Simulation-Based Computation of Information Rates for Channels With Memory

The information rate of finite-state source/channel models can be accurately estimated by sampling both a long channel input sequence and the corresponding channel output sequence, followed by a forward sum-product recursion on the joint source/channel trellis. This method is extended to compute upp...

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Bibliographic Details
Published inIEEE transactions on information theory Vol. 52; no. 8; pp. 3498 - 3508
Main Authors Arnold, D.M., Loeliger, H.-A., Vontobel, P.O., Kavcic, A., Wei Zeng
Format Journal Article
LanguageEnglish
Published New York, NY IEEE 01.08.2006
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text
ISSN0018-9448
1557-9654
DOI10.1109/TIT.2006.878110

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Abstract The information rate of finite-state source/channel models can be accurately estimated by sampling both a long channel input sequence and the corresponding channel output sequence, followed by a forward sum-product recursion on the joint source/channel trellis. This method is extended to compute upper and lower bounds on the information rate of very general channels with memory by means of finite-state approximations. Further upper and lower bounds can be computed by reduced-state methods
AbstractList The information rate of finite-state source/channel models can be accurately estimated by sampling both a long channel input sequence and the corresponding channel output sequence, followed by a forward sum-product recursion on the joint source/channel trellis. This method is extended to compute upper and lower bounds on the information rate of very general channels with memory by means of finite-state approximations. Further upper and lower bounds can be computed by reduced-state methods. [PUBLICATION ABSTRACT]
The information rate of finite-state source/channel models can be accurately estimated by sampling both a long channel input sequence and the corresponding channel output sequence, followed by a forward sum-product recursion on the joint source/channel trellis. This method is extended to compute upper and lower bounds on the information rate of very general channels with memory by means of finite-state approximations. Further upper and lower bounds can be computed by reduced-state methods
Author Loeliger, H.-A.
Arnold, D.M.
Kavcic, A.
Wei Zeng
Vontobel, P.O.
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  fullname: Arnold, D.M.
  organization: Dept. of Inf. Technol. & Electr. Eng., Eidgenossische Tech. Hochschule, Zurich
– sequence: 2
  givenname: H.-A.
  surname: Loeliger
  fullname: Loeliger, H.-A.
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  surname: Vontobel
  fullname: Vontobel, P.O.
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  givenname: A.
  surname: Kavcic
  fullname: Kavcic, A.
– sequence: 5
  surname: Wei Zeng
  fullname: Wei Zeng
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Issue 8
Keywords Channel with memory
Parameter estimation
sum-product algorithm
Channel capacity
Probabilistic approach
Bounds
hidden-Markov models
Information rate
Algorithm
Joint source channel coding
Information transmission
trellises
Simulation
Channel estimation
Hidden Markov models
finite-state models
Sampling
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PublicationTitle IEEE transactions on information theory
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Snippet The information rate of finite-state source/channel models can be accurately estimated by sampling both a long channel input sequence and the corresponding...
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SubjectTerms Applied sciences
Approximation
AWGN
Bounds
Channel capacity
Channels
Coding, codes
Communication channels
Computation
Computational modeling
Computer simulation
Data communications
Detection, estimation, filtering, equalization, prediction
Estimating techniques
Exact sciences and technology
finite-state models
Hidden Markov models
information rate
Information rates
Information technology
Information theory
Information, signal and communications theory
Intersymbol interference
Laboratories
Lower bounds
Mathematical models
Recursion
Recursive estimation
Sampling
Sampling, quantization
Signal and communications theory
Signal, noise
sum-product algorithm
Systems, networks and services of telecommunications
Telecommunications
Telecommunications and information theory
Transmission and modulation (techniques and equipments)
trellises
Title Simulation-Based Computation of Information Rates for Channels With Memory
URI https://ieeexplore.ieee.org/document/1661831
https://www.proquest.com/docview/195910409
https://www.proquest.com/docview/1671291980
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