Skip to main content
SpringerLink
Log in
Book cover

Advances in Big Data and Cloud Computing pp 169–184Cite as

A Multimedia Cloud Framework to Guarantee Quality of Experience (QoE) in Live Streaming

  • Conference paper
  • First Online:

  • 1280 Accesses

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 645))

Abstract

Cloud multimedia streaming is an evolving technology to meet intensive bandwidth that is required by conventional multimedia to stream live events. Managing device heterogeneity is critical and affects user experience drastically. Response time and bandwidth are other issues to be focused on. The streaming services involve both desktop users and mobile users. High-definition live streaming video applications are quite challenging when considering mobile devices due to their restrained handling capability and bandwidth-constrained network connectivity. To meet up with the problem of resource allocation, bandwidth allocation, fault tolerance and at the same time to guarantee the desired level of Quality of Experience (QoE) to the end users an entire framework is proposed with novel algorithms for all the above addressed issues. The resource allocation performed at the cloud-end needs to be a dynamic process. The proposed framework incorporates the novel Guess Fit algorithm to provision virtual machines dynamically based on the priority scores calculated using probabilities as a result of the combined Naive Bayes algorithm with association rule mining. The score takes into account the hit ratios and the penalty values. The proposed Guess Fit Algorithm is found to perform better than the existing Fit algorithms.

This is a preview of subscription content, log in via an institution.

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  1. Mehdi, S., Seyfabad, B., Akbari, D.: CAC-live: centralized assisted cloud p2p live streaming. In: Proceedings of the Twenty Second Iranian Conference on Electrical Engineering, Tehran, Iran, pp. 908–913 (2014)

    Google Scholar 

  2. He, J., Wen, Y., Huang, J., Wu, D.: On the cost–QoE tradeoff for cloud-based video streaming under Amazon EC2’s pricing models. IEEE Trans. Circuits Syst. Video Technol. 24(4), 669–680 (2013)

    Article  Google Scholar 

  3. Kliazovich, D., Bouvry, P., Khan, S.U.: Greencloud: a packet-level simulator of energy—aware cloud computing data centers. In: Proceedings of IEEE conference on global telecommunications, Austin, USA, pp. 1–5 (2010)

    Google Scholar 

  4. Niyato, D., Hossain, E.: Integration of WiMAX and WiFi: Optimal pricing for bandwidth sharing. IEEE Commun. Mag. 45(5), 140–146 (2007)

    Article  Google Scholar 

  5. Ghamkhari, M., Mohsenian-Rad, H.: Energy and performance management of green data centers: a profit maximization approach. IEEE Trans. Smart Grid 4(2), 1017–1025 (2013)

    Article  Google Scholar 

  6. Fajardo, J. O., Taboada, I., Liberal, F.: QoE -driven and network-aware adaptation capabilities in mobile multimedia applications. Elsevier Mutimed. Tools Appl. J. 70(1), 311–332 (2014)

    Article  Google Scholar 

  7. Lai, C.-F., Wang, H., Chao, H.-C., Nan, G.: A network and device aware QoS approach for cloud-based mobile streaming. IEEE Trans. Multimed. 15(4), 134–143 (2013)

    Article  Google Scholar 

  8. Baldesi, L., Maccari, L., Cigno, L.: Improving p2p streaming in community-lab through local strategies. In: Proceedings of the Tenth IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, Lyon, France, pp. 33–39 (2014)

    Google Scholar 

  9. Chen, F., Zhang, C., Wang, F., Liu, J., Wang, X., Liu, Y.: Cloud-assisted live streaming for crowdsourced multimedia content. IEEE Trans. Multimed. 17(9), 176–183 (2015)

    Google Scholar 

  10. Bellavista, P., Reale, A., Corradi, A., Koutalas, S.: Adaptive fault-tolerance for dynamic resource provisioning in distributed stream processing systems. In: Proceedings of International Conference on Extended Database Technology, Brussels, Belgium, pp. 327–334 (2014)

    Google Scholar 

  11. Sun, B.-J., Wu, K.-J.: Research on cloud computing application in the peer-to-peer based video-on-demand systems. In: Proceeding of IEEE 3rd International Workshop on Intelligent Systems and Applications (ISA), Wuhan, China, pp. 1–4 (2011)

    Google Scholar 

  12. Chang, H. Y., Shih, Y. Y., Lin, Y. W.: CloudPP: a novel cloud-based p2p live video streaming platform with svc technology. In: Proceedings of the Eight International Conference on Computing Technology and Information Management, Seoul, Korea, pp. 64–68

    Google Scholar 

  13. Palmieri, F., Fiore, U., Ricciardi, S., Castiglione, A.: GRASP-based resource re-optimization for effective big data access in federated clouds. Elsevier J. Futur. Gener. Comput. Syst. 64(1), 168–179 (2015)

    Google Scholar 

  14. Wang, F., Liu, J., Chen, M., Wang, H.: Migration towards cloud-assisted live media streaming. IEEE/ACM Trans. Netw. 2(99), 1–9 (2015)

    Google Scholar 

  15. Aggarwal, V., Gopalakrishnan, V., Jana, R., Ramakrishnan, K.K.: Optimizing cloud resources for delivering IPTV services through virtualization. IEEE Trans. Multimedia. 15(4), 789–801 (2013)

    Google Scholar 

  16. Chang, C. Y., Chou, C. F., Chen, K. C.: Content-priority-aware chunk scheduling over swarm-based p2p live streaming system: from theoretical analysis to practical design. IEEE J. Emerg. Sel. Top. Circuits Syst. 4(1), 57–69 (2014)

    Article  Google Scholar 

  17. Efthymiopoulou, M., Efthymiopoulos, N., Christakidis, A., Corazza, L., Denazis, S.: Congestion control for P2P Live Streaming. Int. J. Peer to Peer Networks (IJP2P) 6(2), 1–21 (2015)

    Google Scholar 

  18. Goudarzi, P., Ranjbar, M.R.N.: Bandwidth allocation for video transmission with differentiated quality of experience over wireless networks. Elsevier Comput. Electron. Eng. J. 40(5), 1621–1633 (2014)

    Google Scholar 

  19. Sardis, F., Mapp, G., Loo, J., Aiash, M.: On the investigation of cloud-based mobile media environments with service-populating and QoS-aware mechanisms. IEEE Trans. Multimed. 15(4), 155–161 (2013)

    Article  Google Scholar 

  20. Denning, R.: Applied R&M Manual for Defense Systems (2012). https://www.sars.org.uk//BOK/Applied%20R&M%20Manual%20for%20Defence%20Systems%20(GR-77)/p0c00.pdf

  21. Fulp, E.W., Reeves, D.S.: Bandwidth provisioning and pricing for networks with multiple classes of service. Elsevier J. Comput. Netw. 46(1), 41–52 (2004)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Department of Information Technology, SRM University, Kattankulathur, Chennai, India

    D. Preetha Evangeline & Anandhakumar Palanisamy

Authors
  1. D. Preetha Evangeline
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Anandhakumar Palanisamy
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to D. Preetha Evangeline .

Editor information

Editors and Affiliations

  1. Department of Computer Sciences Technology, Karunya University, Coimbatore, Tamil Nadu, India

    Elijah Blessing Rajsingh

  2. Department of Computer Science, Erik Jonsson School of Engineering and Computer Science, University of Texas at Dallas, Richardson, Texas, USA

    Jey Veerasamy

  3. Department of Civil and Environmental Engineering, University of Missouri, Columbia, Missouri, USA

    Amir H. Alavi

  4. Department of Computer Sciences Technology, Karunya University, Coimbatore, Tamil Nadu, India

    J. Dinesh Peter

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Preetha Evangeline, D., Palanisamy, A. (2018). A Multimedia Cloud Framework to Guarantee Quality of Experience (QoE) in Live Streaming. In: Rajsingh, E., Veerasamy, J., Alavi, A., Peter, J. (eds) Advances in Big Data and Cloud Computing. Advances in Intelligent Systems and Computing, vol 645. Springer, Singapore. https://doi.org/10.1007/978-981-10-7200-0_15

Download citation

  • DOI: https://doi.org/10.1007/978-981-10-7200-0_15

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-10-7199-7

  • Online ISBN: 978-981-10-7200-0

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics

Search

Navigation