Title :
Caching over-the-top services, the Netflix case
Author :
Jensen, Stefan A. ; Jensen, Michael ; Gutierrez, Jose M.
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
Abstract :
Over-the-top (OTT) traffic represents around 67% of the downstream Internet data volume during peak periods in the US. OTT content providers have been following the strategy of deploying caching servers within the ISPs´ own networks. This work presents a method for deciding where these caches for OTT services can be conveniently deployed to provide significant traffic offload to ISPs´ back-haul links. The procedure followed is to find suitable caching locations that minimize the maximum link traffic load. The problem is defined and solved as a Link Load Balanced Capacitated Facility Location Problem (LLB-CFL). The solution search processes are implemented based on Genetic Algorithms (GA), designing genetic operators highly targeted towards this specific problem. The proposed methods are applied to a case study focusing on the demand and cache specifications of Netflix, and framed into a real geographical area, the island of Bornholm, Denmark. The results cover a thorough analysis of the cost-fitness trade-off of the search method and an evaluation of both cache and gateway traffic flowing in the network in relation to the solutions found using different network topologies.
Keywords :
Internet; cache storage; content-based retrieval; genetic algorithms; telecommunication traffic; video streaming; Bornholm; Denmark; LLB-CFL; Netflix; OTT content providers; OTT services; cache traffic; caching servers; gateway traffic; genetic algorithm; link load balanced capacitated facility location problem; maximum link traffic load minimization; over-the-top traffic; solution search process; Availability; Conferences; Genetic algorithms; Logic gates; Routing; Sociology; Statistics; Content Delivery Networks; Genetic Algorithm; Local Caching; Over-the-top content;
Conference_Titel :
Computing, Networking and Communications (ICNC), 2015 International Conference on
Conference_Location :
Garden Grove, CA
DOI :
10.1109/ICCNC.2015.7069499