• Title/Summary/Keyword: Monte Carlo Noise

Search Result 224, Processing Time 0.035 seconds

Evaluation of Artificial Intelligence-Based Denoising Methods for Global Illumination

  • Faradounbeh, Soroor Malekmohammadi;Kim, SeongKi
    • Journal of Information Processing Systems
    • /
    • 제17권4호
    • /
    • pp.737-753
    • /
    • 2021
  • As the demand for high-quality rendering for mixed reality, videogame, and simulation has increased, global illumination has been actively researched. Monte Carlo path tracing can realize global illumination and produce photorealistic scenes that include critical effects such as color bleeding, caustics, multiple light, and shadows. If the sampling rate is insufficient, however, the rendered results have a large amount of noise. The most successful approach to eliminating or reducing Monte Carlo noise uses a feature-based filter. It exploits the scene characteristics such as a position within a world coordinate and a shading normal. In general, the techniques are based on the denoised pixel or sample and are computationally expensive. However, the main challenge for all of them is to find the appropriate weights for every feature while preserving the details of the scene. In this paper, we compare the recent algorithms for removing Monte Carlo noise in terms of their performance and quality. We also describe their advantages and disadvantages. As far as we know, this study is the first in the world to compare the artificial intelligence-based denoising methods for Monte Carlo rendering.

Monte-carlo 방법과 일반화된 ramo-shockley 정리를 통한 FET 열잡음 이론의 검증 (Investigation of the existing thermal noise theories for field-effect transistors using the monte-carlo method and the generalized ramo-shockley theorem)

  • 모경구;민홍식;박영준
    • 전자공학회논문지A
    • /
    • 제33A권10호
    • /
    • pp.107-114
    • /
    • 1996
  • Monte carlo method is especially a useful method for the analysis of thermal noise of semiconductor devices since the time dependence of microscopic details is simulated directly. Recently, a mthod for the calculation of the instantaneous currents of 2-dimensional devices, which is numerically more accurate than the conventional method, has been proposed using the generalized ramo-shockley theorem. Using this mehtod we investage the validity of the existing thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise using ramo-shockley theorem is shown to be applicable to 2 dimensional devices if the frequency of interest is low enough. The correlation between electrons in different regions of th echannel is shown not to be negligible. And we also obtian the spatial map of the noise in the channel region. By doing so, we show that the steady state nyquist theorem is the correct theory rather than the theory by van der ziel et.al.

  • PDF

Estimation of Noise Level in Complex Textured Images and Monte Carlo-Rendered Images

  • Kim, I-Gil
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제10권1호
    • /
    • pp.381-394
    • /
    • 2016
  • The several noise level estimation algorithms that have been developed for use in image processing and computer graphics generally exhibit good performance. However, there are certain special types of noisy images that such algorithms are not suitable for. It is particularly still a challenge to use the algorithms to estimate the noise levels of complex textured photographic images because of the inhomogeneity of the original scenes. Similarly, it is difficult to apply most conventional noise level estimation algorithms to images rendered by the Monte Carlo (MC) method owing to the spatial variation of the noise in such images. This paper proposes a novel noise level estimation method based on histogram modification, and which can be used for more accurate estimation of the noise levels in both complex textured images and MC-rendered images. The proposed method has good performance, is simple to implement, and can be efficiently used in various image-based and graphic applications ranging from smartphone camera noise removal to game background rendition.

Monte Carlo모의에 의한 항공전자장비의 PSD랜덤진동해석과 등가정적해석의 통계적 비교분석 (Statistical comparison analysis based on Monte Carlo simulation between PSD random analysis and it's equivalent static analysis for avionics equipment)

  • 박희범;이석규;양성철;김진천
    • 한국소음진동공학회:학술대회논문집
    • /
    • 한국소음진동공학회 2008년도 춘계학술대회논문집
    • /
    • pp.119-126
    • /
    • 2008
  • 방위산업분야의 항공기용 전자장비는 신뢰성 설계를 위하여 MIL규격이나 실측된 PSD데이터를 이용하여 보수적으로 설계하는 것이 일반적이다. 하나의 프로젝트에서 개발되는 PCB는 수십 종에 이르고 그 장착위치나 설계변경이 병행되므로 PSD랜덤 진동해석의 대안으로 등가정적해석을 수행하게 된다. 등가정적해석결과의 보수성을 확인하기 위하여 PSD랜덤진동해석으로부터 추출된 정규분포를 갖는 각 방향 응력에 대해 Monte Carlo모의를 수행하여 결과를 비교분석하였다. 결론적으로 PSD랜덤진동 해석의 대안으로 등가정적해석결과의 유용성과 보수성을 통계적으로 비교하였고 실험을 통하여 결과의 타당성을 보였다.

  • PDF

Investigating Dynamic Parameters in HWZPR Based on the Experimental and Calculated Results

  • Nasrazadani, Zahra;Behfarnia, Manochehr;Khorsandi, Jamshid;Mirvakili, Mohammad
    • Nuclear Engineering and Technology
    • /
    • 제48권5호
    • /
    • pp.1120-1125
    • /
    • 2016
  • The neutron decay constant, ${\alpha}$, and effective delayed neutron fraction, ${\beta}_{eff}$, are important parameters for the control of the dynamic behavior of nuclear reactors. For the heavy water zero power reactor (HWZPR), this document describes the measurements of the neutron decay constant by noise analysis methods, including variance to mean (VTM) ratio and endogenous pulse source (EPS) methods. The measured ${\alpha}$ is successively used to determine the experimental value of the effective delayed neutron fraction as well. According to the experimental results, ${\beta}_{eff}$ of the HWZPR reactor under study is equal to 7.84e-3. This value is finally used to validate the calculation of the effective delayed neutron fraction by the Monte Carlo methods that are discussed in the document. Using the Monte Carlo N-Particle (MCNP)-4C code, a ${\beta}_{eff}$ value of 7.58e-3 was obtained for the reactor under study. Thus, the relative difference between the ${\beta}_{eff}$ values determined experimentally and by Monte Carlo methods was estimated to be < 4%.

몬테칼로 렌더링 노이즈 제거를 위한 듀얼 신경망 구조 설계 (Design of a Dual Network based Neural Architecture for a Cancellation of Monte Carlo Rendering Noise)

  • 이광엽
    • 전기전자학회논문지
    • /
    • 제23권4호
    • /
    • pp.1366-1372
    • /
    • 2019
  • 본 논문에서는 레이 트레이싱 그래픽에서 사용되는 몬테칼로 렌더링에 포함되는 잡음을 제거하기 위해 개선된 신경망구조를 설계하였다. 몬테칼로 렌더링은 그래픽의 실감을 높이는데 가장 좋은 방법이지만 픽셀마다 수천 개 이상의 빛 효과를 계산해야 하기 때문에 렌더링 처리시간이 급격히 증가하여 실시간 처리에 큰 문제를 갖고 있다. 이 문제를 개선하기 위해 픽셀에서 사용되는 빛의 수를 줄이게 되는데 이때 렌더링 잡음이 발생하게 되고 이 잡음을 제거하기 위해 다양한 연구가 진행되어 왔다. 본 논문에서는 렌더링 잡음을 제거하는데 딥러닝을 사용하며 특히, 렌더링 이미지를 확산광과 집중광으로 분리하여 이중 신경망 구조를 설계하였다. 설계결과 단일구조 신경망에 비하여 듀얼구조 신경망은 PSNR기준으로 64개 테스트 이미지에 대하여 평균 0.58db가 개선되었으며 reference image에 비하여 99.22% 빛의 수를 줄여 실시간 레이 트레이싱 렌더링을 구현하였다.

N-I-N 구조에서 Monte-Carlo 방법에 의한 steady-state Nyquist 정리의 검증 (Verification of the steady-state Nyquist theorem by Monte-Carlo method in n-i-n structures)

  • 이기영;모경구;민홍식;박영준
    • 전자공학회논문지A
    • /
    • 제30A권8호
    • /
    • pp.63-71
    • /
    • 1993
  • To verify validity of the steady-state Nyquist theorem and the steady-state Nyquist theorem with hot carrier effects in semiconductor devices, we calculate thermal noise in n-i-n structures using both the steady-state Nyquist theorem and the Monte-Carlo method, and compare the results from these two-methods. When the carrier temperature is not far from the lattice temperature, the results from both methods agree with each other very well, but in the hot carrier regime there are some discrepancies. Our results support the argument that for MOSFETs and MESFETs operating in the linear region, the channel thermal noise should be explained by the steady-state Nyquist theorem rather than by the existing theories.

  • PDF

수상함에서 발사된 수직 발사 유도탄 초기 거동의 통계적 해석 (Statistical Analysis of Initial Behavior of a Vertically-launched Missile from Surface Ship)

  • 김경태
    • 한국소음진동공학회논문집
    • /
    • 제22권9호
    • /
    • pp.889-895
    • /
    • 2012
  • A vertical launching system(VLS) is a system for holding and firing missiles on surface ships. When a missile is launched in VLS, relative motion between canister and missile and drag force induced by wind can cause initial unstability of a missile. Thus dynamic analysis of initial behavior of vertically launched missile should be performed to prevent collision with any structure of a ship. In this study, dynamic analyses of initial behavior of vertically launched missile are performed using Monte-Carlo simulation, which relys on random sampling and probabilistic distribution of variables. Each parameter related with dynamic behavior of a missile is modeled with probability variables and Recurdyn, a commercial software for multi body dynamic analysis, is used to perform Monte-Carlo simulation. As a result, initial behavior of a missile is evaluated with respect to various performance indexes in a probabilistic sense and sensitivity of the each parameters is calculated.