TY - GEN
T1 - Poster
T2 - 25th IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks, WoWMoM 2024
AU - Sharifi, Ferdous
AU - Lee, Young Choon
AU - Hessabi, Shaahin
PY - 2024
Y1 - 2024
N2 - Efficient content caching is crucial for video streaming services, enhancing user experience and conserving network bandwidth. While traditional Content Delivery Networks (CDNs) address this need to a certain extent, fog computing is emerging as a complementary solution. In particular, this new computing paradigm utilizes nodes positioned between users and the cloud continuum (fog nodes). However, the limited capacity of fog nodes poses a challenge. Previous studies have addressed this challenge by focusing on cooperative caching, considering factors like popularity and user location, yet often overlooked the shared use of fog node storage by multiple content providers (MCPs). This paper introduces CCoFog Caching (CCo-Fog), a cluster-based cooperative content caching strategy that allocates fog node storage capacity among content providers using user clustering and the multi-tier feature of fog networks. It also proposes a content placement algorithm that considers popularity to determine the number of content copies in the network. Evaluation with real-world data shows that CCo-Fog significantly improves latency by 54% and hit ratio by 1|6% compared to existing strategies.
AB - Efficient content caching is crucial for video streaming services, enhancing user experience and conserving network bandwidth. While traditional Content Delivery Networks (CDNs) address this need to a certain extent, fog computing is emerging as a complementary solution. In particular, this new computing paradigm utilizes nodes positioned between users and the cloud continuum (fog nodes). However, the limited capacity of fog nodes poses a challenge. Previous studies have addressed this challenge by focusing on cooperative caching, considering factors like popularity and user location, yet often overlooked the shared use of fog node storage by multiple content providers (MCPs). This paper introduces CCoFog Caching (CCo-Fog), a cluster-based cooperative content caching strategy that allocates fog node storage capacity among content providers using user clustering and the multi-tier feature of fog networks. It also proposes a content placement algorithm that considers popularity to determine the number of content copies in the network. Evaluation with real-world data shows that CCo-Fog significantly improves latency by 54% and hit ratio by 1|6% compared to existing strategies.
UR - https://www.scopus.com/pages/publications/85198907184
U2 - 10.1109/WoWMoM60985.2024.00053
DO - 10.1109/WoWMoM60985.2024.00053
M3 - Conference proceeding contribution
AN - SCOPUS:85198907184
SN - 9798350394672
SP - 295
EP - 297
BT - 2024 IEEE 25th International Symposium on a World of Wireless, Mobile and Multimedia Networks WoWMoM 2024
PB - Institute of Electrical and Electronics Engineers (IEEE)
CY - Piscataway, NJ
Y2 - 4 June 2024 through 7 June 2024
ER -