A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking

Named data networking (NDN) aims to change the traditional content delivery method and caching by router nodes caching and participating in forwarding. NDN-caching can reduce the expected flood of global data traffic by providing cache storage at intermediate nodes for transmitted content objects, m...

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Main Authors: Yiqi Gui, Yongkang Chen
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9395570/
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spelling doaj-d16d0c4ac92142a1a5f01655029c22602021-04-16T23:00:50ZengIEEEIEEE Access2169-35362021-01-019562405625210.1109/ACCESS.2021.30714279395570A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data NetworkingYiqi Gui0https://orcid.org/0000-0001-8860-800XYongkang Chen1https://orcid.org/0000-0003-4518-7043College of Information Engineering, Yangzhou University, Yangzhou, ChinaCollege of Information Engineering, Yangzhou University, Yangzhou, ChinaNamed data networking (NDN) aims to change the traditional content delivery method and caching by router nodes caching and participating in forwarding. NDN-caching can reduce the expected flood of global data traffic by providing cache storage at intermediate nodes for transmitted content objects, making data broadcasting in an efficient way. In this paper, a novel caching strategy based on entropy weighting method and TOPSIS is proposed for efficient content dissemination to improve NDN’s in-network caching performance. Firstly, the consumer’s request process is modeled by the entropy weighting method and TOPSIS to obtain the best cache node for the cache object according to the real-time status of the node. Secondly, two cache replacement algorithms (composed of an active cache replacement algorithm and a passive cache replacement algorithm) are proposed to reduce the cache redundancy on the delivery path and improve the utilization of data packets in the nodes. Finally, an effective cache mechanism and data packet migration scheme are proposed to further improve the cache performance according to the different types of cache nodes. The performance evaluation shows that the proposed scheme performs better in terms of cache hit rate, latency, and link load compared with some existing strategies.https://ieeexplore.ieee.org/document/9395570/Information-centric networking (ICN)named data networking (NDN)TOPSISin-network cachingon-path caching
collection DOAJ
language English
format Article
sources DOAJ
author Yiqi Gui
Yongkang Chen
spellingShingle Yiqi Gui
Yongkang Chen
A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
IEEE Access
Information-centric networking (ICN)
named data networking (NDN)
TOPSIS
in-network caching
on-path caching
author_facet Yiqi Gui
Yongkang Chen
author_sort Yiqi Gui
title A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
title_short A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
title_full A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
title_fullStr A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
title_full_unstemmed A Cache Placement Strategy Based on Entropy Weighting Method and TOPSIS in Named Data Networking
title_sort cache placement strategy based on entropy weighting method and topsis in named data networking
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Named data networking (NDN) aims to change the traditional content delivery method and caching by router nodes caching and participating in forwarding. NDN-caching can reduce the expected flood of global data traffic by providing cache storage at intermediate nodes for transmitted content objects, making data broadcasting in an efficient way. In this paper, a novel caching strategy based on entropy weighting method and TOPSIS is proposed for efficient content dissemination to improve NDN’s in-network caching performance. Firstly, the consumer’s request process is modeled by the entropy weighting method and TOPSIS to obtain the best cache node for the cache object according to the real-time status of the node. Secondly, two cache replacement algorithms (composed of an active cache replacement algorithm and a passive cache replacement algorithm) are proposed to reduce the cache redundancy on the delivery path and improve the utilization of data packets in the nodes. Finally, an effective cache mechanism and data packet migration scheme are proposed to further improve the cache performance according to the different types of cache nodes. The performance evaluation shows that the proposed scheme performs better in terms of cache hit rate, latency, and link load compared with some existing strategies.
topic Information-centric networking (ICN)
named data networking (NDN)
TOPSIS
in-network caching
on-path caching
url https://ieeexplore.ieee.org/document/9395570/
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