Title
An adaptive cache management approach in ICN with pre-filter queues
Abstract
In Information-Centric Networking (ICN), transmission does not depend on the ends of communication, but on the content itself. In-network cache plays an important role in ICN, it empowers nodes in ICN better mobility. It also shortens serving path, lightens load of server, reduces traffic and time delay, its efficiency seriously affects performance of entire network, and thus cache management in ICN draws much attention of researchers recently. Although there are a lot approaches have been proposed, a cache management scheme with better adaptability and less cost remains to be studied. To this end, we propose State-value-and-Cache-rate-Method (SCMethod) to manage cache resources in ICN, which comprises cache deployment policy and cache replacement policy. In cache level, we add pre-filter queues in front of cache queue to filter out popular content to store in cache. In the perspective of node, according to factors that node’s state and relative location on data forwarding path, we define node state and cache rate to select nodes with maximum of state value or minimum cache rate to cache content, and effectively mitigate data redundancy. In order to increase dynamics and adaptive of system for mobility of nodes, we employ cache hit ratio as feedback to dynamically adjust the number of pre-filter queues in every node. With pre-filter queues, we improve Least Recently Used (LRU) cache replacement method. We conduct extensive experiments in simulator Icarus (Saino et al., 2014) with both tree topology and realistic internet topologies, define four metrics to quantitatively evaluate performance of SCMethod and verify its efficacy of reducing latency and load. Simulation results demonstrate that SCMethod we proposed outperform several classic cache schemes of ICN.
Year
DOI
Venue
2020
10.1016/j.comcom.2020.01.062
Computer Communications
Keywords
Field
DocType
Information-centric networking,Cache system,Mobility,Adaptability
Adaptability,Internet topology,Computer science,Cache,Latency (engineering),Queue,Computer network,Cache algorithms,Network topology,Data redundancy
Journal
Volume
ISSN
Citations 
153
0140-3664
0
PageRank 
References 
Authors
0.34
0
6
Name
Order
Citations
PageRank
Dapeng Man12910.54
Qi Lu200.34
Yao Wang300.34
Wu Yang4114.22
X. Du52320241.73
Mohsen Guizani66456557.44