficiently.  ...  The recent development of energy harvesting (EH) and Mobile Edge Computing (MEC) technologies have been recognized as promising techniques for tackling such challenges.  ...  They solved the problem of placement in mobile edge computing by developing a multi-stage stochastic programming method.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics9061010">doi:10.3390/electronics9061010</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mf6gkk6nxnaz3azis6duczxmo4">fatcat:mf6gkk6nxnaz3azis6duczxmo4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200618023723/https://res.mdpi.com/d_attachment/electronics/electronics-09-01010/article_deploy/electronics-09-01010.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/72/13/72133dc88ab45c03235f05933c222cae61a1e3d0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics9061010"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

TODG: Distributed Task Offloading with Delay Guarantees for Edge Computing [article]

Sheng Yue, Ju Ren, Nan Qiao, Yongmin Zhang, Hongbo Jiang, Yaoxue Zhang, Yuanyuan Yang
<span title="2021-09-23">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
allocate the resources and schedule the offloading tasks with delay guarantees.  ...  Edge computing has been an efficient way to provide prompt and near-data computing services for resource-and-delay sensitive IoT applications via computation offloading.  ...  efficiency and dissatisfaction with edge computing services [4] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.02772v3">arXiv:2101.02772v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rt3zcwoepbahjmjpngnedpwxve">fatcat:rt3zcwoepbahjmjpngnedpwxve</a> </span>
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HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing

Deyin Liu, Xu Chen, Zhi Zhou, Qing Ling
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6j7dh4yjsvfx5frc4vitgjifki" style="color: black;">IEEE Open Journal of the Communications Society</a> </i> &nbsp;
In this paper, we propose HierTrain, a hierarchical edge AI learning framework, which efficiently deploys the DNN training task over the hierarchical MECC architecture.  ...  His research interests include mobile-edge computing, deep learning, and distributed computing.  ...  This makes JALAD advantageous in the low bandwidth condition as the communication time cost is the dominating factor in the overall delay.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojcoms.2020.2994737">doi:10.1109/ojcoms.2020.2994737</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mrmeqddsjrfulinlvqcq4l25ty">fatcat:mrmeqddsjrfulinlvqcq4l25ty</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429065746/https://ieeexplore.ieee.org/ielx7/8782661/8816718/09094236.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f9/47/f9471c93923749bcbf639ebd3ed3a789adb297c8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojcoms.2020.2994737"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Evaluation and Analysis of Traditional Physical Training by Using Mobile Edge Computing and Software-Defined Networking

Wenwen Pan, Jianzhi Wang, Jingsheng Ji, Jianhui Lv
<span title="2021-03-16">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/khqygtfojnby3jyh5obuwd7ko4" style="color: black;">Mobile Information Systems</a> </i> &nbsp;
At first, the physical training data from different mobile devices are migrated into the edge server for computing according to the current condition, in which the game theory is used to complete the task  ...  Then, SDN is responsible for the global scheduling in the centralized control manner, in which the multigranularity scheduling strategy is used to handle the traffic between the SDN controller and edge  ...  Task Offloading between Mobile Device and Edge Computing Server Mathematical Modeling. e task offloading in MEC needs to offload some complex tasks from the mobile devices into the edge computing server  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/5596291">doi:10.1155/2021/5596291</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7rv77id5cneuzbvyqxlkbl4rmi">fatcat:7rv77id5cneuzbvyqxlkbl4rmi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210328151551/https://downloads.hindawi.com/journals/misy/2021/5596291.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b7/8a/b78ab0aae2c4d0cea76764c053c62b4304e6444b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/5596291"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Reinforcement Learning for Security-Aware Workflow Application Scheduling in Mobile Edge Computing

Binbin Huang, Yuanyuan Xiang, Dongjin Yu, Jiaojiao Wang, Zhongjin Li, Shangguang Wang, Xiaolong Xu
<span title="2021-05-25">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/sdme5pnua5auzcsjgqmqefb66m" style="color: black;">Security and Communication Networks</a> </i> &nbsp;
scheduling problem in dynamical mobile edge computing with malicious attacks.  ...  Mobile edge computing as a novel computing paradigm brings remote cloud resource to the edge servers nearby mobile users.  ...  in dynamic mobile edge computing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/5532410">doi:10.1155/2021/5532410</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/enojxldyhfgcrm33tici4kxugy">fatcat:enojxldyhfgcrm33tici4kxugy</a> </span>
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HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing [article]

Deyin Liu and Xu Chen and Zhi Zhou and Qing Ling
<span title="2020-03-22">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose HierTrain, a hierarchical edge AI learning framework, which efficiently deploys the DNN training task over the hierarchical MECC architecture.  ...  To overcome these disadvantages, we consider accelerating the learning process of DNNs on the Mobile-Edge-Cloud Computing (MECC) paradigm.  ...  This makes JALAD advantageous in the low bandwidth condition as the communication time cost is the dominating factor in the overall delay.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2003.09876v1">arXiv:2003.09876v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dubtwbqgdvcy7fcrun32m42lnu">fatcat:dubtwbqgdvcy7fcrun32m42lnu</a> </span>
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Performance Evaluation of Game Theory Based Efficient Task Scheduling For Edge Computing

Dr. Smys S., Dr. Ranganathan G.
<span title="2020-03-25">2020</span> <i title="Inventive Research Organization"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/scsmfiaerjaltjqhuuy4legei4" style="color: black;">Journal of ISMAC</a> </i> &nbsp;
Utilizing the game theory strategy the paper puts forth the a novel multi-tasking scheduling in the edge computing from the user perception developing an algorithm taking into consideration the consistency  ...  To examine the problems faced during the task scheduling when the edge computing is called up by multiple users at time, the paper puts forward the game theory approach.  ...  Bashar et al [11] proposes a "Secure and Cost Efficient Implementation of the Mobile Computing Using Offloading Technique." , Liu et al [12] shows the scheduling in the mobile-edge to minimize further  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36548/jismac.2020.1.005">doi:10.36548/jismac.2020.1.005</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wqex4meu6ngx5ny6qa5gcgmrli">fatcat:wqex4meu6ngx5ny6qa5gcgmrli</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210814024127/https://www.irojournals.com/iroismac/V2/I1/05.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6e/37/6e3768c44d15fa775818f85645739316eec763e4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36548/jismac.2020.1.005"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Towards Mobile Edge Computing: Taxonomy, Challenges, Applications and Future Realms

Junaid Qadir
<span title="2020-10-27">2020</span> <i title="figshare"> figshare.com </i> &nbsp;
The Mobile Edge Computing (MEC) paradigm is one of the effective solutions, which brings the cloud computing services to the proximityof the edge network and leverages the available resources.  ...  However, deploying cloud computing for delay critical applications and reducing the delay in access to the resources are challenging.  ...  The computational task execution delay in mobile edge network (MEN) is reduced in UM-ATA.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6084/m9.figshare.13147607.v1">doi:10.6084/m9.figshare.13147607.v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ni77edahzfhifgqtl22o565ygi">fatcat:ni77edahzfhifgqtl22o565ygi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201030013939/https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/25277657/TowardsMobileEdgeComputingTaxonomyChallengesApplicationsandFutureRealms.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b7/c0/b7c079b5d9594fed8df215c1349cf0299ba51f81.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6084/m9.figshare.13147607.v1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> figshare.com </button> </a>

Towards Mobile Edge Computing: Taxonomy, Challenges, Applications and Future Realms

Junaid Qadir, Beatriz Sainz-De-Abajo, Anwar Khan, Begona Garcia-Zapirain, Isabel De La Torre-Diez, Hasan Mahmood
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
The computational task execution delay in mobile edge network (MEN) is reduced in UM-ATA.  ...  However, to compute the task, it requires a high amount of energy. 12) EEO-MEC The energy efficient-offloading in mobile edge computing (EEO-MEC) with edge-cloud collaboration is presented in [76] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3026938">doi:10.1109/access.2020.3026938</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rfboh327g5flnn3a6ueq5tv44q">fatcat:rfboh327g5flnn3a6ueq5tv44q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200926204047/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09206025.pdf?tp=&amp;arnumber=9206025&amp;isnumber=6514899&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/14/7f/147f32b0e9a91488c3ec042deb5a622439ac4fa3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3026938"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Green-aware Mobile Edge Computing for IoT: Challenges, Solutions and Future Directions [article]

Minxian Xu, Chengxi Gao, Shashikant Ilager, Huaming Wu, Chengzhong Xu, Rajkumar Buyya
<span title="2020-09-08">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Mobile edge computing (MEC) offers an attractive paradigm to handle this challenge.  ...  In this work, we concentrate on the MEC application for IoT and deal with the energy saving objective via offloading workloads between cloud and edge.  ...  Green Offloading with Low Latency SOMEC A Selective Offloading in Mobile Edge Computing approach GreenEdge  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.03598v1">arXiv:2009.03598v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yocrd33c5vfzzi3mltp2rcrpvm">fatcat:yocrd33c5vfzzi3mltp2rcrpvm</a> </span>
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