• Title/Summary/Keyword: Log MAP Algorithm

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Low Complexity Decoder for Space-Time Turbo Codes

  • Lee Chang-Woo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.31 no.4C
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    • pp.303-309
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    • 2006
  • By combining the space-time diversity technique and iterative turbo codes, space-time turbo codes(STTCS) are able to provide powerful error correction capability. However, the multi-path transmission and iterative decoding structure of STTCS make the decoder very complex. In this paper, we propose a low complexity decoder, which can be used to decode STTCS as well as general iterative codes such as turbo codes. The efficient implementation of the backward recursion and the log-likelihood ratio(LLR) update in the proposed algorithm improves the computational efficiency. In addition, if we approximate the calculation of the joint LLR by using the approximate ratio(AR) algorithm, the computational complexity can be reduced even further. A complexity analysis and computer simulations over the Rayleigh fading channel show that the proposed algorithm necessitates less than 40% of the additions required by the conventional Max-Log-MAP algorithm, while providing the same overall performance.

Performance Analysis of OFDM Systems with Turbo Code in a Satellite Broadcasting Channel (위성 방송 채널에서 터보 부호화된 OFDM 시스템의 성능 분석)

  • Kim, Jin-Young
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.9 no.6
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    • pp.175-185
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    • 2009
  • In this paper, performance of OFDM systems with turbo code is analyzed and simulated in a satellite broadcasting channel. The performance is evaluated in terms of bit error probability. The satellite channel is modeled as a combination of Rayleigh fading with shadowing and Rician fading channels. As turbo decoding algorithms, MAP (maximum a posteriori), Max-Log-MAP, and SOVA (soft decision Viterbi output) algorithms are chosen and their performances are compared. From simulation results, it is demonstrated that Max-Log-MAP algorithm is promising in terms of performance and complexity. It is shown that performance is substantially improved by increasing the number of iterations and interleaver length of a turbo encoder. The results in this paper can be applied to OFDM-based satellite broadcasting systems.

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Design of an Area-Efficient Architecture for Block-wise MAP Turbo Decoder (면적 효율적인 구조의 블록 MAP 터보 복호기 설계)

  • Kang, Moon-Jun;Kim, Sik;Hwang, Sun-Young
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.8A
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    • pp.725-732
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    • 2002
  • Block-wise MAP (Maximum A posteriori) decoding algorithm for turbo-codes requires less memory than Log-MAP decoding algorithm. The ER (Bit Error Rate) performance of previous block-wise MAP decoding algorithm depend on the block length and training length. To maximize hardware utilization and perform successive decoding, the block length is set to be equal to the training length in previous MAP decoding algorithms. Simulation result on the BER performance shows that the EBR performance can be maintained with shorter blocks when training length is sufficient. This paper proposes an architecture for area efficient block-wise MAP decoder. The proposed architecture employs the decoding schema for reducing memory by using the training length, which in N times larger than block length. To efficiently handle the proposed schema, a pipelined architecture is proposed. Simulation results show that memory usage can be reduced by 30%~45% in the proposed architecture without degrading the BER performance.

Iterative Decoding Algorithm for VLC Systems (가시광 통신 시스템을 위한 반복 복호 알고리즘)

  • Koo, Sung-Wan;Kim, Jin-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.10
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    • pp.2766-2770
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    • 2009
  • Recently, the Green IT is noticed because of the effects of greenhouse gas emissions, a drain on natural resources and pollution. In this paper, Visible Light Communication (VLC) systems with Turbo Coded scheme using LED is proposed and simulated in an optical wireless channel. As a forward error correction scheme to reduce information losses, turbo coding was employed. To decode the codewords, The Map (Maximum a Posteriori) algorism and SOVA (Soft Output Viterbi Algorithm) is used. The above mentioned schemes are described and simulation results are analyzed. As using turbo codes scheme, BER performance of proposed VLC systems is improved about 5 [dB].

(Turbo Decoder Design with Sliding Window Log Map for 3G W-CDMA) (3세대 이동통신에 적합한 슬라이딩 윈도우 로그 맵 터보 디코더 설계)

  • Park, Tae-Gen;Kim, Ki-Hwan
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.42 no.9 s.339
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    • pp.73-80
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    • 2005
  • The Turbo decoders based on Log-MAP decoding algorithm inherently requires large amount of memory and intensive complexity of hardware due to iterative decoding, despite of excellent decoding efficiency. To decrease the large amount of memory and reduce hardware complexity, the result of previous research. And this paper design the Turbo decoder applicable to the 3G W-CDMA systems. Through the result of previous research, we decided 5-bits for the received data 6-bits for a priori information, and 7-bits for the quantization state metrics. The error correction term for $MAX^{*}$ operation which is the main function of Log-MAP decoding algorithm is implemented with very small hardware overhead. The proposed Turbo decoder is synthesized in $0.35\mu$m Hynix CMOS technology. The synthesized result for the Turbo decoder shows that it supports a maximum 9Mbps data rate, and a BER of $10^{-6}$ is achieved(Eb/No=1.0dB, 5 iterations, and the interleaver size $\geq$ 2000).

Performance Analysis on Various Design Issues of Turbo Decoder (다양한 Design Issue에 대한 터보 디코더의 성능분석)

  • Park Taegeun;Kim Kiwhan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.12A
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    • pp.1387-1395
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    • 2004
  • Turbo decoder inherently requires large memory and intensive hardware complexity due to iterative decoding, despite of excellent decoding efficiency. To decrease the memory space and reduce hardware complexity, various design issues have to be discussed. In this paper, various design issues on Turbo decoder are investigated and the tradeoffs between the hardware complexity and the performance are analyzed. Through the various simulations on the fixed-length analysis, we decided 5-bits for the received data, 6-bits for a priori information, and 7-bits for the quantization state metric, so the performance gets close to that of infinite precision. The MAX operation which is the main function of Log-MAP decoding algorithm is analyzed and the error correction term for MAX* operation can be efficiently implemented with very small hardware overhead. The size of the sliding window was decided as 32 to reduce the state metric memory space and to achieve an acceptable BER.

An Efficient Architecture of an Improved Max-Log-MAP Algorithm for Double Binary Turbo Decoding (Double Binary 터보 디코딩을 위한 Improved Max-Log-MAP 알고리즘의 효율적인 설계)

  • Kwon, Kon-Woo;Kim, Yong-Tae;Park, Jeong-Woo;Baek, Kwang-Hyun;Kim, Su-Ki
    • Proceedings of the KIEE Conference
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    • 2008.10b
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    • pp.388-389
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    • 2008
  • 이중 이진 (double binary) 터보 디코더는 오류 정정 코드 중 하나로써, 높은 오류 정정 성능으로 인해 IEEE 802.16 표준 (WiMAX)에서 사용되고 있다. Maximum ${\alpha}$ posteriori probability (MAP) 디코딩 블록은 이중 이진 터보 디코더의 가장 핵심적인 블록으로, 본 논문은 이를 구현하기 위한 알고리즘 중 하나인 improved Max-Log-MAP 알고리즘에 대한 효율적인 하드웨어 구조를 제안한다. 제안하는 하드웨어 구조는 기존의 하드웨어 구조와 비교하였을 때, 오류 정정 성능은 동일만 반면, 구떤 복잡도는 감소한다. 0.13um 공정에서 입력 비트폭을 8비트로 가정하고 시뮬레이션 한 결과, 속도와 칩 면적, 그리고 소비전력 측면에서 각각 8.92%, 1845%, 그리고 29.93%의 향상을 보인다. 제안하는 구조를 WIMAX 설계에 적용하여 성능 개선을 이끌어낼 수 있다.

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Turbo Coded OFDM Scheme for a High-Speed Power Line Communication (고속 전력선 통신을 위한 터보 부호화된 OFDM)

  • Kim, Jin-Young;Koo, Sung-Wan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.1
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    • pp.141-150
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    • 2010
  • In this paper, performance of a turbo-coded OFDM system is analyzed and simulated in a power line communication channel. Since the power line communication system typically operates in a hostile environment, turbo code has been employed to enhance reliability of transmitted data. The performance is evaluated in terms of bit error probability. As turbo decoding algorithms, MAP (maximum a posteriori), Max-Log-MAP, and SOVA (soft decision viterbi output) algorithms are chosen and their performances are compared. From simulation results, it is demonstrated that Max-Log-MAP algorithm is promising in terms of performance and complexity. It is shown that performance is improved 3dB by increasing the number of iterations, 2 to 8, and interleaver length of a turbo encoder, 100 to 5000. The results in this paper can be applied to OFDM-based high-speed power line communication systems.

General Log-Likelihood Ratio Expression and Its Implementation Algorithm for Gray-Coded QAM Signals

  • Kim, Ki-Seol;Hyun, Kwang-Min;Yu, Chang-Wahn;Park, Youn-Ok;Yoon, Dong-Weon;Park, Sang-Kyu
    • ETRI Journal
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    • v.28 no.3
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    • pp.291-300
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    • 2006
  • A simple and general bit log-likelihood ratio (LLR) expression is provided for Gray-coded rectangular quadrature amplitude modulation (R-QAM) signals. The characteristics of Gray code mapping such as symmetries and repeated formats of the bit assignment in a symbol among bit groups are applied effectively for the simplification of the LLR expression. In order to reduce the complexity of the max-log-MAP algorithm for LLR calculation, we replace the mathematical max or min function of the conventional LLR expression with simple arithmetic functions. In addition, we propose an implementation algorithm of this expression. Because the proposed expression is very simple and constructive with some parameters reflecting the characteristic of the Gray code mapping result, it can easily be implemented, providing an efficient symbol de-mapping structure for various wireless applications.

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A Customized Tourism System Using Log Data on Hadoop (로그 데이터를 이용한 하둡기반 맞춤형 관광시스템)

  • Ya, Ding;Kim, Kang-Chul
    • The Journal of the Korea institute of electronic communication sciences
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    • v.13 no.2
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    • pp.397-404
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    • 2018
  • As the usage of internet is increasing, a lot of user behavior are written in a log file and the researches and industries using the log files are getting activated recently. This paper uses the Hadoop based on open source distributed computing platform and proposes a customized tourism system by analyzing user behaviors in the log files. The proposed system uses Google Analytics to get user's log files from the website that users visit, and stores search terms extracted by MapReduce to HDFS. Also it gathers features about the sight-seeing places or cities which travelers want to tour from travel guide websites by Octopus application. It suggests the customized cities by matching the search terms and city features. NBP(next bit permutation) algorithm to rearrange the search terms and city features is used to increase the probability of matching. Some customized cities are suggested by analyzing log files for 39 users to show the performance of the proposed system.