• Title/Summary/Keyword: 신호 개수 추정

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특이치 분해를 이용한 신호 향상 과정 중 유색잡음 하에서 주기신호의 주파수 및 갯수추정

  • 백성준
    • Proceedings of the Acoustical Society of Korea Conference
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    • 1991.06a
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    • pp.32-37
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    • 1991
  • 고해상도 신호처리의 기본적인 문제는, 관찰 데이터의 개수가 작고 신호 대 잡음비(SNR)가 낮아서, 푸리에 분석기법에 의해 주기신호가 분해되지 않는 경우에, 신호의 파라미터를 추정하는 것이라 할 수 있다. 주기신호의 주파수 추정 문제에서는 일반적으로 주기신호의 개수를 알고 있다고 가정하는데, 주기신호의 개수가 사전에 알려져 있지 않은 경우, 주파수 추정은 결국 주기신호의 개수결정문제가 되어, EVD나 SVD를 이용한 개수 결정방법이 활발히 연구되어 왔다. 고해상도 신호처리에서는 EVD나 SVD의 비선형 특성 상임게치 신호 대 잡음비가 존재하며 이 SNR보다 낮은 경우 심각한 왜곡현상을 보이게 되어, 주파수 추정 또는 주기신호의 개수결정에 큰 오차를 보이게 된다. 주기신호의 개수를 사전에 알고 있는 경우, 임게치 SNR를 낮추려는 노력으로는 overdetermined over-ranked structured correlation matrix의 rank reduction과 averaging을 이용한 신호 향상방법(signal enhancement)이 연구되어 왔다. 그러나 사전에 주기신호의 개수를 알아야만 하는 결점이 있고, 잡음이 백색이여야 하는 제약이 있었다. 일반적으로 환경 잡음은 유색이고, 주기신호의 개수를 사전에 모르는 경우이므로, 낮은 SNR에서의 주파수 추정문제는 유색잡음을 고려한 신호향상으로 임게치 SNR을 낮추고 주기신호의 개수를 결정한 후 주파수 추정이 이루어져야 한다. 본 논문에서는 이를 위해 광대협 유색잡음에서의 신호향상과 그 과정 중 중 주기신호의 개수를 결정하는 알고리즘ㅇ르 제시하고자 한다.

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AIC & MDL Algorithm Based on Beamspace, for Efficient Estimation of the Number of Signals (효율적인 신호개수 추정을 위한 빔공간 기반 AIC 및 MDL 알고리즘)

  • Park, Heui-Seon;Hwang, Suk-Seung
    • The Journal of the Korea institute of electronic communication sciences
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    • v.16 no.4
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    • pp.617-624
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    • 2021
  • The accurate estimation of the number of signals included in the received signal is required for the AOA(: Angle-of-Arrival) estimation, the interference suppression, the signal reception, etc. AIC(: Akaike Information Criterion) and MDL(: Minimum Description Length) algorithms, which are known as the typical algorithms to estimate the signal number, estimate the number of signals according to the minimum of each criterion. As the number of antenna elements increased, the estimation performance is enhanced, but the computational complexity is increased because values of criteria for entire antenna elements should be calculated for finding their minimum. In order to improve this problem, in this paper, we propose AIC and MDL algorithms based on the beamspace, which efficiently estimate the number of signals while reducing the computational complexity by reducing the dimension of an array antenna through the beamspace processing. In addition, we provide computer simulation results based on various scenarios for evaluating and analysing the estimation performance of the proposed algorithms.

Design of a Frequency Offset Corrector and Analysis of Noises due to Quantization Angle in OFDM LAN Systems (OFDM 시스템에서 주파수편차 교정기의 설계와 각도 양자화에 의한 잡음의 분석)

  • 황진권
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.7A
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    • pp.794-806
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    • 2004
  • This paper deals with correction of frequency offset and analysis of quantization angle noise in the IEEE 802.1la OFDM system. The rotation phase per symbol due to the carrier frequency offset is estimated from auto-correlation of the short Preambles, which are over-sampled for the reduction of noise in OFDM signals. The pilot signals are introduced to estimate the rotation phase per OFDM symbol due to estimation error of the carrier frequency offset and the sampling frequency onset. During the estimation and correction of the frequency onsets, a CORDIC processor and a look-up table are used for the conversion between a rotation phase and its complex number. Being calculated by a limited number of bits in the CORDIC processor and the look-up table, the rotation phase and its complex number have quantization angle errors. The quantization errors are analyzed as SNR (signal to noise ratio) due to the quantization bit numbers. The minimum bit number is suggested to meet the specification of IEEE 802.1la properly. Finally, the quantization errors are evaluated through simulations on number of quantization bits and SNR of received signals.

Robust Speech Enhancement By Multi $H_\infty$ Filter (다중 $H_\infty$ 필터에 의한 강인한 음성향상)

  • Kim Jun Il;Lee Ki Yong
    • Proceedings of the Acoustical Society of Korea Conference
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    • spring
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    • pp.85-88
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    • 2004
  • 칼만/위너 필터 같은 기존의 음성향상 알고리즘은 잡음의 선험적 지식을 요구하고, 음성신호와 추정신호의 오차분산을 최소화하는데 중점을 두었다. 따라서, 잡음에 대한 통계적 추정에 오류가 있을 경우 결과에 악영향을 미칠 수 있다. 그러나 $H_\infty$ 필터는 잡음에 대한 어떠한 가정이나 선험적 지식을 요구하지 않는다. $H_\infty$ 필터는 최소상계(Upper Bound Least)를 적용하여 추정된 모든 신호들로부터 최소 에러 신호를 갖는 최상의 추정신호를 찾아내므로 칼만/위너 필터보다 잡음의 변화에 강인하다. 본 논문에서는 학습 신호로부터 은닉 마코프 모델의 파리미터를 추정한 후, 오염된 신호를 고정된 개수의 $H_\infty$ 필터를 통과시켜 각 출력에 가중된 합으로 향상된 음성 신호를 구한다. 음성의 통계적 특성을 이용하여 모델 파라미터를 추정하는 은닉 마코프 모델과 잡음의 변화에 강인한 $H_\infty$ 알고리즘을 사용해서, 다중 $H_\infty$필터에 의한 강인한 음성향상 방법을 제안하였다.

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Forward/Backward First Order Statistics Algorithm for the Estimation of DOA in a Multipath Environment (다중경로 환경에서 DOA를 추정하기 위한 전후방 일차 평균 알고리즘)

  • 김한수;임준석;성굉모
    • The Journal of the Acoustical Society of Korea
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    • v.17 no.8
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    • pp.64-67
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    • 1998
  • 여러 해 동안 많은 연구자들에 의해서 코히런트한 간섭신호가 있는 환경에서 신호 의 도래각을 추정하는 방법에 대한 연구가 진행 되어왔다. 이런 방법들은 대부분 공간 평활 (Spatial Smoothing)류의 방법을 사용하고 있으나 Pillai에 의해서 각 센서에 들어오는 신호 의 평균을 이용한 방법이 제안되었다. 이 방법에서는 특별히 복소수의 입력에 대해서는 대 칭형 배열을 사용하도록 했기 때문에 실수 입력을 다룰 때 보다 약 2배의 센서 개수가 필요 하다[S.U.Pillai,Array Signal Processing,Springer-Verlang New York, 1989]. 본 논문에서는 Pillai의 방법을 사용할 때 복소수 입력에서도 실수 입력의 경우와 같은 개수의 센서를 사용 하는 방법을 제안한다.

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Emproving the resolution of the finite-length sinusoids burried in noise (잡음에 의해 손상된 유한 구간 정현파 추정의 해상도 개선책)

  • Shin, Yoon-Ki
    • The Journal of the Acoustical Society of Korea
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    • v.16 no.5
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    • pp.122-129
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    • 1997
  • In the signal processing fields, sinusoidal wave is of much meaning because it may carry other important informations. But in reality due to the finite number of sensors along with the noise detected by the sensors, the resolution of frequency detection is in general much degraded. In this paper, new method is proposed to embrove the frequency resolution of the finite-length sinusoids burried in noise.

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A Channel Estimation Method by Orthogonalizing of the time domain training signals in MIMO-OFDM systems (MIMO-OFDM 시스템에서 시간영역 훈련신호들의 직교화를 통한채널추정 방법)

  • Jeon, Hyoung-Goo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.12
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    • pp.2818-2825
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    • 2013
  • In this paper, a channel estimation method by orthogonalizing of the time domain training signal in MIMO-OFDM systems is proposed. It has shown that Jeon's method[8] cannot be directly used in 4 Tx antenna MIMO-OFDM systems since the delayed Rx signals interfere the orthogonal property of the time domain training signals. As a possible solution to the problem, in this paper, a guard interval is inserted into the center of the training signals so that the orthogonal property between the Rx training signals can be maintained. It is shown by using computer simulations that the proposed method can estimate the channel response in time domain in 4 Tx antenna MIMO-OFDM systems.

Target Length Estimation of Target by Scattering Center Number Estimation Methods (산란점 수 추정방법에 따른 표적의 길이 추정)

  • Lee, Jae-In;Yoo, Jong-Won;Kim, Nammoon;Jung, Kwangyong;Seo, Dong-Wook
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.38 no.6
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    • pp.543-551
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    • 2020
  • In this paper, we introduce a method to improve the accuracy of the length estimation of targets using a radar. The HRRP (High Resolution Range Profile) obtained from a received radar signal represents the one-dimensional scattering characteristics of a target, and peaks of the HRRP means the scattering centers that strongly scatter electromagnetic waves. By using the extracted scattering centers, the downrange length of the target, which is the length in the RLOS (Radar Line of Sight), can be estimated, and the real length of the target should be estimated considering the angle between the target and the RLOS. In order to improve the accuracy of the length estimation, parametric estimation methods, which extract scattering centers more exactly than the method using the HRRP, can be used. The parametric estimation method is applied after the number of scattering centers is determined, and is thus greatly affected by the accuracy of the number of scattering centers. In this paper, in order to improve the accuracy of target length estimation, the number of scattering centers is estimated by using AIC (Akaike Information Criteria), MDL (Minimum Descriptive Length), and GLE (Gerschgorin Likelihood Estimators), which are the source number estimation methods based on information theoretic criteria. Using the ESPRIT algorithm as a parameter estimation method, a length estimation simulation was performed for simple target CAD models, and the GLE method represented excellent performance in estimating the number of scattering centers and estimating the target length.

A Decorrelation Technique for Direction-of-Arrival Estimation of Coherent Signals (Coherent 신호의 입사방향 추정을 위한 상관관계 제거 기법)

  • Park, Geun-Ho;Shin, Jong-Woo;Kim, Hyoung-Nam
    • Journal of the Institute of Electronics and Information Engineers
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    • v.53 no.8
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    • pp.95-104
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    • 2016
  • Subspace-based direction-of-arrival (DOA) estimation algorithms have a difficulty in dealing with coherent signals caused by multi-path environment. As one of attempts to solve this problem, a spatial differencing method is known to be useful for not only estimating DOAs of the coherent signals but also improving the number of resolvable wavefronts even more than the number of antenna elements. However, since the conventional spatial differencing method uses only the partial statistics of the observed data, this method suffers from the performance degradation in estimation accuracy caused by the residual correlation between the uncorrelated signals. To cope with this problem, in this paper, a generalized spatial differencing method is proposed. Unlike the conventional method, the proposed method utilizes the entire statistics of the received signals. Therefore, the additional performance enhancement in both estimation accuracy and the number of resolvable wavefronts can be achieved. The performance analyses with computer simulations show that the proposed method outperforms the conventional method in terms of the estimation accuracy and the number of resolvable wavefronts.

A Study on Maximum Posterior Probability Estimator for Direction of Arrival Estimation of Incoming Signal (입사신호의 도래방향 추정을 위한 최대 사후 확률 추정기에 대한 연구)

  • Lee, Kwan-Hyeong;Park, Sung-Kon;Jeong, Youn-Seo
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.9 no.2
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    • pp.190-195
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    • 2016
  • In this paper, we are comparative analysis both class method and proposal method in order to estimation of incident signal direction on uniform array antenna system. Proposal method of this paper decrease error probability for a signal direction of arrival estimation using maximum posterior probability estimator. If it decrease to signal estimation direction error probability, signal direction of arrival can correctly estimate. Through simulation, we were comparative analysis proposed method and class method. Also, we were comparative analysis about signal estimation error probability with increasing array antenna element. We show the superior performance of the proposed method relative to the class method to decrease of signal estimation error probability about 12%.