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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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/ |
work_keys_str_mv |
AT yiqigui acacheplacementstrategybasedonentropyweightingmethodandtopsisinnameddatanetworking AT yongkangchen acacheplacementstrategybasedonentropyweightingmethodandtopsisinnameddatanetworking AT yiqigui cacheplacementstrategybasedonentropyweightingmethodandtopsisinnameddatanetworking AT yongkangchen cacheplacementstrategybasedonentropyweightingmethodandtopsisinnameddatanetworking |
_version_ |
1721524395552276480 |