Collaborative Research: CCSS: Coding for 5G and Beyond: Limits and Efficient Algorithms
Collaborative Research: CCSS: Coding for 5G and Beyond: Limits and Efficient Algorithms
批准号:
1711056
负责人:
Joerg Kliewer
金额:
$19.24万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-01 至 2022-08-31
中文摘要
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英文摘要
During the next couple of years, an exponential increase of data use per capita will be experienced. For example, predictions by the cellular industry state that the global per-capita information usage will grow from 15 GB in 2014 to around 37 GB in 2019. Without significant technological advances to increase its capacity, the existing telecommunications infrastructure will be unable to support this vast data increase. The advent of modern error-correcting codes, such as turbo codes, low-density parity-check codes, and polar codes, has represented a quantum leap in error-correcting performance for wireless systems, allowing reliable communication of information over noisy channels at data rates close to capacity. However, improvements in this direction have been mostly limited to the point-to-point case, and maximizing gains for the point-to-point channel setup will not be sufficient to satisfy the high throughput and low delay requirements of emerging communication systems, in particular of 5G cellular systems and beyond. This project aims to tackle these issues by extending coding schemes to the wireless network setting, thereby yielding additional throughput gains beyond the classical point-to-point case. The proposed research promises to provide a significant transformative impact on many critical applications employing reliable networked wireless communication, for example in the fields of healthcare, environmental monitoring, finance, and so on.In this project, a comprehensive framework of practical low-complexity, low-latency, capacity-approaching sparse graph codes is proposed. These codes are able to leverage network gains for error correction, thereby significantly reducing the amount of transmitted data. The project aims to study the fundamental limits of these schemes as well as to investigate practical coding algorithms to approach these limits. The proposed research involves several fundamental themes related to the application of sparse graph-based and polar codes to emerging future communication systems which are not present in previous studies: analysis and design of nested codes for canonical network communication problems; analysis of how performance scales with various code and decoder design parameters; a theoretical understanding of the implementation complexity versus performance trade-offs between algebraic and random codes; an analytical investigation of iterative decoding failure events; and the development of a novel high-speed field-programmable gate array hardware decoding architecture.
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Learned Scheduling of LDPC Decoders Based on Multi-armed Bandits
基于多臂老虎机的LDPC解码器的学习调度
DOI:
--
发表时间:
2020
期刊:
IEEE International Symposium on Information Theory
影响因子:
--
作者:
[Habib, Salman, Beemer, Allison, Kliewer, Joerg]
通讯作者:
Kliewer, Joerg
DOI:
10.1109/itw.2018.8613339
发表时间:
2018-09
期刊:
2018 IEEE Information Theory Workshop (ITW)
影响因子:
--
作者:
[Salman Habib;J. Kliewer]
通讯作者:
Salman Habib;J. Kliewer
Learning to Decode: Reinforcement Learning for Decoding of Sparse Graph-Based Channel Codes
学习解码:基于稀疏图的信道码解码的强化学习
DOI:
--
发表时间:
2020
期刊:
Advances in neural information processing systems
影响因子:
--
作者:
[Habib, Salman, Beemer, Allison, Kliewer, Joerg]
通讯作者:
Kliewer, Joerg
DOI:
10.1109/allerton.2017.8262802
发表时间:
2017-07
期刊:
2017 55th Annual Allerton Conference on Communication, Control, and Computing (Allerton)
影响因子:
--
作者:
[Allison Beemer;Salman Habib;C. Kelley;J. Kliewer]
通讯作者:
Allison Beemer;Salman Habib;C. Kelley;J. Kliewer
Belief Propagation Decoding of Short Graph-Based Channel Codes via Reinforcement Learning
通过强化学习对基于图的短信道码进行置信传播解码
DOI:
10.1109/jsait.2021.3073834
发表时间:
2021
期刊:
IEEE Journal on Selected Areas in Information Theory
影响因子:
--
作者:
[Habib, Salman, Beemer, Allison, Kliewer, Jorg]
通讯作者:
Kliewer, Jorg
共 11 条
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项目类别:Standard Grant
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CIF: Medium: Collaborative Research: Spatially Coupled Sparse Codes on Graphs - Theory, Practice, and Extensions
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批准号:1440001
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CIF: Small: Collaborative Research: Coordination and Cooperation in Networked Multi-Agent Systems
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资助金额:$24.62万
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财政年份:2014
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依托单位:
CIF: Small: Collaborative Research: Coordination and Cooperation in Networked Multi-Agent Systems
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资助金额:$24.62万
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依托单位:
CIF: Medium: Collaborative Research: Spatially Coupled Sparse Codes on Graphs - Theory, Practice, and Extensions
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CIF: Small: Collaborative Research: New Approaches to the Design of Joint Source-Channel Codes
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财政年份:2008
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负责人:Joerg Kliewer
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依托单位:
国内基金
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