CIF: Small: Coding for Live Delay-constrained Streaming Communication
CIF: Small: Coding for Live Delay-constrained Streaming Communication
批准号:
1910813
负责人:
Rashmi Vinayak
金额:
$50.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-10-01 至 2024-09-30
中文摘要
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英文摘要
Live streaming communication is fast becoming an integral part of our society due to a paradigm shift in the way people communicate, and share and consume content. Video conferencing, watching high-definition sporting events over streaming counterparts to television channels, and broadcasting social live video streams on commercial platforms are now ubiquitous. Such communications often face disruptions since data transmitted from the sender can get lost or delayed in the communication medium and not reach the receiver in time. In order to avoid the resulting glitches due to such losses, the application on the sender side needs to send data in a redundant fashion such that the original stream can be recovered even when some parts of it are lost. Adding such redundancy consumes additional bandwidth which is a scarce and costly resource. This project will develop a fundamental understanding of the minimum amount of additional bandwidth needed to transmit a live stream with a desired quality, and also will design practical and efficient ways of performing such loss-resilient live streaming communication. The findings from this project will be integrated into graduate and undergraduate courses. Directed efforts will be undertaken for promoting diversity in STEM education and in mentoring undergraduate students. Live streaming communication involves sequentially encoding and decoding packets with a strict delay constraint. Due to the strict delay constraint, loss recovery using retransmissions are often not applicable and forward error correction is needed. The overarching goal of this project is to establish the fundamentals of coding for live, delay-constrained streaming communication under a generalized model. Specifically, the project initiates studies in two broad directions: (1) Handling variable arrival-sizes: Existing models on streaming codes consider a "fixed-size" setup, where all arriving source packets have identical sizes, an assumption which often does not hold in practice, thereby degrading performance. This project proposes a generalized model incorporating variability in arrival sizes and investigates the new problem space, including a new tradeoff resulting from the variability, and constructs optimal streaming codes for the new model. (2) Designing streaming codes for correlated stochastic channels: Common sources of packet erasures over the network are bursty in nature, thereby resulting in correlated losses. The existing body of work on live, delay-constrained streaming communication has largely studied correlated losses only under adversarial settings, which result in significant bandwidth overhead. This project investigates constructing streaming codes for stochastic channel models incorporating correlated losses.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(6)
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Tambur: Efficient loss recovery for videoconferencing via streaming codes
Tambur:通过流代码实现视频会议的高效丢失恢复
DOI:
--
发表时间:
2023
期刊:
USENIX Symposium on Networked Systems Design and Implementation
影响因子:
--
作者:
[Rudow, Michael, Yan, Francis Y., Kumar, Abhishek, Ananthanarayanan, Ganesh, Ellis, Martin, and Rashmi, K.V.]
通讯作者:
and Rashmi, K.V.
Learning-Augmented Streaming Codes are Approximately Optimal for Variable-Size Messages
学习增强流代码对于可变大小的消息来说是近似最佳的
DOI:
10.1109/isit50566.2022.9834539
发表时间:
2022
期刊:
2022 IEEE International Symposium on Information Theory (ISIT
影响因子:
--
作者:
[Rudow, Michael, Rashmi, K.V.]
通讯作者:
Rashmi, K.V.
Online Versus Offline Rate in Streaming Codes for Variable-Size Messages
可变大小消息的流代码中的在线率与离线率
DOI:
10.1109/tit.2023.3244799
发表时间:
2023
期刊:
IEEE Transactions on Information Theory
影响因子:
2.5
作者:
[Rudow, Michael, Rashmi, K. V.]
通讯作者:
Rashmi, K. V.
Learning-augmented streaming codes for variable-size messages under partial burst losses
部分突发丢失情况下可变大小消息的学习增强流编码
DOI:
10.1109/isit54713.2023.10206559
发表时间:
2023
期刊:
IEEE
影响因子:
--
作者:
[Rudow, Michael, Rashmi, K. V.]
通讯作者:
Rashmi, K. V.
Streaming Codes for Variable-Size Messages
可变大小消息的流式传输代码
DOI:
10.1109/tit.2022.3170895
发表时间:
2022
期刊:
IEEE Transactions on Information Theory
影响因子:
2.5
作者:
[Rudow, Michael, Rashmi, K. V.]
通讯作者:
Rashmi, K. V.
CAREER: Coding Theory for Efficient Data Centers via Redundancy Adaptation
-
批准号:1943409
-
项目类别:Continuing Grant
-
资助金额:$64.99万
-
财政年份:2020
-
负责人:Rashmi Vinayak
-
依托单位:
CRII: CSR: Mitigating Tail Latency in Prediction-serving Systems using Coding-theoretic Tools
-
批准号:1850483
-
项目类别:Standard Grant
-
资助金额:$17.5万
-
财政年份:2019
-
负责人:Rashmi Vinayak
-
依托单位:
CNS Core:Medium:Collaborative Research:Towards Enabling Optimal Performance-Cost Tradeoffs in Distributed Storage
-
批准号:1901410
-
项目类别:Continuing Grant
-
资助金额:$42.14万
-
财政年份:2019
-
负责人:Rashmi Vinayak
-
依托单位:
国内基金
海外基金
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