دورية أكاديمية

PPCS: A Progressive Popularity-Aware Caching Scheme for Edge-Based Cache Redundancy Avoidance in Information-Centric Networks

التفاصيل البيبلوغرافية
العنوان: PPCS: A Progressive Popularity-Aware Caching Scheme for Edge-Based Cache Redundancy Avoidance in Information-Centric Networks
المؤلفون: Nguyen, Liu, Pan, Benkacem, Tsuda, Taleb, Shimamoto, Sato
المصدر: Sensors; Volume 19; Issue 3; Pages: 694
بيانات النشر: Multidisciplinary Digital Publishing Institute
سنة النشر: 2019
المجموعة: MDPI Open Access Publishing
مصطلحات موضوعية: information-centric networking (ICN), cache redundancy, caching policies, cache optimization, edge computing, named-data networking (NDN), Future Internet (FI), network design
الوصف: This article proposes a novel chunk-based caching scheme known as the Progressive Popularity-Aware Caching Scheme (PPCS) to improve content availability and eliminate the cache redundancy issue of Information-Centric Networking (ICN). Particularly, the proposal considers both entire-object caching and partial-progressive caching for popular and non-popular content objects, respectively. In the case that the content is not popular enough, PPCS first caches initial chunks of the content at the edge node and then progressively continues caching subsequent chunks at upstream Content Nodes (CNs) along the delivery path over time, according to the content popularity and each CN position. Therefore, PPCS efficiently avoids wasting cache space for storing on-path content duplicates and improves cache diversity by allowing no more than one replica of a specified content to be cached. To enable a complete ICN caching solution for communication networks, we also propose an autonomous replacement policy to optimize the cache utilization by maximizing the utility of each CN from caching content items. By simulation, we show that PPCS, utilizing edge-computing for the joint optimization of caching decision and replacement policies, considerably outperforms relevant existing ICN caching strategies in terms of latency (number of hops), cache redundancy, and content availability (hit rate), especially when the CN’s cache size is small.
نوع الوثيقة: text
وصف الملف: application/pdf
اللغة: English
العلاقة: Internet of Things; https://dx.doi.org/10.3390/s19030694Test
DOI: 10.3390/s19030694
الإتاحة: https://doi.org/10.3390/s19030694Test
حقوق: https://creativecommons.org/licenses/by/4.0Test/
رقم الانضمام: edsbas.34E10E98
قاعدة البيانات: BASE