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Cross-layer optimization for many-to-one wireless video streaming systems

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Abstract

This paper develops a cross-layer optimization solution for video streaming from multiple sources to a central proxy station over a wireless network. The proposed solution manages the application rates and transmission opportunities of various video sources based on the dynamic network conditions in such a way that minimizes the overall video distortion. The solution includes a new online approach for estimating the effective network airtime and a new video bitrate-distortion model. We demonstrate the effectiveness of the proposed solution through extensive experiments. The results show that the proposed solution substantially enhances the perceptual video quality while reducing the power consumed by the video sources and that the solution is highly adaptable to the existence of interfering network traffic.

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References

  1. Andreopoulos Y, Mastronarde N, van der Schaar M (2006) Cross-layer optimized video streaming over wireless multihop mesh networks. IEEE J Sel Areas Commun 24(11):2104–2115

    Article  Google Scholar 

  2. Budzisz L, Ganji F, Rizzo G, Marsan MA, Meo M, Zhang Y, Koutitas G, Tassiulas L, Lambert S, Lannoo B, Pickavet M, Conte A, Haratcherev I, Wolisz A (2014) Dynamic resource provisioning for energy efficiency in wireless access networks: a survey and an outlook. IEEE Commun Surv Tutorials 16(4):2259–2285

    Article  Google Scholar 

  3. Cheng W, Chen X, He Z (2006) Doubling of the operational lifetime of portable video communication devices using power-rate-distortion analysis and control. In: ICIP, pp 2473–2476

  4. Chou C-T, Shankar SN, Shin KG (2005) Achieving per-stream qos with distributed airtime allocation and admission control in IEEE 802.11e wireless lans. In: INFOCOM, pp 1584–1595

  5. Cicalo S, Tralli V (2014) Distortion-fair cross-layer resource allocation for scalable video transmission in ofdma wireless networks. IEEE Trans Multimedia 16(3):848–863

    Article  Google Scholar 

  6. CMU/MIT image set. http://vasc.ri.cmu.edu/idb/html/face/frontal_images. Accessed: 15 Dec 2012

  7. Deng R, Liu G, Yang J (2015) Utility-based optimized cross-layer scheme for real-time video transmission over HSDPA. IEEE Trans Multimedia 17(9):1495–1507

    Article  Google Scholar 

  8. Fu W, Agrawal DP (2013) Capacity of hybrid wireless mesh networks with random aps. IEEE Trans Mob Comput 12(1):136–150

    Article  Google Scholar 

  9. Ge Y, Hou JC, Choi S (2007) An analytic study of tuning systems parameters in IEEE 802.11e enhanced distributed channel access. Comput Netw 51(8):1955–1980

    Article  MATH  Google Scholar 

  10. Georgia tech face database. http://www.anefian.com/research/face_reco.htm. Accessed: 31 Jan 2018

  11. Grgic M, Delac K, Grgic S (2011) Scface - surveillance cameras face database. Multimedia Tools Appl 51(3):863–879

    Article  Google Scholar 

  12. He Z, Wu D (2006) Resource allocation and performance analysis of wireless video sensors. IEEE Trans Circuits Syst Video Technol 16:590–599

    Article  Google Scholar 

  13. Hsu C-H, Hefeeda M (2011) A framework for cross-layer optimization of video streaming in wireless networks. ACM Trans Multimedia Comput Commun Appl 7 (1):5:1–5:28

    Article  Google Scholar 

  14. Huang J-W, Li Z, Chiang M, Katsaggelos AK (2006) Pricing-based rate control and joint packet scheduling for multi-user wireless uplink video streaming. In: Proceedings of the 15th international packet video workshop (PV2006)

  15. Hui J, Devetsikiotis M (2005) A unified model for the performance analysis of IEEE 802.11e EDCA. IEEE Trans Commun 53(9):1498–1510

    Article  Google Scholar 

  16. Jonathon Phillips P, Wechsler H, Huang J, Rauss PJ (1998) The FERET database and evaluation procedure for face-recognition algorithms. Image Vis Comput 16(5):295–306

    Article  Google Scholar 

  17. Khan S, Brehmer J, Kellerer W, Utschick W, Steinbach E (2006) Application-driven cross-layer optimization for video streaming over wireless networks. IEEE Commun Mag 44:122–130

    Article  Google Scholar 

  18. Kokkonis G, Psannis KE, Roumeliotis M, Schonfeld D (2017) Real-time wireless multisensory smart surveillance with 3d-hevc streams for internet-of-things (iot). J Supercomput 73(3):1044– 1062

    Article  Google Scholar 

  19. Laufer R, Kleinrock L (2016) The capacity of wireless csma/ca networks. IEEE/ACM Trans Networking 24(3):1518–1532

    Article  Google Scholar 

  20. Li C, Wu D, Xiong H (2014) Delay-power-rate-distortion model for wireless video communication under delay and energy constraints. IEEE Trans Circuits Syst Video Technol 24(7):1170–1183

    Article  Google Scholar 

  21. Li Z-N, Drew MS, Liu J (2014) Fundamentals of multimedia. Springer, Berlin

    Book  MATH  Google Scholar 

  22. Lu X, Erkip E, Wang Y, Goodman D (2003) Power efficient multimedia communication over wireless channels. IEEE J Sel Areas Commun 21:1738–1751

    Article  Google Scholar 

  23. Mao G, Lin Z, Ge X, Yang Y (2013) Towards a simple relationship to estimate the capacity of static and mobile wireless networks. IEEE Trans Wirel Commun 12(8):3883–3895

    Article  Google Scholar 

  24. Ortega A, Ramchandran K (1998) Rate-distortion methods for image and video compression. IEEE Signal Proc Mag 15(6):23–50

    Article  Google Scholar 

  25. Sarr C, Chaudet C, Chelius G, Lassous IG (2008) Bandwidth estimation for IEEE 802.11-based ad hoc networks. IEEE Trans Mob Comput 7(10):1228–1241

    Article  MATH  Google Scholar 

  26. Shah SH, Chen K, Nahrstedt K (2005) Dynamic bandwidth management in single-hop ad hoc wireless networks. MONET 10(1-2):199–217

    Google Scholar 

  27. Shankar NS, van der Schaar M (2007) Performance analysis of video transmission over IEEE 802.11a/e wlans. IEEE Trans Veh Technol 56(4):2346–2362

    Article  Google Scholar 

  28. Sharrab Y, Sarhan NJ (2013) Aggregate power consumption modeling of live video streaming systems. In: ACM multimedia systems (MMSys 2013). Oslo, Norway

  29. Shirani S, Kossentini F, Ward R (2000) Reconstruction of baseline jpeg coded images in error prone environments. IEEE Trans Image Process 9(7):1292–1299

    Article  Google Scholar 

  30. Su G-M, Su X, Bai Y, Wang M, Vasilakos AV, Wang H (2016) Qoe in video streaming over wireless networks: perspectives and research challenges. Wirel Netw 22(5):1571–1593

    Article  Google Scholar 

  31. van der Schaar M, Andreopoulos Y, Hu Z (2006) Optimized scalable video streaming over IEEE 802.11a/e hcca wireless networks under delay constraints. IEEE Trans Mob Comput 5:755–768

    Article  Google Scholar 

  32. Xiong L, Mao G (2007) Saturated throughput analysis of IEEE 802.11e EDCA. Comput Netw 51(11):3047–3068

    Article  MATH  Google Scholar 

  33. Yang Z, Nahrstedt K (2005) A bandwidth management framework for wireless camera array. In: NOSSDAV, pp 147–152

  34. Yang Z, Wang X (2013) Scalable video broadcast over downlink MIMO-OFDM systems. IEEE Trans Circuits Syst Video Technol 23(2):212–223

    Article  Google Scholar 

  35. Ye Y, Ci S, Lin N, Qian Y (2014) Cross-layer design for delay- and energy-constrained multimedia delivery in mobile terminals. IEEE Wirel Commun 21(4):62–69

    Article  Google Scholar 

  36. Zhang H, Zheng Y, Khojastepour MA, Rangarajan S (2010) Cross-layer optimization for streaming scalable video over fading wireless networks. IEEE J Sel Areas Commun 28(3):344–353

    Article  Google Scholar 

  37. Zhao M, Gong X, Liang J, Wang W, Que X, Cheng S (2015) Qoe-driven cross-layer optimization for wireless dynamic adaptive streaming of scalable videos over http. IEEE Trans Circuits Syst Video Technol 25(3):451–465

    Article  Google Scholar 

  38. Zhou L (2016) Mobile device-to-device video distribution: theory and application. ACM Trans Multimedia Comput Commun Appl 12(3):38:1–38:23

    Article  Google Scholar 

  39. Zhou L, Hu RQ, Qian Y, Chen H-H (2013) Energy-Spectrum efficiency tradeoff for video streaming over mobile Ad Hoc networks. IEEE J Sel Areas Commun 31(5):981–991. ISSN: 0733-8716. https://doi.org/10.1109/JSAC.2013.130516

    Article  Google Scholar 

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Authors and Affiliations

  1. Department of Computer Science, Jordan University of Science and Technology, Irbid, 22110, Jordan

    Mohammad A. Alsmirat

  2. Department of Electrical and Computer Engineering, Wayne State University, Detroit, MI, 48202, USA

    Nabil J. Sarhan

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  1. Mohammad A. Alsmirat
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Correspondence to Mohammad A. Alsmirat.

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Alsmirat, M.A., Sarhan, N.J. Cross-layer optimization for many-to-one wireless video streaming systems. Multimed Tools Appl 77, 24789–24811 (2018). https://doi.org/10.1007/s11042-018-5698-x

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  • DOI: https://doi.org/10.1007/s11042-018-5698-x

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