Publisher DOI: 10.1109/ISTC.2018.8625342
Title: A Discrete Information Bottleneck Receiver with Iterative Decision Feedback Channel Estimation
Language: English
Authors: Lewandowsky, Jan 
Stark, Maximilian  
Bauch, Gerhard 
Issue Date: 23-Jan-2019
Source: International Symposium on Turbo Codes and Iterative Information Processing, ISTC (2018-December): 1-5 (2019-01-23)
Journal or Series Name: International Symposium on Turbo Codes and Iterative Information Processing, ISTC 
Abstract (english): The application of the Information Bottleneck method allows for an innovative approach to quantized, but information-optimum signal processing. This method originates from machine learning, but also offers an unconventional and efficient design approach for communication receivers. In the resulting receivers all signal processing degenerates to simple lookup operations in tables. These lookup tables are designed to maximize the relevant information. This paper presents a novel iterative Information Bottleneck receiver for block fading channels which uses iterative decision feedback for information-optimum channel estimation. Detection, channel decoding and channel estimation only use lookup tables constructed with the Information Bottleneck method. We compare the proposed receiver to conventional iterative receivers. Our findings show that the proposed Information Bottleneck receiver offers performance extremely close to that of a conventional double precision receiver. Moreover, it outperforms a fixed point receiver, even with entirely mismatched lookup tables. © 2018 IEEE.
Conference: 10th IEEE International Symposium on Turbo Codes and Iterative Information Processing 
ISBN: 978-153867048-4
ISSN: 2165-4700
Institute: Nachrichtentechnik E-8 
Type: InProceedings (Aufsatz / Paper einer Konferenz etc.)
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