SoftCaching: A framework for caching node selection and routing in Software-Defined Information Centric Internet of Things

计算机科学 计算机网络 隐藏物 节点(物理) 软件定义的网络 互联网 供应 布线(电子设计自动化) 分布式计算 结构工程 工程类 万维网
作者
Wajid Rafique,Abdelhakim Hafid,Soumaya Cherkaoui
出处
期刊:Computer Networks [Elsevier]
卷期号:235: 109966-109966 被引量:4
标识
DOI:10.1016/j.comnet.2023.109966
摘要

A considerable demand for Internet of Things (IoT) services is causing exponential growth in Internet traffic. Software-Defined Networking (SDN) and Information-Centric Networking (ICN) are complementary technologies for IoT services provisioning that reduce network traffic and service provisioning delays by caching content at intermediate nodes in the network. Existing research on Software-Defined Information-Centric Networking (SDICN) for IoT service provisioning suffers from two major challenges: (a) optimal caching node selection and (b) optimal path computation from content consumers to caching nodes based on end-to-end delay and link utilization constraints. We propose a SoftCaching framework that optimizes caching node selection for content publishers and computes the optimal routing path to caching nodes for content consumers. It computes optimal locations for caching nodes and finds optimal routing paths for IoT services to access cached content. SoftCaching analyzes network traffic on all nodes in the network and collects traffic metrics. It estimates the best possible caching nodes by using Waypoint Enforcement (WPE) and solving the traffic matrix using Singular Value Decomposition (SVD) and QR Factorization. WPE and SVD-based QR factorization provide optimal locations to cache the content for IoT services. Subsequently, SoftCaching uses a constraint-based shortest path algorithm to compute the optimal routing path from content consumers to caching nodes. We make sure that the caching node and the routing path selection follow delay and link utilization constraints. We perform extensive experiments for evaluation, and the results show that SoftCaching outperforms state-of-the-art caching schemes in terms of delay, link load, hop count, path stretch, and energy consumption metrics.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
errui完成签到,获得积分10
1秒前
1秒前
2秒前
2秒前
3秒前
3秒前
高高发布了新的文献求助10
3秒前
大模型应助wrf采纳,获得10
4秒前
charint应助崔双艳采纳,获得20
4秒前
万跑跑发布了新的文献求助10
4秒前
小蘑菇应助Schmidt采纳,获得30
5秒前
单薄不惜发布了新的文献求助10
6秒前
6秒前
6秒前
6秒前
6秒前
7秒前
易怀亮发布了新的文献求助10
8秒前
陆瑾发布了新的文献求助10
8秒前
8秒前
Hello应助玩命的易绿采纳,获得10
8秒前
王月半发布了新的文献求助30
9秒前
9秒前
10秒前
沉静的清涟完成签到,获得积分10
10秒前
852应助南风似潇采纳,获得10
10秒前
昀松完成签到,获得积分10
10秒前
davincimmk完成签到,获得积分10
10秒前
123123发布了新的文献求助10
10秒前
握不住的沙完成签到,获得积分10
10秒前
111发布了新的文献求助10
11秒前
zzp完成签到,获得积分10
11秒前
11秒前
11秒前
小马甲应助鹿鹿采纳,获得10
12秒前
科研不通发布了新的文献求助10
12秒前
Jasper应助21采纳,获得10
13秒前
13秒前
oudian发布了新的文献求助10
14秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Handbook of pharmaceutical excipients, Ninth edition 5000
Aerospace Standards Index - 2026 ASIN2026 3000
Digital Twins of Advanced Materials Processing 2000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6040539
求助须知:如何正确求助?哪些是违规求助? 7776530
关于积分的说明 16231049
捐赠科研通 5186584
什么是DOI,文献DOI怎么找? 2775455
邀请新用户注册赠送积分活动 1758546
关于科研通互助平台的介绍 1642192