Beyond Edge Caching: Freshness and Popularity Aware IoT Data Caching via NDN at Internet-Scale

被引:36
作者
Amadeo, Marica [1 ,2 ]
Campolo, Claudia [1 ,2 ]
Ruggeri, Giuseppe [1 ,2 ]
Molinaro, Antonella [1 ,2 ,3 ]
机构
[1] Univ Mediterranea Reggio Calabria, CNIT, I-89100 Reggio Di Calabria, Italy
[2] Univ Mediterranea Reggio Calabria, DIIES Dept, I-89100 Reggio Di Calabria, Italy
[3] Univ Paris Saclay, Cent Supelec, L2S, F-91190 Gif Sur Yvette, France
来源
IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING | 2022年 / 6卷 / 01期
关键词
Internet of Things; Wireless sensor networks; Proposals; Cloud computing; Performance evaluation; Sustainable development; Probabilistic logic; Named data networking; information centric networking; caching; edge computing; energy efficiency; TRANSIENT DATA; ALLOCATION; PLACEMENT; SCHEME;
D O I
10.1109/TGCN.2021.3124452
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In-network caching is one of the main pillars of the Named Data Networking (NDN) paradigm, where every Internet router, in the path between data sources and consumers, can cache incoming content packets. Multiple strategies have been designed for caching Internet of Things (IoT) data streamed by resource-constrained devices in edge domains and wireless sensor networks, while the benefits of IoT data caching at Internet-scale, including both edge and core network segments, have not been fully disclosed. In this work, we propose and analyse a novel probabilistic Internet-scale caching design for IoT data, which jointly accounts for the content popularity and lifetime. In the considered scenario, IoT contents are requested by remote consumers and delivered by crossing multiple edge and core network segments of the NDN-based future Internet. The proposal is composed of two distinct reactive caching strategies, a coordinated and an autonomous one, to be implemented in the edge and core domain, respectively. Achieved results show that the proposal outperforms state-of-the-art solutions by providing, among others, the highest cache hit ratio and the shortest number of hops. Such performances testify a lower pressure on energy-constrained devices and on the network infrastructure, overall contributing to the sustainability of the IoT ecosystem.
引用
收藏
页码:352 / 364
页数:13
相关论文
共 54 条
[1]  
Afanasyev A., 2014, Tech. Rep. NDN-0021
[2]  
Amadeo M, 2020, IEEE CONF COMPUT, P610, DOI 10.1109/INFOCOMWKSHPS50562.2020.9162741
[3]   IoT Services Allocation at the Edge via Named Data Networking: From Optimal Bounds to Practical Design [J].
Amadeo, Marica ;
Ruggeri, Giuseppe ;
Campolo, Claudia ;
Molinaro, Antonella .
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2019, 16 (02) :661-674
[4]  
Amadeo M, 2013, IFIP WIREL DAY
[5]   An In-Network Caching Scheme Based on Energy Efficiency for Content-Centric Networks [J].
An, Ying ;
Luo, Xi .
IEEE ACCESS, 2018, 6 :20184-20194
[6]  
[Anonymous], 2015, IEEE INT WORKSHOP LO
[7]  
[Anonymous], 2011, Relatorio tecnico, Telecom ParisTech 2011
[8]  
[Anonymous], 2015, Technical Report
[9]   ELC: Edge Linked Caching for content updating in information-centric Internet of Things [J].
Asmat, Hamid ;
Din, Ikram Ud ;
Ullah, Fasee ;
Talha, Muhammad ;
Khan, Murad ;
Guizani, Mohsen .
COMPUTER COMMUNICATIONS, 2020, 156 :174-182
[10]   Internet of Things data analytics for parking availability prediction and guidance [J].
Atif, Yacine ;
Kharrazi, Sogol ;
Ding Jianguo ;
Andler, Sten F. .
TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2020, 31 (05)