• 제목/요약/키워드: Additive White Gaussian Noise

검색결과 347건 처리시간 0.032초

Direction Information Concerned Algorithm for Removing Gaussian Noise in Images

  • Gao, Yinyu;Kim, Nam-Ho
    • Journal of information and communication convergence engineering
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    • 제9권6호
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    • pp.758-762
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    • 2011
  • In this paper an efficient algorithm is proposed to remove additive white Gaussian noise(AWGN) with edge preservation. A function is used to separate the filtering mask to two sets according to the direction information. Then, we calculate the mean and standard deviation of the pixels in each set. In order to preserve the details, we also compare standard deviations between the two sets to find out smaller one. Corrupted pixel is replaced by the mean of the filtering window's median value and the smaller set's mean value that the rate of change is faster than the other one. Experiment results show that the proposed algorithm outperforms with significant improvement in image quality than the conventional algorithms. The proposed method removes the Gaussian noise very effectively.

전력밀도 스펙트럼을 이용한 반복적 영상 신호 복원 알고리즘 (Iterative Image Restoration Algorithm Using Power Spectral Density)

  • 임영석;이문호
    • 대한전자공학회논문지
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    • 제24권4호
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    • pp.713-718
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    • 1987
  • In this paper, an iterative restoration algorithm from power spectral density with 1 bit sign information of real part of two dimensional Fourier transform of image corrupted by additive white Gaussian noise is proposed. This method is a modified version of image reconstruction algorithm from power spectral density. From the results of computer simulation with original 32 gray level imgae of 64x64 pixels, we can find that restorated image after each iteration converge to original image very fast, and SNR gain be at least 8[dB] after 10th iteration for corrupted image with additive white Gaussian noise.

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레일리 페이딩을 겪은 셀룰라 이동통신시스팀의 일반화된 outage probability 해석 (Generalized outage probability analysis for a cellular mobile radio systems in rayleigh fading environment)

  • 김성민;윤동원;한영열
    • 전자공학회논문지A
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    • 제32A권7호
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    • pp.1-7
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    • 1995
  • In this paper, we generalize the method to calculate the outage probability in the presence of multiple rayleigh faded cochannel interferences and additive white Gaussian noise. Our result is a computational formula that can be applied with or without Gaussian noise in Rayleigh faded cochannel interferences. Without Gaussian noise, the situation degenerates to usual case of the cochannel interferences. The result can be appiled also in the presence of Gaussian noise with or without cochannel interferences.

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On Additive Signal Dependent Gaussian Noise Channel Capacity for NOMA in 5G Mobile Communication

  • Chung, Kyuhyuk
    • International Journal of Internet, Broadcasting and Communication
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    • 제12권2호
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    • pp.37-44
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    • 2020
  • The fifth generation (5G) mobile communication has been commercialized and the 5G applications, such as the artificial intelligence (AI) and the internet of things (IoT), are deployed all over the world. The 5G new radio (NR) wireless networks are characterized by 100 times more traffic, 1000 times higher system capacity, and 1 ms latency. One of the promising 5G technologies is non-orthogonal multiple access (NOMA). In order for the NOMA performance to be improved, sometimes the additive signal-dependent Gaussian noise (ASDGN) channel model is required. However, the channel capacity calculation of such channels is so difficult, that only lower and upper bounds on the capacity of ASDGN channels have been presented. Such difficulties are due to the specific constraints on the dependency. Herein, we provide the capacity of ASDGN channels, by removing the constraints except the dependency. Then we obtain the ASDGN channel capacity, not lower and upper bounds, so that the clear impact of ASDGN can be clarified, compared to additive white Gaussian noise (AWGN). It is shown that the ASDGN channel capacity is greater than the AWGN channel capacity, for the high signal-to-noise ratio (SNR). We also apply the analytical results to the NOMA scheme to verify the superiority of ASDGN channels.

A SOLUTION OF THE ORNSTEIN-UHLENBECK EQUATION

  • MOON BYUNG SOO;THOMPSON RUSSEL C.
    • Journal of applied mathematics & informatics
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    • 제20권1_2호
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    • pp.445-454
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    • 2006
  • We describe a solution to the Ornstein-Uhlenbeck equation $\frac{dI}{dt}-\frac{1}{\tau}$I(t)=cV(t) where V(t) is a constant multiple of a Gaussian white noise. Our solution is based on a discrete set of Gaussian white noise obtained by taking sample points from a sum of single frequency harmonics that have random amplitudes, random frequencies, and random phases. Hence, it is different from the solution by the standard random walk using random numbers generated by the Box-Mueller algorithm. We prove that the power of the signal has the additive property, from which we derive that the Lyapunov characteristic exponent for our solution is positive. This compares with the solution by other methods where the noise is kept to be in an error range so that its Lyapunov exponent is negative.

AWGN 제거를 위한 변형된 평균 필터 알고리즘에 관한 연구 (A Study on the Modified Mean Filter Algorithm for Removal AWGN)

  • ;김남호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2014년도 춘계학술대회
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    • pp.792-794
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    • 2014
  • 통신 기술이 급속히 발달한 현대 사회에서 디지털 디스플레이, 카메라 등 영상장치들이 주를 이루고 있다. 그러나 영상 데이터의 전송, 저장, 획득하는 과정에서 재료, 매질 등 원인으로 영상에 잡음이 첨가되어 영상의 질을 저하시킨다. 본 논문에서는 영상에 첨가되는 AWGN(additive white Gaussian noise)의 영향을 억제하기 위하여 변형된 평균 필터 알고리즘을 제안하였다. 그리고 PSNR(peak signal to noise ratio)을 사용하여 기존의 방법들과 비교하였다.

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Optical dielectric function of impurity doped Quantum dots in presence of noise

  • Ghosh, Anuja;Bera, Aindrila;Ghosh, Manas
    • Advances in nano research
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    • 제5권1호
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    • pp.13-25
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    • 2017
  • We examine the total optical dielectric function (TODF) of impurity doped GaAs quantum dot (QD) from the viewpoint of anisotropy, position-dependent effective mass (PDEM) and position dependent dielectric screening function (PDDSF), both in presence and absence of noise. The dopant impurity potential is Gaussian in nature and noise employed is Gaussian white noise that has been applied to the doped system via two different modes; additive and multiplicative. A change from fixed effective mass and fixed dielectric constant to those which depend on the dopant coordinate manifestly affects TODF. Presence of noise and also its mode of application bring about more rich subtlety in the observed TODF profiles. The findings indicate promising scope of harnessing the TODF of doped QD systems through expedient control of site of dopant incorporation and application of noise in desired mode.

적응적 필터링을 이용한 가우시안 잡음 예측 (Gaussian noise estimation using adaptive filtering)

  • 조범석;김영로
    • 디지털산업정보학회논문지
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    • 제8권4호
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    • pp.13-18
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    • 2012
  • In this paper, we propose a noise estimation method for noise reduction. It is based on block and pixel-based noise estimation. We assume that an input image is contaminated by the additive white Gaussian noise. Thus, we use an adaptive Gaussian filter and estimate the amount of noise. It computes the standard deviation of each block and estimation is performed on pixel-based operation. The proposed algorithm divides an input image into blocks. This method calculates the standard deviation of each block and finds the minimum standard deviation block. The block in flat region shows well noise and filtering effects. Blocks which have similar standard deviation are selected as test blocks. These pixels are filtered by adaptive Gaussian filtering. Then, the amount of noise is calculated by the standard deviation of the differences between noisy and filtered blocks. Experimental results show that our proposed estimation method has better results than those by existing estimation methods.

복합 잡음 제거를 위한 비선형 합성 필터에 관한 연구 (A Study on Nonlinear Composit Filter for Mixed Noise Removal)

  • 권세익;김남호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2017년도 춘계학술대회
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    • pp.793-796
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    • 2017
  • 영상신호는 신호를 처리하는 과정에서 다양한 잡음에 의해 훼손되어지며, 이러한 신호를 복원하기 위한 많은 연구가 이루어지고 있다. 영상에 첨가되는 잡음에는 salt and pepper 잡음, AWGN(additive white Gaussian noise) 및 두 잡음이 혼합된 복합잡음이 대표적이다. 따라서 본 논문에서는 복합잡음 환경에서 훼손된 영상을 복원하기 위해, 잡음 판단을 통해 국부 마스크의 중심화소가 salt and pepper 잡음인 경우, 2차원 스플라인 보간법 및 메디안 필터로 처리하고, AWGN인 경우, 화소변화에 따른 가중치 필터로 처리하는 알고리즘을 제안하였다.

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AWGN 환경에서 화소 분포를 고려한 영상복원 알고리즘 (Image Restoration Algorithm Considering Pixel Distribution in AWGN Environments)

  • 권세익;김남호
    • 한국정보통신학회논문지
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    • 제19권7호
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    • pp.1687-1693
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    • 2015
  • 최근, 디지털 영상처리 장치에 대한 수요가 급격히 증대되면서 영상의 우수한 화질이 요구되고 있다. 그러나 디지털 영상을 획득, 처리, 전송하는 과정에서 여러 외부 원인에 의해 영상의 열화가 발생되고 잡음제거에 관한 연구가 대두되고 있다. 따라서 본 논문에서는 영상에 첨가되는 AWGN(additive white Gaussian noise)을 제거하기 위해, 3 × 3 마스크 내의 화소 분포에 따라 3개의 레벨로 나누어 처리하는 알고리즘을 제안하였다. 제안한 알고리즘은 AWGN (σ = 15)에 훼손된 Barbara 영상을 적용하여 처리한 결과, 기존의 MF(5 × 5), A-TMF(5 × 5), AWMF(5 × 5), MF (3 × 3), A-TMF(3 × 3), AWMF(3 × 3), GF(5 × 5)에 비해 각각 2.87[dB], 2.95[dB], 2.88[dB], 1.52[dB], 1.49[dB], 1.58[dB], 1.25[dB] 개선되었다.