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  3. Growth Codes: Intermediate Performance Analysis and Application to Video
 

Growth Codes: Intermediate Performance Analysis and Application to Video

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Date of Publication
November 2013
Publication Type
Article
Division/Institute

Institut für Informat...

Author
Thomos, Nikolaos
Institut für Informatik und angewandte Mathematik (IAM)
Pulikkoonattu, Rethnakaran
Frossard, Pascal
Subject(s)

000 - Computer scienc...

500 - Science::510 - ...

Series
IEEE Transactions on Communications
ISSN or ISBN (if monograph)
0090-6778
Publisher
Institute of Electrical and Electronics Engineers
Language
English
Publisher DOI
10.1109/TCOMM.2013.092813.120865
Uncontrolled Keywords

Decoding

Differential equation...

Distribution function...

Encoding

Markov processes

Receivers

Streaming media

Rateless codes

data dissemination

error resilient

growth codes

video streaming

Description
Growth codes are a subclass of Rateless codes that have found interesting applications in data dissemination problems. Compared to other Rateless and conventional channel codes, Growth codes show improved intermediate performance which is particularly useful in applications where partial data presents some utility. In this paper, we investigate the asymptotic performance of Growth codes using the Wormald method, which was proposed for studying the Peeling Decoder of LDPC and LDGM codes. Compared to previous works, the Wormald differential equations are set on nodes' perspective which enables a numerical solution to the computation of the expected asymptotic decoding performance of Growth codes. Our framework is appropriate for any class of Rateless codes that does not include a precoding step. We further study the performance of Growth codes with moderate and large size codeblocks through simulations and we use the generalized logistic function to model the decoding probability. We then exploit the decoding probability model in an illustrative application of Growth codes to error resilient video transmission. The video transmission problem is cast as a joint source and channel rate allocation problem that is shown to be convex with respect to the channel rate. This illustrative application permits to highlight the main advantage of Growth codes, namely improved performance in the intermediate loss region.
Handle
https://boris-portal.unibe.ch/handle/20.500.12422/124985
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