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Network Efficient Resource Management
for Mobile Video Streaming
based on Quality of Experience
Ali Yavari, Pietro Lungaro and Zary Segall
yavari@kth.se
Mobile Data Traffic Increase
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 2
Internet Traffic Volume
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 3
Problem Statement
• How to keep equal or higher quality of experience without
sustaining the increased deployment costs needed to meet future
traffic demand?
- Deploy more infrastructure
- The cost for operators and end-user is proportional to the access port
deployed
- How can we deliver high QoE without dramatically increasing new costs
- Increase the user quality of experience in a shared and limited resource
wireless networks
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 4
Architecture
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 5
Test Bed
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 6
Experiments
• Cases
- High Quality
- QoE-aware
- Interruption
- Distributed Interruption
• Approaches
- Single User
- Multi User
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 7
Experiments
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 8
• Content
- Provider: YouTube
- Video ID: W6tB8Lf7YoU
- Quality: 1080p, 720p, 480p, 320p, 240p
- Duration: 291 Seconds
- File Size: 130569570 Bytes
• Problem Detection
QoE Model
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 9
Result
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 10
Result Cont’d
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 11
Conclusion and Future Work
• QoE-aware resource management scheme has the potential to
improve the quality of experience (QoE) for the video streaming
services as the highest traffic share in the current mobile
networks.
• The QoE model in this paper considered only both total duration of
video stream interruption during the playback and the served
video resolution.
9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 12

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Network Efficient Resource Management for Mobile Video Streaming

  • 1. Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience Ali Yavari, Pietro Lungaro and Zary Segall yavari@kth.se
  • 2. Mobile Data Traffic Increase 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 2
  • 3. Internet Traffic Volume 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 3
  • 4. Problem Statement • How to keep equal or higher quality of experience without sustaining the increased deployment costs needed to meet future traffic demand? - Deploy more infrastructure - The cost for operators and end-user is proportional to the access port deployed - How can we deliver high QoE without dramatically increasing new costs - Increase the user quality of experience in a shared and limited resource wireless networks 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 4
  • 5. Architecture 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 5
  • 6. Test Bed 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 6
  • 7. Experiments • Cases - High Quality - QoE-aware - Interruption - Distributed Interruption • Approaches - Single User - Multi User 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 7
  • 8. Experiments 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 8 • Content - Provider: YouTube - Video ID: W6tB8Lf7YoU - Quality: 1080p, 720p, 480p, 320p, 240p - Duration: 291 Seconds - File Size: 130569570 Bytes • Problem Detection
  • 9. QoE Model 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 9
  • 10. Result 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 10
  • 11. Result Cont’d 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 11
  • 12. Conclusion and Future Work • QoE-aware resource management scheme has the potential to improve the quality of experience (QoE) for the video streaming services as the highest traffic share in the current mobile networks. • The QoE model in this paper considered only both total duration of video stream interruption during the playback and the served video resolution. 9/30/2015 Network Efficient Resource Management for Mobile Video Streaming based on Quality of Experience - ICTC 2013 12