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Exit charts based analysis and design of rateless codes for the erasure and Gaussian channels

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Title: Exit charts based analysis and design of rateless codes for the erasure and Gaussian channels
Author: Mothi Venkatesan, Sabaresan
Abstract: Luby Transform Codes were the first class of universal erasure codes introduced to fully realize the concept of scalable and fault‐tolerant distribution of data over computer networks, also called Digital Fountain. Later Raptor codes, a generalization of the LT codes were introduced to trade off complexity with performance. In this work, we show that an even broader class of codes exists that are near optimal for the erasure channel and that the Raptor codes form a special case. More precisely, Raptorlike codes can be designed based on an iterative (joint) decoding schedule wherein information is transferred between the LT decoder and an outer decoder in an iterative manner. The design of these codes can be formulated as a LP problem using EXIT Charts and density evolution. In our work, we show the existence of codes, other than the Raptor codes, that perform as good as the existing ones. We extend this framework of joint decoding of the component codes to the additive white Gaussian noise channels and introduce the design of Rateless codes for these channels. Under this setting, for asymptotic lengths, it is possible to design codes that work for a class of channels defined by the signal‐to‐noise ratio. In our work, we show that good profiles can be designed using density evolution and Gaussian approximation. EXIT charts prove to be an intuitive tool and aid in formulating the code design problem as a LP problem. EXIT charts are not exact because of the inherent approximations. Therefore, we use density evolution to analyze the performance of these codes. In the Gaussian case, we show that for asymptotic lengths, a range of designs of Rateless codes exists to choose from based on the required complexity and the overhead. Moreover, under this framework, we can design incrementally redundant schemes for already existing outer codes to make the communication system more robust to channel noise variations.
Subject: Universal Codes
Rateless Codes
EXIT Charts
Density Evolution
Raptor Codes
LT Codes
LDPC Codes
Belief Propogation
Message Passing
Graphical Codes
URI: http://hdl.handle.net/1969.1/ETD-TAMU-1924
Date: 2007-08

Citation

Mothi Venkatesan, Sabaresan (2007). Exit charts based analysis and design of rateless codes for the erasure and Gaussian channels. Master's thesis, Texas A&M University. Available electronically from http : / /hdl .handle .net /1969 .1 /ETD -TAMU -1924.

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