Generic Direct Approach for Decoding Turbo Codes Using Probability Density Based Reliability Model
The probability of the received bit values has been directly used in the performance enhanced reliability based direct decoding algorithm for turbo codes proposed recently and has achieved a significant coding gain improvement. This is in contrast to the maximum a posteriori (MAP)—type decoders and...
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| Published in | Journal of communications technology & electronics Vol. 66; no. 2; pp. 175 - 183 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Moscow
Pleiades Publishing
01.02.2021
Springer Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1064-2269 1555-6557 |
| DOI | 10.1134/S1064226921020133 |
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| Abstract | The probability of the received bit values has been directly used in the performance enhanced reliability based direct decoding algorithm for turbo codes proposed recently and has achieved a significant coding gain improvement. This is in contrast to the maximum a posteriori (MAP)—type decoders and their variants in vogue which use log-likelihood ratio (LLR) in place of reliability and go through an iterative process. In this paper reliability has been identified in terms of probability densities of the bit values and the same used with the direct decoding algorithm. Extensive simulations with commonly used encoders show a clear performance improvement especially for short block lengths. Neither does the approach constrain noise distribution in any way as brought out by considering different distributions. |
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| AbstractList | The probability of the received bit values has been directly used in the performance enhanced reliability based direct decoding algorithm for turbo codes proposed recently and has achieved a significant coding gain improvement. This is in contrast to the maximum a posteriori (MAP)—type decoders and their variants in vogue which use log-likelihood ratio (LLR) in place of reliability and go through an iterative process. In this paper reliability has been identified in terms of probability densities of the bit values and the same used with the direct decoding algorithm. Extensive simulations with commonly used encoders show a clear performance improvement especially for short block lengths. Neither does the approach constrain noise distribution in any way as brought out by considering different distributions. |
| Audience | Academic |
| Author | Yamuna, B. Salija, P. Padmanabhan, T. R. Mishra, D. |
| Author_xml | – sequence: 1 givenname: P. surname: Salija fullname: Salija, P. email: p_salija@cb.amrita.edu organization: Department of Electronics and Communication Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham – sequence: 2 givenname: B. surname: Yamuna fullname: Yamuna, B. email: b_yamuna@cb.amrita.edu organization: Department of Electronics and Communication Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham – sequence: 3 givenname: T. R. surname: Padmanabhan fullname: Padmanabhan, T. R. organization: Department of Electronics and Communication Engineering, Amrita School of Engineering, Coimbatore, Amrita Vishwa Vidyapeetham – sequence: 4 givenname: D. surname: Mishra fullname: Mishra, D. organization: Digital Communication Division, Optical and Digital Communication Group, Satcom & Navigation Payload Area, Space Application Centre, ISRO |
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| Cites_doi | 10.1109/MCOM.2018.1800181 10.1109/TVT.2010.2041378 10.1080/03772063.2019.1670104 10.1109/JPROC.2018.2867029 10.1109/INDICON.2016.7839114 10.4108/icst.5gu.2014.258154 10.1109/JPROC.2016.2537298 10.1109/ICCW.2017.7962784 10.1109/ACCESS.2018.2854794 10.1109/CSNDSP.2014.6923962 10.1109/ICC.1993.397441 10.1109/VTCSpring.2015.7145846 10.1109/ACCESS.2018.2842231 |
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| Copyright | Pleiades Publishing, Inc. 2021. ISSN 1064-2269, Journal of Communications Technology and Electronics, 2021, Vol. 66, No. 2, pp. 175–183. © Pleiades Publishing, Inc., 2021. COPYRIGHT 2021 Springer |
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| Keywords | turbo codes non-Gaussian noise short block length reliability |
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| References_xml | – reference: C. A. Bechlawi and F. Guilloud, “Frame length reduction for massive-machine communications,” in Proc. IEEE 81st Vehicular Technology Conf., Glasgow,2015 (IEEE, New York, 2015), pp. 1–5. – reference: S. N. Vaniya, N. Kumar, and C. Sacchi, “Performance of iterative turbo coding with nonlinearly distorted OFDM signal,” in IEEE Annual India Conference, Bangalore, India, Dec. 16–18 2016), (IEEE, New York, 2016), pp. 1–5. – reference: ZhanM.PangZ.DzungD.XiaoM.IEEE Access201862964810.1109/ACCESS.2018.2842231 – reference: ShirvanimoghaddamM.MohammadiM. S.AbbasR.MinjaA.YueC.MatuzB.HanG.LinZ.LiuW.LiY.JohnsonS.VuceticB.IEEE Commun. Mag.20195713010.1109/MCOM.2018.1800181 – reference: BennisM.DebbahM.PoorH. V.inProc. IEEE2018106183410.1109/JPROC.2018.2867029 – reference: T. P. Fowdur, Y. Beeharry, and S. K. M. Soyjaudah, “Performance of modified asymmetric LTE turbo codes with reliability-based hybrid ARQ,” in Proc. 9th Int. Symp. on Communication Systems, Networks & Digital Sign, Manchester,2014 (IEEE, New York, 2014), pp. 928–933. – reference: P. Salija, B. Yamuna, T. R. Padmanabhan, and Deepak Mishra, IETE J. Res., 1 (2019). https://doi.org/10.1080/03772063.2019.1670104 – reference: DurisiG.KochT.PopovskiP.Proc. IEEE2016102171110.1109/JPROC.2016.2537298 – reference: C. Berrou, A. Glavieux, and P. Thitimajshima, “Near Shannon limit error-correcting coding and decoding: Turbo-codes. 1,” in Proc. IEEE Int. Conf. on Communications, Geneva, Switzerland, May 1993 (IEEE, New York, 1993), pp. 1064–1070. – reference: YooD.StarkW. E.YarK.OhS.IEEE Trans. Veh. Technol.201059210410.1109/TVT.2010.2041378 – reference: P. Popovski, “Ultra-reliable communication in 5G wireless systems,” in Proc. 1st Int. Conf. on 5G for Ubiquitous Connectivity, Akaslompolo, Nov. 26–27,2014 (IEEE, New York, 2014), pp. 146–151. – reference: MansoorB. M.IsmaeelT. Z.Int. JCircuits, Syst. Signal Process.201812587 – reference: ZhanM.WuJ.WenH.ZhangP.IEEE Acces201863903710.1109/ACCESS.2018.2854794 – reference: S. Weithoffer and N. Wehn, “Enhanced decoding for high-rate LTE turbo-codes with short block lengths,” in Proc. IEEE Int. Conf. on Communications Workshops, Paris,2017 (IEEE, New York, 2017), pp. 967–972. – volume: 57 start-page: 130 year: 2019 ident: 1473_CR4 publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2018.1800181 – volume: 59 start-page: 2104 year: 2010 ident: 1473_CR7 publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2010.2041378 – ident: 1473_CR3 doi: 10.1080/03772063.2019.1670104 – volume: 12 start-page: 587 year: 2018 ident: 1473_CR8 publication-title: Circuits, Syst. Signal Process. – volume: 106 start-page: 1834 year: 2018 ident: 1473_CR11 publication-title: Proc. IEEE doi: 10.1109/JPROC.2018.2867029 – ident: 1473_CR2 doi: 10.1109/INDICON.2016.7839114 – ident: 1473_CR6 doi: 10.4108/icst.5gu.2014.258154 – volume: 102 start-page: 1711 year: 2016 ident: 1473_CR5 publication-title: Proc. IEEE doi: 10.1109/JPROC.2016.2537298 – ident: 1473_CR9 doi: 10.1109/ICCW.2017.7962784 – volume: 6 start-page: 39037 year: 2018 ident: 1473_CR10 publication-title: IEEE Acces doi: 10.1109/ACCESS.2018.2854794 – ident: 1473_CR14 doi: 10.1109/CSNDSP.2014.6923962 – ident: 1473_CR1 doi: 10.1109/ICC.1993.397441 – ident: 1473_CR13 doi: 10.1109/VTCSpring.2015.7145846 – volume: 6 start-page: 29648 year: 2018 ident: 1473_CR12 publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2842231 |
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| SubjectTerms | Algorithms Coders Codes Communications Engineering Decoders Decoding Distribution (Probability theory) Engineering Iterative methods Likelihood ratio Networks Reliability Reliability analysis Specific gravity Theory and Methods of Signal Processing Turbo codes |
| Title | Generic Direct Approach for Decoding Turbo Codes Using Probability Density Based Reliability Model |
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