• 제목/요약/키워드: Detection probability

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이중채널 잡음음성인식을 위한 공간정보를 이용한 통계모델 기반 음성구간 검출 (Statistical Model-Based Voice Activity Detection Using Spatial Cues for Dual-Channel Noisy Speech Recognition)

  • 신민화;박지훈;김홍국;이연우;이성로
    • 말소리와 음성과학
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    • 제2권3호
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    • pp.141-148
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    • 2010
  • In this paper, voice activity detection (VAD) for dual-channel noisy speech recognition is proposed in which spatial cues are employed. In the proposed method, a probability model for speech presence/absence is constructed using spatial cues obtained from dual-channel input signal, and a speech activity interval is detected through this probability model. In particular, spatial cues are composed of interaural time differences and interaural level differences of dual-channel speech signals, and the probability model for speech presence/absence is based on a Gaussian kernel density. In order to evaluate the performance of the proposed VAD method, speech recognition is performed for speech segments that only include speech intervals detected by the proposed VAD method. The performance of the proposed method is compared with those of several methods such as an SNR-based method, a direction of arrival (DOA) based method, and a phase vector based method. It is shown from the speech recognition experiments that the proposed method outperforms conventional methods by providing relative word error rates reductions of 11.68%, 41.92%, and 10.15% compared with SNR-based, DOA-based, and phase vector based method, respectively.

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A Modified Random Early Detection Algorithm: Fuzzy Logic Based Approach

  • Yaghmaee Mohammad Hossein
    • Journal of Communications and Networks
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    • 제7권3호
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    • pp.337-352
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    • 2005
  • In this paper, a fuzzy logic implementation of the random early detection (RED) mechanism [1] is presented. The main objective of the proposed fuzzy controller is to reduce the loss probability of the RED mechanism without any change in channel utilization. Based on previous studies, it is clear that the performance of RED algorithm is extremely related to the traffic load as well as to its parameters setting. Using fuzzy logic capabilities, we try to dynamically tune the loss probability of the RED gateway. To achieve this goal, a two-input-single-output fuzzy controller is used. To achieve a low packet loss probability, the proposed fuzzy controller is responsible to control the $max_{p}$ parameter of the RED gateway. The inputs of the proposed fuzzy controller are 1) the difference between average queue size and a target point, and 2) the difference between the estimated value of incoming data rate and the target link capacity. To evaluate the performance of the proposed fuzzy mechanism, several trials with file transfer protocol (FTP) and burst traffic were performed. In this study, the ns-2 simulator [2] has been used to generate the experimental data. All simulation results indicate that the proposed fuzzy mechanism out performs remarkably both the traditional RED and Adaptive RED (ARED) mechanisms [3]-[5].

Error Probability Expressions for Frame Synchronization Using Differential Correlation

  • Kim, Sang-Tae;Kim, Jae-Won;Shin, Dong-Joon;Chang, Dae-Ig;Sung, Won-Jin
    • Journal of Communications and Networks
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    • 제12권6호
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    • pp.582-591
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    • 2010
  • Probabilistic modeling and analysis of correlation metrics have been receiving considerable interest for a long period of time because they can be used to evaluate the performance of communication receivers, including satellite broadcasting receivers. Although differential correlators have a simple structure and practical importance over channels with severe frequency offsets, closedform expressions for the output distribution of differential correlators do not exist. In this paper, we present detection error probability expressions for frame synchronization using differential correlation, and demonstrate their accuracy over channel parameters of practical interest. The derived formulas are presented in terms of the Marcum Q-function, and do not involve numerical integration, unlike the formulas derived in some previous studies. We first determine the distributions and error probabilities for single-span differential correlation metric, and then extend the result to multispan differential correlation metric with certain approximations. The results can be used for the performance analysis of various detection strategies that utilize the differential correlation structure.

잡음환경에서 Teager 에너지의 전력 스펙트럼 편차에 기반한 음성 검출 알고리즘 (Voice Activity Detection Algorithm Based on the Power Spectral Deviation of Teager Energy in Noisy Environment)

  • 박윤식;안홍섭;이상민
    • 한국음향학회지
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    • 제30권7호
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    • pp.396-401
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    • 2011
  • 본 논문에서는 잡음환경에서 효과적인 음성을 검출하기 위한 새로운 음성검출 (VAD, voice activity detection) 알고리즘을 제안한다. 제안된 방법은 개선된 음성/비음성 검출을 위해 기존의 파워 스펙트럼 편차를 적용하는 대신 Teager 에너지 기반의 파워 스펙트럼 편차 (power spectral deviation)를 이용한다. 또한 향상된 VAD 성능을 위하여 각각의 주파수 밴드에 대한 음성부재확률 (speech absence probability)을 제안된 파워 스펙트럼 편차를 도출하는데 스무딩 (smoothing) 파라미터로 적용한다. 제안된 알고리즘은 기존의 방법과 객관적인 실험을 통해 비교 평가한 결과 다양한 배경잡음 환경에서 향상된 성능을 보였다.

잡음환경에서 Teager Energy 기반의 전역 음성부재확률을 이용하는 음성검출 (Voice Activity Detection Using Global Speech Absence Probability Based on Teager Energy in Noisy Environments)

  • 박윤식;이상민
    • 대한전자공학회논문지SP
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    • 제49권1호
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    • pp.97-103
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    • 2012
  • 본 논문에서는 잡음환경에서 효과적인 음성을 검출하기 위한 새로운 음성 검출 (VAD, voice activity detection) 알고리즘을 제안한다. 통계적 모델에 기반의 Likelihood ratio (LR)를 통하여 도출되는 전역 음성부재확률 (GSAP, global speech absence probability)은 음성검출을 위한 피쳐 (feature) 파라미터로 널리 적용되고 있다. 하지만 신호 대 잡음 비 (SNR, signal-to-noise ratio)가 낮은 잡음환경에서는 정확한 GSAP 추정이 어려운 문제점을 가지고 있다. 따라서 제안된 방법에서는 잡음환경에서 강인한 VAD 알고리즘을 위하여 Teager energy (TE) 기반의 GSAP를 피쳐 파라미터로 적용한다. 제안된 알고리즘은 기존의 방법과 객관적인 실험을 통해 비교 평가한 결과 다양한 배경잡음 환경에서 향상된 성능을 보였다.

Performance Analysis of the Clutter Map CFAR Detector with Noncoherent Integration

  • Kim, Chang-Joo;Lee, Hyuck-Jae
    • ETRI Journal
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    • 제15권2호
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    • pp.1-9
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    • 1993
  • Nitzberg has analyzed the detection performance of the clutter map constant false alarm rate (CFAR) detector using single pulse. In this paper, we extend the detection analysis to the clutter map CFAR detector that employs M-pulse noncoherent integration. Detection and false alarm probabilities for Swerling target models are derived. The analytical results show that the larger the number of integrated pulses M, the higher the detection probability. On the other hand, the analytical results for Swerling target models show that the detection performance of the completely decorrelated target signal is better than that of the completely correlated target.

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Fire Detection System Using Arduino Sensor

  • Cheong, Ha-Young
    • 한국정보전자통신기술학회논문지
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    • 제9권6호
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    • pp.624-629
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    • 2016
  • Recently various types of disaster monitoring system using smart-phones are under active studying. In this paper, we propose a system that automatically performs the disaster and fire detection. Additionally we implement the Arduino-based smart image sensor system in the web platform. When a fire is detected, an SMS is sent to the Fire and Disaster Management Agency. In order to improve fire detection probability, we proposed a smart Arduino fire detection sensor simulation which searches the smart sensor inference algorithm using fuzzy rules.

차별적이니 드랍-확률을 갖는 동적-VQSDDP를 이용한 상대적 손실차별화의 달성 (Achieving Relative Loss Differentiation using D-VQSDDP with Differential Drop Probability)

  • 조경래;구자환;정진욱
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2008년도 추계학술발표대회
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    • pp.1332-1335
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    • 2008
  • In order to various service types of real time and non-real time traffic with varying requirements are transmitted over the IEEE 802.16 standard is expected to provide quality of service(QoS) researchers have explored to provide a queue management scheme with differentiated loss guarantees for the future Internet. The sides of a packet drop rate, an each class to differential drop probability on achieving a low delay and high traffic intensity. Improved a queue management scheme to be enhanced to offer a drop probability is desired necessarily. This paper considers multiple random early detection with differential drop probability which is a slightly modified version of the Multiple-RED(Random Early Detection) model, to get the performance of the best suited, we analyzes its main control parameters (maxth, minth, maxp) for achieving the proportional loss differentiation (PLD) model, and gives their setting guidance from the analytic approach. we propose Dynamic-multiple queue management scheme based on differential drop probability, called Dynamic-VQSDDP(Variable Queue State Differential Drop Probability)T, is proposed to overcome M-RED's shortcoming as well as supports static maxp parameter setting values for relative and each class proportional loss differentiation. M-RED is static according to the situation of the network traffic, Network environment is very dynamic situation. Therefore maxp parameter values needs to modify too to the constantly and dynamic. The verification of the guidance is shown with figuring out loss probability using a proposed algorithm under dynamic offered load and is also selection problem of optimal values of parameters for high traffic intensity and show that Dynamic-VQSDDP has the better performance in terms of packet drop rate. We also demonstrated using an ns-2 network simulation.

FH대역확산통신에서의 동기방식의 성능분석 (Performance Analysis of Synchronization of the FH Spread Spectrum Systems)

  • 박선규;김용철;한영렬
    • 한국통신학회논문지
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    • 제10권1호
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    • pp.11-16
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    • 1985
  • 周波數跳躍擴散스펙트럼通信시스팀의 同期에 대한 考察과 初期同期過程에서의 同期與否를 판별하는 比較器의 臨界値(threshold)와 檢出確率(detection probability), 誤謬警報確率(false alarm probability)과의 관계를 구하여 同期裝置의 性能分析을 하였다.

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채널상태정보에 따른 False alarm 선택 스펙트럼 센싱 성능 분석 (Performance Analysis of Spectrum Sensing using CSI with False Alarm Selection)

  • 이미선;김진영
    • 한국위성정보통신학회논문지
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    • 제8권4호
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    • pp.1-5
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    • 2013
  • Cognitive Radio는 유휴 스펙트럼을 찾아 환경에 맞는 통신방식과 주파수 대역폭을 능동적으로 판단해 재활용하는 지능적인 간섭회피로 방식으로 스펙트럼을 공유하여 전파자원효율을 극대화 하는 기술이다. 기존의 협력 스펙트럼 센싱은 협력하는 사용자들의 채널 상태만을 고려하여 임계치를 정하고 있으며, 모두 같은 고정된 오경보 확률을 적용하여 센싱하게 된다. 오경보 확률은 오류 검출과 관계가 있으며, 고정된 오경보 확률은 검출확률의 감소의 문제를 가진다. 따라서 본 논문에서는 CR사용자의 채널상태를 고려할 뿐만 아니라 채널 상태에 따른 다른 오경보 확률을 차등 적용하여 협력 스펙트럼 센싱을 하는 시스템 모델을 제안하고 분석한다. 시뮬레이션 결과를 통해 검출확률 향상을 보인다.