MPC-Based Delay-Aware Fountain Codes for Real-Time Video Communication

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

18 Scopus Citations
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Author(s)

  • Kairan Sun
  • Huazi Zhang
  • Dapeng Wu
  • Hongcheng Zhuang

Detail(s)

Original languageEnglish
Article number7486067
Pages (from-to)415-424
Journal / PublicationIEEE Internet of Things Journal
Volume5
Issue number1
Publication statusPublished - 1 Feb 2018
Externally publishedYes

Abstract

With the prevalence of smart mobile devices and surveillance cameras, the traffic load within the Internet of Things (IoT) has shifted away from nonmultimedia data to multimedia traffics, particularly, the video content. However, the explosive demand for real-time video communication over wireless networks in IoT is constantly challenging both video coding and communication research communities. The state-of-the-art answer to this challenge is sliding-window-based delay-aware fountain (DAF) codes, which combine the channel-adaptive feature in rateless coding and the delay-aware feature in video coding. However, the high computational cost and large delay make it impractical for real-time streaming. To address this issue, we integrate the model predictive control (MPC) technique into DAF codes, so the complexity is lowered to an affordable level so that real-time video encoding is supported. Two schemes are developed in this paper: 1) DAF-S, the small-horizon DAF codes and 2) DAF-O, the MPC-based DAF using video bit rate prediction. The advantages of both designs are validated through theoretical analysis and comprehensive experiments. The results of simulation experiments show that the decoding ratio of DAF-S is close to the global optimum in DAF codes, and higher than the other existing schemes; DAF-O outperforms the state-of-the-art real-time video communication algorithms.

Research Area(s)

  • Fountain codes, model predictive control (MPC), video communication, wireless networks

Bibliographic Note

Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to [email protected].

Citation Format(s)

MPC-Based Delay-Aware Fountain Codes for Real-Time Video Communication. / Sun, Kairan; Zhang, Huazi; Wu, Dapeng et al.
In: IEEE Internet of Things Journal, Vol. 5, No. 1, 7486067, 01.02.2018, p. 415-424.

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review