• 제목/요약/키워드: Spectral Decomposition Method

검색결과 88건 처리시간 0.025초

EMD와 FFT를 이용한 동작 상상 EEG 분류 기법 (Motor Imagery EEG Classification Method using EMD and FFT)

  • 이다빛;이희재;이상국
    • 정보과학회 논문지
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    • 제41권12호
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    • pp.1050-1057
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    • 2014
  • 뇌전도 기반의 뇌-컴퓨터 인터페이스는 향후 손 또는 발과 같은 신체를 대체하거나 사용자의 편의성을 제고하는 등의 다양한 목적으로 여러 산업에서 사용이 될 수 있는 기술이다. 본 논문에서는 경험 모드 분해와 고속푸리에 변환을 통해 동작 상상 뇌전도 신호를 분해하고 특징을 추출하는 방법을 제안한다. 뇌전도 신호 분류 과정은 다음과 같이 3단계로 구성된다. 신호 분해에서는 경험모드분해를 이용하여 뇌전도 신호에 대한 내재모드함수를 생성한다. 특징 추출에서는 파워 스펙트럼 밀도를 이용하여 생성된 내재모드함수의 주파수 대역을 확인한 뒤, 뮤파 대역을 포함하고 있는 내재모드함수에 고속푸리에 변환을 적용하여 움직임 상상에 대한 특징을 추출한다. 특징 분류에서는 서포트 벡터 머신을 사용하여 동작 상상 뇌전도 신호에 대한 특징을 분류하고, 10-교차검증을 통해 분류기의 일반화 성능을 추정한다. 제안하는 방법은 다른 방법들과 비교하여 84.50%의 분류 정확도를 보여주었다.

비선형 전파지연의 보정에 의한 음속의 측정법 (Measurement Method of Ultrasonic Velocity by Correction of Non-Linear Propagation Delay)

  • 고덕영;최종호;이종악
    • 대한전자공학회논문지
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    • 제26권7호
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    • pp.98-105
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    • 1989
  • 본 논문에서는 생체 조직을 정량화하기 위한 음속의 측정법을 제안하였다. 기존의 음속 측정법에서는 주파수 분산의 영향이 무시되고 있으나, 주파수 분산은 전파 지연에 영향을 미친다. 따라서 진폭 스펙트럼으로부터 최소 위상 스펙트럼을 유도하여 주파수 분산을 정량화하였으며, 주파수 분산을 제거하기 위한 신호 분해법을 제안하였다. 또한 컴퓨터 시뮬레이션을 통하여 제안된 이론의 유효성분을 확인하였다.

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Improvement of Calibration Method for a Dual-rotating Compensator Type Spectroscopic Ellipsometer

  • Byeong-Kwan Yang;Jin Seung Kim
    • Current Optics and Photonics
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    • 제7권4호
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    • pp.428-434
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    • 2023
  • The compensators used in spectroscopic ellipsometers are usually assumed to be ideal linear waveplates. In reality, however, they are elliptical waveplates, because they are usually made by bonding two or more linear waveplates of different materials with slight misalignment. This induces systematic error when they are modeled as linear waveplates. We propose an improved calibration method based on an optical model that regards an elliptical waveplate as a combination of a circular waveplate (rotator) and a linear waveplate. The method allows elimination of the systematic error, and the residual error of optic axis measurement is reduced to 0.025 degrees in the spectral range of 450-800 nm.

Generalization and implementation of hardening soil constitutive model in ABAQUS code

  • Bo Songa;Jun-Yan Liu;Yan Liu;Ping Hu
    • Geomechanics and Engineering
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    • 제36권4호
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    • pp.355-366
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    • 2024
  • The original elastoplastic Hardening Soil model is formulated actually partly under hexagonal pyramidal Mohr-Coulomb failure criterion, and can be only used in specific stress paths. It must be completely generalized under Mohr-Coulomb criterion before its usage in engineering practice. A set of generalized constitutive equations under this criterion, including shear and volumetric yield surfaces and hardening laws, is proposed for Hardening Soil model in principal stress space. On the other hand, a Mohr-Coulumb type yield surface in principal stress space comprises six corners and an apex that make singularity for the normal integration approach of constitutive equations. With respect to the isotropic nature of the material, a technique for processing these singularities by means of Koiter's rule, along with a transforming approach between both stress spaces for both stress tensor and consistent stiffness matrix based on spectral decomposition method, is introduced to provide such an approach for developing generalized Hardening Soil model in finite element analysis code ABAQUS. The implemented model is verified in comparison with the results after the original simulations of oedometer and triaxial tests by means of this model, for volumetric and shear hardenings respectively. Results from the simulation of oedometer test show similar shape of primary loading curve to the original one, while maximum vertical strain is a little overestimated for about 0.5% probably due to the selection of relationships for cap parameters. In simulation of triaxial test, the stress-strain and dilation curves are both in very good agreement with the original curves as well as test data.

Ambient modal identification of structures equipped with tuned mass dampers using parallel factor blind source separation

  • Sadhu, A.;Hazraa, B.;Narasimhan, S.
    • Smart Structures and Systems
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    • 제13권2호
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    • pp.257-280
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    • 2014
  • In this paper, a novel PARAllel FACtor (PARAFAC) decomposition based Blind Source Separation (BSS) algorithm is proposed for modal identification of structures equipped with tuned mass dampers. Tuned mass dampers (TMDs) are extremely effective vibration absorbers in tall flexible structures, but prone to get de-tuned due to accidental changes in structural properties, alteration in operating conditions, and incorrect design forecasts. Presence of closely spaced modes in structures coupled with TMDs renders output-only modal identification difficult. Over the last decade, second-order BSS algorithms have shown significant promise in the area of ambient modal identification. These methods employ joint diagonalization of covariance matrices of measurements to estimate the mixing matrix (mode shape coefficients) and sources (modal responses). Recently, PARAFAC BSS model has evolved as a powerful multi-linear algebra tool for decomposing an $n^{th}$ order tensor into a number of rank-1 tensors. This method is utilized in the context of modal identification in the present study. Covariance matrices of measurements at several lags are used to form a $3^{rd}$ order tensor and then PARAFAC decomposition is employed to obtain the desired number of components, comprising of modal responses and the mixing matrix. The strong uniqueness properties of PARAFAC models enable direct source separation with fine spectral resolution even in cases where the number of sensor observations is less compared to the number of target modes, i.e., the underdetermined case. This capability is exploited to separate closely spaced modes of the TMDs using partial measurements, and subsequently to estimate modal parameters. The proposed method is validated using extensive numerical studies comprising of multi-degree-of-freedom simulation models equipped with TMDs, as well as with an experimental set-up.

동하중 하에서 축소 모델의 구성과 전체 시스템 응답과의 비교 연구 (Study on the Time Response of Reduced Order Model under Dynamic Load)

  • 박수현;조맹효
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2004년도 가을 학술발표회 논문집
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    • pp.11-18
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    • 2004
  • In this paper, an efficient model reduction scheme is presented for large scale dynamic systems. The method is founded on a modal analysis in which optimal eigenvalue is extracted from time samples of the given system response. The techniques we discuss are based on classical theory such as the Karhunen-Loeve expansion. Only recently has it been applied to structural dynamics problems. It consists in obtaining a set of orthogonal eigenfunctions where the dynamics is to be projected. Practically, one constructs a spatial autocorrelation tensor and then performs its spectral decomposition. The resulting eigenfunctions will provide the required proper orthogonal modes(POMs) or empirical eigenmodes and the correspondent empirical eigenvalues (or proper orthogonal values, POVs) represent the mean energy contained in that projection. The purpose of this paper is to compare the reduced order model using Karhunen-Loeve expansion with the full model analysis. A cantilever beam and a simply supported plate subjected to sinusoidal force demonstrated the validity and efficiency of the reduced order technique by K-L method.

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Angle-Range-Polarization Estimation for Polarization Sensitive Bistatic FDA-MIMO Radar via PARAFAC Algorithm

  • Wang, Qingzhu;Yu, Dan;Zhu, Yihai
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권7호
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    • pp.2879-2890
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    • 2020
  • In this paper, we study the estimation of angle, range and polarization parameters of a bistatic polarization sensitive frequency diverse array multiple-input multiple-output (PSFDA-MIMO) radar system. The application of polarization sensitive array in receiver is explored. A signal model of bistatic PSFDA-MIMO radar system is established. In order to utilize the multi-dimensional structure of array signals, the matched filtering radar data can be represented by a third-order tensor model. A joint estimation of the direction-of-departure (DOD), direction-of-arrival (DOA), range and polarization parameters based on parallel factor (PARAFAC) algorithm is proposed. The proposed algorithm does not need to search spectral peaks and singular value decomposition, and can obtain automatic pairing estimation. The method was compared with the existing methods, and the results show that the performance of the method is better. Therefore, the accuracy of the parameter estimation is further improved.

이항 선택 모형에서의 절단 모수 선택 (Truncation Parameter Selection in Binary Choice Models)

  • 김광래;조규동;구자용
    • Communications for Statistical Applications and Methods
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    • 제17권6호
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    • pp.811-827
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    • 2010
  • 본 논문에서는 통계적 역문제로서 이항 선택모형에서의 밀도추정 방법에 대하여 연구하였다. 밀도함수의 추정을 위하여 직교열 기저를 이용하였으며, 모형의 복잡성과 예측의 정확성을 반영한 적절한 절단모수의 선택에 대하여 고려하였다. 이항 선택 모형에서 데이터에 의존하는 절단모수를 선택하는 방법에 대해 제안하고 모의실험, 실자료를 통해 제안한 방법의 성능을 규명하였다.

Numerical investigation of the influence of structures in bogie area on the wake of a high-speed train

  • Wang, Dongwei;Chen, Chunjun;He, Zhiying
    • Wind and Structures
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    • 제34권5호
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    • pp.451-467
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    • 2022
  • The flow around a high-speed train with three underbody structures in the bogie area is numerically investigated using the improved delayed detached eddy simulation method. The vortex structure, pressure distribution, flow field structure, and unsteady velocity of the wake are analyzed by vortex identification criteria Q, frequency spectral analysis, empirical mode decomposition (EMD), and Hilbert spectral analysis. The results show that the structures of the bogie and its installation cabin reduce the momentum of fluid near the tail car, thus it is easy to induce flow separation and make the fluid no longer adhere to the side surface of the train, then forming vortices. Under the action of the vortices on the side of the tail car, the wake vortices have a trend of spanwise motion. But the deflector structure can prevent the separation on the side of the tail car. Besides, the bogie fairings do not affect the formation process and mechanism of the wake vortices, but the fairings prevent the low-speed fluid in the bogie installation cabin from flowing to the side of the train and reduce the number of the vortices in the wake region.

해프톤 도트 분포 분석 및 주파수 피크 위치 정제에 의한 해프톤 셀 정보 추정 (Estimation of Halftone Cell Information by Analyzing Distribution of Halftone Dots and Refining Location of Their Spectral Peaks)

  • 한영미;김민환
    • 한국멀티미디어학회논문지
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    • 제4권2호
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    • pp.116-129
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    • 2001
  • 역 해프토닝(inversehalftoning)의 성능을 향상시키기 위해서는 최적의 평활화 마스크(mask)가 생성되어야 하고, 최적의 평활화 마스크를 생성하기 위해서는 정확한 해프톤 셀 정보가 구해져야 한다. 본 논문에서는, 클러스터드 도트(clustered dot) ordered dither 방법으로 해프토닝된 일반적인 인쇄물 영상을 주 대상으로 해프톤 셀 정보의 정확성을 판정하기 위한 최소 에너지를 정의하고, 퓨리에 공간에서의 피크 형태 분석 및 여러 가지 함수에 의한 피크 모델링을 통해, 제한된 탐색구간에서 타원분해 (dimension decomposition)의 방법을 적용하여 보다 정확하게 근사화된 해프톤 셀 정보를 효율적으로 추출하는 방법을 제안한다. 제안한 방법으로 구한 해프톤 셀 정보를 이용해서 영상의 전체 영역에 대한 해프톤 셀 중심(seed)을 정확하게 추출하는 것을 실험을 통해 확인하였다. 제안한 방법은 퓨리에 공간의 피크 정보를 이용한 텍스쳐 패턴 분석, 칼라 해프톤 영상의 채널분리 및 모아레 패턴 존재 영역 판정 등에 유용하게 활용할 수 있다.

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