基于 FIB 表信息的命名数据网络中新的缓存替换策略

IF 1.7 4区 计算机科学 Q3 TELECOMMUNICATIONS Telecommunication Systems Pub Date : 2024-04-16 DOI:10.1007/s11235-024-01140-7
Mehran Hosseinzadeh, Neda Moghim, Samira Taheri, Nasrin Gholami
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引用次数: 0

摘要

命名数据网络(NDN)是为互联网提出的一种以信息为中心的架构。路由器缓存中的内容存储在 NDN 中发挥着重要作用。当路由器的缓存已满时,缓存替换策略将决定哪些内容应被丢弃,以存储新的内容。本文提出了一种新的缓存替换策略,称为 "丢弃快速检索内容(DFRC)"。在 DFRC 中,使用 FIB 表信息评估内容的检索时间,检索时间较短的内容将获得更多的丢弃优先权。在计算丢弃优先级时,还使用了影响权重,将检索等级和陈旧参数都考虑在内。该权重可调整这两个参数对丢弃优先级的相对影响。检索等级反映了内容的检索时间,而陈旧参数则表示内容的受欢迎程度。强化学习方法用于根据网络状况动态计算合适的权重。仿真结果表明,与最近最少使用算法、信息中心网络优化缓存替换算法、高效流行感知概率缓存算法和最短往返时间相比,DFRC 提高了命中率和往返时间。
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A new cache replacement policy in named data network based on FIB table information

Named Data Network (NDN) is proposed for the Internet as an information-centric architecture. Content storing in the router’s cache plays a significant role in NDN. When a router’s cache becomes full, a cache replacement policy determines which content should be discarded for the new content storage. This paper proposes a new cache replacement policy called Discard of Fast Retrievable Content (DFRC). In DFRC, the retrieval time of the content is evaluated using the FIB table information, and the content with less retrieval time receives more discard priority. An impact weight is also used to involve both the grade of retrieval and stale parameters in the discard priority calculation. This weight adjusts the relative impact of these two parameters on the discard priority. The grade of retrieval reflects the content’s retrieval time, and the stale parameter indicates its popularity. The reinforcement Learning method is used to calculate the suitable weight dynamically and based on the network condition. Simulation results show that DFRC improves hit rate and round-trip time compared to Least Recently Used, Optimized Cache Replacement algorithm for Information-Centric Networks, Efficient Popularity-aware Probabilistic Caching, and Shortest Round-Trip Time.

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来源期刊
Telecommunication Systems
Telecommunication Systems 工程技术-电信学
CiteScore
5.40
自引率
8.00%
发文量
105
审稿时长
6.0 months
期刊介绍: Telecommunication Systems is a journal covering all aspects of modeling, analysis, design and management of telecommunication systems. The journal publishes high quality articles dealing with the use of analytic and quantitative tools for the modeling, analysis, design and management of telecommunication systems covering: Performance Evaluation of Wide Area and Local Networks; Network Interconnection; Wire, wireless, Adhoc, mobile networks; Impact of New Services (economic and organizational impact); Fiberoptics and photonic switching; DSL, ADSL, cable TV and their impact; Design and Analysis Issues in Metropolitan Area Networks; Networking Protocols; Dynamics and Capacity Expansion of Telecommunication Systems; Multimedia Based Systems, Their Design Configuration and Impact; Configuration of Distributed Systems; Pricing for Networking and Telecommunication Services; Performance Analysis of Local Area Networks; Distributed Group Decision Support Systems; Configuring Telecommunication Systems with Reliability and Availability; Cost Benefit Analysis and Economic Impact of Telecommunication Systems; Standardization and Regulatory Issues; Security, Privacy and Encryption in Telecommunication Systems; Cellular, Mobile and Satellite Based Systems.
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