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A Novel Distribution Service Policy for Crowdsourced Live Streaming in Cloud Platform
- Source :
- IEEE Transactions on Network and Service Management. 15:679-692
- Publication Year :
- 2018
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2018.
-
Abstract
- Dynamic requests of viewers from sparse and dispersed locations for crowdsourced-live-streaming (CSLS) service make current cloud service providers (CSPs) inadequate to provide sufficient quality of experience (QoE). To solve this issue, we propose a multi-CDN-assisted-CSLS (MCACLS) architecture, a novel cloud architecture complemented by multiple content delivery networks (Multi-CDNs). MCACLS architecture can enhance a CSP’s capacity of video distribution service and improve the quality of CSLS service for end-users while reducing the overall operational cost. MCACLS adaptively adjusts resources between a CSP and its leased CDN service in a fine granularity to deal with the volatility of user requests. However, scheduling resources cost-effectively in response to user requests from different regions is a critical issue that must be addressed. We formulate the above problem into a constrained stochastic optimization problem and propose an algorithm based on the Nash bargaining solution. Our proposed algorithm makes tradeoff between QoE of users and the overall operational cost for CSPs. Illustrative studies validate the advantages of MCACLS and show that it is more cost-effective, reducing the overall operational cost by up to 15% compared with other alternatives while achieving sufficient QoE for viewers.
- Subjects :
- Bargaining problem
Computer Networks and Communications
Computer science
business.industry
Distributed computing
020206 networking & telecommunications
Cloud computing
02 engineering and technology
Service policy
Scheduling (computing)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Stochastic optimization
Granularity
Quality of experience
Electrical and Electronic Engineering
Architecture
business
Subjects
Details
- ISSN :
- 19324537
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Network and Service Management
- Accession number :
- edsair.doi...........9efdaca1e24ebf09ba180a11ffe5cdaa
- Full Text :
- https://doi.org/10.1109/tnsm.2018.2800751