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The Role of Caching in Future Communication Systems and Networks
[article]
2018
arXiv
pre-print
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This paper has the following ambitious goal: to convince the reader that content caching is an exciting research topic for the future communication systems and networks. ...
Novel caching techniques promise to push the network performance to unprecedented limits, but also pose significant technical challenges. ...
The authors would like to acknowledge the excellent work of all reviewers who participated in this double JSAC Issue; and the great support they received from Max Henrique Machado Costa, JSAC Senior Editor ...
arXiv:1805.11721v1
fatcat:ohyzazkcofh7pe7ifhmaynjl5i
The Role of Caching in Future Communication Systems and Networks
2018
IEEE Journal on Selected Areas in Communications
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This paper has the following ambitious goal: to convince the reader that content caching is an exciting research topic for the future communication systems and networks. ...
Novel caching techniques promise to push the network performance to unprecedented limits, but also pose significant technical challenges. ...
The authors would like to acknowledge the excellent work of all reviewers who participated in this double JSAC Issue; and the great support they received from Max Henrique Machado Costa, JSAC Senior Editor ...
doi:10.1109/jsac.2018.2844939
fatcat:plpdir5xv5c35d5wdnbpgiz3ai
Caching at the wireless edge: design aspects, challenges, and future directions
2016
IEEE Communications Magazine
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We then discuss the two aspects of caching systems, namely content placement and delivery. ...
Caching at the wireless edge is a promising way of boosting spectral efficiency and reducing energy consumption of wireless systems. ...
They then discuss the two aspects of caching systems, content placement and delivery. ...
doi:10.1109/mcom.2016.7565183
fatcat:lg6hxjjko5cffc5objvqtdpsry
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey
[article]
2020
arXiv
pre-print
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However, such estimates should not be mapped to an edge network with particular social and geographic characteristics. ...
, and optimize cache placement and replacement strategies provided a set of constraints and predictions about the state of the network. ...
Cache placement can also be federated and collaborated among MNOs to reduce redundancy [107] . ...
arXiv:2006.16864v4
fatcat:fwayzkv5vrghzayqxq5sgfyh2u
A Comprehensive Review on Edge Caching from the Perspective of Total Process: Placement, Policy and Delivery
2021
Sensors
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caching placement optimization, policy design, to the content delivery process. ...
The main purpose of edge caching is to place popular content that users need at the edge of the network, borrow free space to reduce user waiting time, and lighten the network load by reducing the amount ...
In order to minimize the overhead of collaborative caching, Jiang et al. [65] used Femto BSs to collaborate with users for content caching and delivery. ...
doi:10.3390/s21155033
fatcat:fdtipxzm6rg4fckn5gfqvfpj2i
Wireless caching: technical misconceptions and business barriers
2016
IEEE Communications Magazine
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In this article we discuss several technical misconceptions with the aim to uncover enabling research directions for caching in wireless systems. ...
Caching is a hot research topic and poised to develop into a key technology for the upcoming 5G wireless networks. ...
What are the prospects of the required collaboration among the stakeholders? ...
doi:10.1109/mcom.2016.7537172
fatcat:soowuqbjgrh2nmtpyjgh4h6fye
Video Caching, Analytics and Delivery at the Wireless Edge: A Survey and Future Directions
2020
IEEE Communications Surveys and Tutorials
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., live content sharing, gaming, and augmented reality) have leveraged edge-C3 in diverse scenarios involving video streaming in both the downlink and the uplink. ...
To this aim, edge caching, computing, and communication (edge-C3) have emerged to bring network resources (i.e., bandwidth, storage, and computing) closer to end users. ...
However, methods leveraging LRU/LFU can result in poor performance in wireless edge caching scenarios because UEs may be associated with different base stations at different time periods (e.g., due to ...
doi:10.1109/comst.2020.3035427
fatcat:ialgflav5nao3fwptbmyvtfhpa
Edge Caching Based on Collaborative Filtering for Heterogeneous ICN-IoT Applications
2021
Sensors
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This collaborative filtering-based content caching strategy would intelligently cache content on edge nodes for traffic management at cloud databases. ...
In this paper, we propose an enhanced ICN-IoT content caching strategy by enabling artificial intelligence (AI)-based collaborative filtering within the edge cloud to support heterogeneous IoT architecture ...
Proposed Framework The AI-enabled content placement and caching among edge nodes to support heterogeneous IoT applications is proposed using collaborative filtering technique. ...
doi:10.3390/s21165491
fatcat:6gysgdfft5a7vecbkvjyheazjy
A Survey on Caching in Mobile Edge Computing
2021
Wireless Communications and Mobile Computing
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In this paper, we intend to begin with reviews on edge caching. First, we make a detailed overview of mobile edge caching. ...
To effectively address the record-breaking growth of data traffic, we also have to come up with new caching mechanisms in coping with users' demanding QoE along with other aspects, such as data privacy ...
content placement. ...
doi:10.1155/2021/5565648
fatcat:zjs3yrgccba5vdpdtd2gwr2wcu
The Application of Graph Neural Network Based on Edge Computing in English Teaching Mode Reform
2022
Wireless Communications and Mobile Computing
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In the experiment, the LFU-LRU joint cache placement strategy used in this article has a cache hit rate of up to 99%. ...
from cloud to edge of the network closer to users. ...
Edge computing can quickly obtain user browsing data and cache the recommended content for the next time period locally. ...
doi:10.1155/2022/2611923
fatcat:knlt6n2e3jhbtagjsk2fgq2vby
A Survey on Reinforcement Learning-Aided Caching in Heterogeneous Mobile Edge Networks
2022
IEEE Access
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An efficient technique to alleviate this issue is to bring the data closer to the users by exploiting cache-aided edge nodes, such as fixed and mobile access points, and even user devices. ...
INDEX TERMS 6G, edge caching, heterogeneous networks, machine learning, mobile edge networks, reinforcement learning. ...
In cooperative caching multi-agent learning, edge nodes determine their caching policies and collaborate with neighboring nodes to optimize content placement at a system level. ...
doi:10.1109/access.2022.3140719
fatcat:565r4jxrinfxtpgvuc5xfvxmle
A Survey on Mobile Edge Computing for Video Streaming: Opportunities and Challenges
[article]
2022
arXiv
pre-print
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To meet the latency requirements and avoid the end-to-end communication with remote cloud data centers, MEC allows to store and process video content (e.g., caching, transcoding, pre-processing) at the ...
Mobile Edge Computing (MEC) is an emerging paradigm that extends cloud computing capabilities to the edge of the network i.e., at the base station level. ...
The D2D devices collaborate with each other to share their computation resources controlled by the base station (associated edge server). ...
arXiv:2209.05761v1
fatcat:4kypwtf3ojfebiydfmtxqk4pzi
Modifying NFD for NDN Experimentation: A Review
2020
figshare.com
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In this paper, we present how community researches have experimented and modified NFD to enable experimentation with NDN in different cases and applications. ...
In [24] , normal users take more time to obtain contents due to the attack. There are some countermeasures against cache pollution attack in NDN, but most of them focus on full content names. ...
[33] present a peer-to-peer application for live streaming of video content encoded at multiple bit rates. ...
doi:10.6084/m9.figshare.12948767.v1
fatcat:tk6ozvaxffcexkajd7i53yzovq
A Comprehensive Study of Caching Effects on Fog Computing Performance
2021
Asian Journal of Research in Computer Science
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The fog's main task is to access the data generated by the IoT devices near the edge. ...
Fog computing enables sufficient management for the services and resources by keeping the devices closer to the network edge. ...
Research [3] The issue of online content placement with undetermined content popularity was investigated. ...
doi:10.9734/ajrcos/2021/v10i430246
fatcat:fcf2vyeoabcv7kgoqas4cgtpfq
A Survey on Mobility Management for MEC-enabled Systems
2019
Zenodo
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Mobile Edge Computing (MEC) is a new network architecture concept. ...
Aiming to mitigate the root cause of latency as well as long distance between devices and central cloud, MEC brings the computation and storage resources as close as possible to end devices. ...
The authors alone are responsible for the content of the paper. ...
doi:10.5281/zenodo.4424864
fatcat:rxzahhhm4jc7rkobttchnosj3y
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