• Title/Summary/Keyword: Log-MAP

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Adaptive Iterative Depeckling of SAR Imagery

  • Lee, Sang-Hoon
    • Korean Journal of Remote Sensing
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    • v.23 no.5
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    • pp.455-464
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    • 2007
  • Lee(2007) suggested the Point-Jacobian iteration MAP estimation(PJIMAP) for noise removal of the images that are corrupted by multiplicative speckle noise. It is to find a MAP estimation of noisy-free imagery based on a Bayesian model using the lognormal distribution for image intensity and an MRF for image texture. When the image intensity is logarithmically transformed, the speckle noise is approximately Gaussian additive noise, and it tends to a normal probability much faster than the intensity distribution. The MRF is incorporated into digital image analysis by viewing pixel types as states of molecules in a lattice-like physical system. In this study, the MAP estimation is computed by the Point-Jacobian iteration using adaptive parameters. At each iteration, the parameters related to the Bayesian model are adaptively estimated using the updated information. The results of the proposed scheme were compared to them of PJIMAP with SAR simulation data generated by the Monte Carlo method. The experiments demonstrated an improvement in relaxing speckle noise and estimating noise-free intensity by using the adaptive parameters for the Ponit-Jacobian iteration.

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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An Analysis and Visualization of Creative Tendency appeared in Query Log of a Story Database Service (스토리 검색 서비스의 사용자 기록에 나타난 창작 성향 분석 및 가시화)

  • Kim, Myoung-Jun
    • Journal of Korea Multimedia Society
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    • v.19 no.8
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    • pp.1609-1618
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    • 2016
  • is a service providing the story synopses that match user's query. This paper analyzes the user log of which is the answers to the queries to find stories from database, and shows the tendency distribution of user creation. Specially, we analyze a joint distribution of the genres and actions of stories to get better understanding of the tendencies that cannot be found in the analysis of independent distribution. Furthermore, we define a correlation factor between genre and action, and investigate what combinations of the genres and actions are highly, less, and negatively correlated. Finally, we investigate how the tendencies of characters are related to genres and actions, and propose a visualization method to show the tendencies.

Quality Changes of 'Baumkuchen' Cake with Modified Atmosphere Packaging during Storage (변형기체포장 처리에 따른 '바움쿠헨' 케이크의 저장 중 품질 특성 변화)

  • Myungho Lee;Minhwi Kim;Youn Suk Lee
    • KOREAN JOURNAL OF PACKAGING SCIENCE & TECHNOLOGY
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    • v.29 no.2
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    • pp.87-94
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    • 2023
  • Fresh bakery products are widely consumed worldwide and therefore particular requirements for their quality characteristics have been established. The shelf life of bakery products is mainly subjected to microbial spoilage and staling. This study investigated the optimum conditions of modified atmosphere packaging (MAP) application to extend the shelf life of the bakery products. The gas conditions of the headspace in 'Baumkuchen' cake were 0, 30, 70, and 100% CO2 concentrations and stored at 30℃ for 5 days. The bakery samples were evaluated weight loss, hardness, color change, pH and total aerobic bacteria, yeast and molds count throughout the storage period. Values of the weight loss and hardness were increased over the storage period, meanwhile pH was significantly decreased. However, no significant color changes were observed during storage. It was also found no significant difference between the different gas treatments. Total aerobic bacteria count of the stored samples after day 5 was increased by 6.94 log CFU/g in the air filled package, compared to 6.20 log CFU/g in the 100% CO2 filled package and 6.02 log CFU/g in the 70% CO2 filled package. Yeast and molds count were 3.65 log CFU/g in air filled package, 2.66 log CFU/g in 100% CO2 filled package, 2.64 log CFU/g in 70% CO2 filled package, 2.86 log CFU/g in 30% CO2 filled package and 3.31 log CFU/g in 100% N2 filled package on day 2. In conclusion, it was shown that 70% and 100% CO2 treatments in the package were effective to reduce microbial growth.

Metadata Log Management for Full Stripe Parity in Flash Storage Systems (플래시 저장 시스템의 Full Stripe Parity를 위한 메타데이터 로그 관리 방법)

  • Lim, Seung-Ho
    • The Journal of Korean Institute of Information Technology
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    • v.17 no.11
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    • pp.17-26
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    • 2019
  • RAID-5 technology is one of the choice for flash storage device to enhance its reliability. However, RAID-5 has inherent parity update overhead, especially, parity overhead for partial stripe write is one of the crucial issues for flash-based RAID-5 technologies. In this paper, we design efficient parity log architecture for RAID-5 to eliminate runtime partial parity overhead. During runtime, partial parity is retained in buffer memory until full stripe write completed, and the parity is written with full strip write. In addition, parity log is maintained in memory until whole the stripe group is used for data write. With this parity log, partial parity can be recovered from the power loss. In the experiments, the parity log method can eliminate partial parity writes overhead with a little parity log writes. Hence it can reduce write amplification at the same reliability.

Speech Enhancement Using Phase-Dependent A Priori SNR Estimator in Log-Mel Spectral Domain

  • Lee, Yun-Kyung;Park, Jeon Gue;Lee, Yun Keun;Kwon, Oh-Wook
    • ETRI Journal
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    • v.36 no.5
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    • pp.721-729
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    • 2014
  • We propose a novel phase-based method for single-channel speech enhancement to extract and enhance the desired signals in noisy environments by utilizing the phase information. In the method, a phase-dependent a priori signal-to-noise ratio (SNR) is estimated in the log-mel spectral domain to utilize both the magnitude and phase information of input speech signals. The phase-dependent estimator is incorporated into the conventional magnitude-based decision-directed approach that recursively computes the a priori SNR from noisy speech. Additionally, we reduce the performance degradation owing to the one-frame delay of the estimated phase-dependent a priori SNR by using a minimum mean square error (MMSE)-based and maximum a posteriori (MAP)-based estimator. In our speech enhancement experiments, the proposed phase-dependent a priori SNR estimator is shown to improve the output SNR by 2.6 dB for both the MMSE-based and MAP-based estimator cases as compared to a conventional magnitude-based estimator.

Design of a Low-Power Turbo Decoder Using Parallel SISO Decoders (병렬 SISO 복호기에 의한 저전력 터보 복호기의 설계)

  • Lee, Hee-Jin;Hwang, Sun-Young
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.2C
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    • pp.25-30
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    • 2005
  • Turbo code is popularly used for the reliable communication in the presence of burst errors. Even if it shows good error performance near to the Shannon limits, it requires a large amount of memories and exhibits long latency. This paper proposes an architecture for the low power implementation of the Turbo decoder adopting the Max-Log-Map algorithm. In the proposed design, two SISO decoders are designed to operate in parallel, and a novel interleaver is designed to prevent the collision of memory accesses by two SISO decoders. Experimental results show that power consumption has been reduced by about 40% in the proposed decoder compared to previous Turbo decoders. The area overhead due to the additional interleaver controller is negligible.

Boosting the Reasoning-Based Approach by Applying Structural Metrics for Ontology Alignment

  • Khiat, Abderrahmane;Benaissa, Moussa
    • Journal of Information Processing Systems
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    • v.13 no.4
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    • pp.834-851
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    • 2017
  • The amount of sources of information available on the web using ontologies as support continues to increase and is often heterogeneous and distributed. Ontology alignment is the solution to ensure semantic interoperability. In this paper, we describe a new ontology alignment approach, which consists of combining structure-based and reasoning-based approaches in order to discover new semantic correspondences between entities of different ontologies. We used the biblio test of the benchmark series and anatomy series of the Ontology Alignment Evaluation Initiative (OAEI) 2012 evaluation campaign to evaluate the performance of our approach. We compared our approach successively with LogMap and YAM++ systems. We also analyzed the contribution of our method compared to structural and semantic methods. The results obtained show that our performance provides good performance. Indeed, these results are better than those of the LogMap system in terms of precision, recall, and F-measure. Our approach has also been proven to be more relevant than YAM++ for certain types of ontologies and significantly improves the structure-based and reasoningbased methods.

Real-time Network Attack Pattern Analysis System using Snort Log on MapReduce Environment (MapReduce 환경에서 Snort 로그를 이용한 실시간 네트워크 공격패턴 분석 시스템)

  • Kang, Moon-Hwan;Jang, Jin-Su;Shin, Young-Sung;Chang, Jae-Woo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2017.04a
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    • pp.75-77
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    • 2017
  • 최근 급격히 증가하고 있는 네트워크 로그 상에서 보안위협에 신속히 대응하기 위해 기업들은 방화벽, IDS 등의 네트워크 보안 로그를 분석하여 보안 위협을 파악한다. Snort는 이러한 보안 위협에 대응하기 위해 네트워크 로그를 수집하는 도구 중 하나이다. 그러나 보안 관제 담당자는 방대한 양의 보안 관련 로그를 분석하기 위해 많은 시간이 필요하기 때문에, 관제 결과를 보고하고 대응하기까지 시간이 지체되는 문제가 존재한다. 이러한 문제를 해결하기 위해, 본 논문에서는 Snort 로그를 이용한 실시간 네트워크 공격패턴 분석 시스템을 제안한다. 제안하는 시스템은 대용량 데이터 처리에 효과적인 MapReduce 분산 처리를 활용하여 방대한 네트워크 로그를 추출 및 분석하기 때문에 보안 위협 상황 발생 여부를 실시간으로 빠르게 인지할 수 있다.

Successive MAP Detection with Soft Interference Cancellation for Iterative Receivers in Hierarchical M-ary QAM Systems (M-레벨 QAM 계층 변조 시스템에서 연 간섭 제거를 이용한 연속 MAP 판정 기법)

  • Kim, Jong-Kyung;Seo, Jong-Soo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.3C
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    • pp.304-310
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    • 2009
  • This paper proposes a successive MAP (maximum a posteriori probability) detection scheme with SoIC(soft interference cancellation) to reduce the receiver complexity of hierarchical M-ary QAM system. For the successive MAP detection, modulation symbols generated from the other data streams are treated as Gaussian noise or eliminated as the soft interference according to their priorities. The log-likelihood ratio of the a posteriori probability (LAPRP) of each bit is calculated by the MAP detector with an adjusted noise variance in order to take the elimination and Gaussian assumption effect into account. By separating the detection process into the successive steps, the detection complexity is reduced to increase linearly with the number of bits per hierarchical M-ary QAM symbol. Simulation results show that the proposed detection provides a small performance degradation as compared to the optimal MAP detection.