• 제목/요약/키워드: Modal property

검색결과 112건 처리시간 0.023초

자기연상 다층퍼셉트론의 이상 탐지 성질 분석 (Analysis of Novelty Detection Properties of Autoassociative MLP)

  • 이형주;황병호;조성준
    • 대한산업공학회지
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    • 제28권2호
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    • pp.147-161
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    • 2002
  • In novelty detection, one attempts to discriminate abnormal patterns from normal ones. Novelty detection is quite difficult since, unlike usual two class classification problems, only normal patterns are available for training. Auto-Associative Multi-Layer Perceptron (AAMLP) has been shown to provide a good performance based upon the property that novel patterns usually have larger auto-associative errors. In this paper, we give a mathematical analysis of 2-layer AAMLP's output characteristics and empirical results of 2-layer and 4-layer AAMLPs. Various activation functions such as linear, saturated linear and sigmoid are compared. The 2-layer AAMLPs cannot identify non-linear boundaries while the 4-layer ones can. When the data distribution is multi-modal, then an ensemble of AAMLPs, each of which is trained with pre-clustered data is required. This paper contributes to understanding of AAMLP networks and leads to practical recommendations regarding its use.

CT 영상의 모포러지컬 특성에 기반한 완전 자동 간 분할 (Fully Automatic Liver Segmentation Based on the Morphological Property of a CT Image)

  • 서경식;박종안;박승진
    • 한국의학물리학회지:의학물리
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    • 제15권2호
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    • pp.70-76
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    • 2004
  • 간 영역을 다른 복부 장기들로부터 정확히 분할한 후 간 내부의 종양을 감별 분할하므로써 간암을 조기 발견하는 데 도움을 준다. 본 논문은 복부의 모포러지컬 특성을 이용하여 효과적인 완전 자동 간 분할을 수행할 수 있는 알고리즘을 제안한다. 전처리 단계로서 다봉성 히스토그램 분할을 수행하고 복부의 모폴러지 좌표를 찾기 위해 척추를 분할한다. 다음으로 간 영역을 C-class maximum a posteriori (MAP) decision과 이진 모폴러지 필터링에 의해 추출한다. 자동으로 분할된 간 영역을 평가하기 위해 영역 에러율(Average Error Rate)과 회전 이진 영역 투영 매칭법(Rotational Binary Region Projection Matching; RBRPM)에 의한 상관 계수를 사용한다. 실험 결과는 제안한 알고리즘에 의해 획득한 완전 자동 간 분할과 수동 간 분할사이에 매우 유사한 결과를 보였다.

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On the accuracy of estimation of rigid body inertia properties from modal testing results

  • Ashory, M.R.;Malekjafarian, A.;Harandi, P.
    • Structural Engineering and Mechanics
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    • 제35권1호
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    • pp.53-65
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    • 2010
  • The rigid body inertia properties of a structure including the mass, the center of gravity location, the mass moments and principal axes of inertia are required for structural dynamic analysis, modeling of mechanical systems, design of mechanisms and optimization. The analytical approaches such as solid or finite element modeling can not be used efficiently for estimating the rigid body inertia properties of complex structures. Several experimental approaches have been developed to determine the rigid body inertia properties of a structure via Frequency Response Functions (FRFs). In the present work two experimental methods are used to estimate the rigid body inertia properties of a frame. The first approach consists of using the amount of mass as input to estimate the other inertia properties of frame. In the second approach, the property of orthogonality of modes is used to derive the inertia properties of a frame. The accuracy of the estimated parameters is evaluated through the comparison of the experimental results with those of the theoretical Solid Work model of frame. Moreover, a thorough discussion about the effect of accuracy of measured FRFs on the estimation of inertia properties is presented.

실시간 시스템 검증을 위한 지역모형 검사 (Local Model Checking for Verification of Real-Time Systems)

  • 박재호;김성길;황선호;김성운
    • 한국멀티미디어학회논문지
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    • 제3권1호
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    • pp.77-90
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    • 2000
  • 실시간 검증은 명세와 요구사항과의 논리적 정확성 뿐만 아니라 시간적 정확성을 확인하는 일련의 과정이다. 하지만 시간의 무한성에 의해 시스템 상태가 무한히 증가할 수 있는 상태 폭발 문제가 검증과정에서 중요한 문제점이 되고 있다. 본 논문에서는 형식 검증에 기반을 두며, 시스템의 행위 측면을 시간 오토마타로 기술한 시스템 모델이 Timed mu-calculus로 표현된 시스템의 특성에 만족하는지의 여부를 통해 명세의 완전성을 확인하는 실시간 검증 비법을 기술한다. 이를 위해 초기상태의 논리값에 초점을 두어 검증과정에서 필요로 하는 노드로만 Product Graph를 구성하여 노드 값을 결정해나가는 지역모형검사 기법에 대해 제안한다. 이 방법은 모델의 모든 상태를 조사하지 않으므로 상태 폭발 문제를 최소화 시킬 수 있어 실시간 시스템 검증에 효과적으로 적용이 가능하다.

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실리콘기반 자기유변탄성체의 진동특성 연구 (A Study on the Vibration Characteristics of MR Elastomers Based on Silicon)

  • 박정헌;이철희;김철현;조원오
    • 한국소음진동공학회논문집
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    • 제21권8호
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    • pp.714-719
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    • 2011
  • This paper presents vibration characteristics of magnetorheological(MR) elastomer, whose elastic modulus are controllable by applied magnetic field. By using this property, the material can be applied to vibration absorber, so that the stiffness of the absorber can be changed and actively controlled according to the magnetic flux density. However, the various performances of MR elastomer depends on different polarized direction of particles by applied magnetic field and dimension during the manufacturing process. In this paper, in order to obtain the optimal characteristics of MR elastomer, MR elastomers with different types and dimensions are prepared for a series tests. Using this test setup, extent of natural frequency shifted against magnetic field at various excitation frequencies can be measured. Specimens are prepared with 3 types, as cylinder samples exposed to magnetic field vertically, horizontally and unexposed during cure, respectively. Also, a set of design variables are considered to produce MR elastomers. Through the modal tests of mass structure with MR elastomer, the optimal design as well as the polarization direction of MR elastomer is obtained among the various dimensions and 3 directional types of MR elastomers.

Photonic 안테나에서 광섬유와 마이크로스트립 안테나사이의 새로운 결합조건 (Novel Coupling Condition between Optical Fiber and Microstrip Antenna in Photonic Antenna)

  • 호광춘
    • 대한전자공학회논문지SD
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    • 제43권4호
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    • pp.31-37
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    • 2006
  • 광 신호 제어 시스템에서 사용되는 광/안테나 연결회로의 제작 간소화에 대한 중요성이 지속적으로 대두되고 있다. 이를 위하여, 본 논문에서는 광섬유로 제작된 새로운 형태의 photonic 안테나 설계에서 광 도전 효과에 기인한 광섬유와 슬롯 결합형 마이크로 스트립 안테나 사이의 광 결합효율을 수치 해석적으로 분석하였다. 결합특성을 정확하게 분석하기 위하여 원통형, 평면형 전송구조들이 결합할 때 발생하는 불연속 특성을 포함한 새로운 모드 전송선로 이론을 정의하였다 분석결과, 서로 다른 두 전송구조에서의 최대 전력전송은 그 결합영역에서 전파하는 정확한 두 모드들의 전송전력이 균등하게 분배되는 새로운 지점에서 발생함을 보였다.

Vibration Analysis of HDD Actuator with Equivalent Finite Element Model of VCM Coil

  • Kim, Dong-Woohn;Lee, Jin-Koo;Park, No-Cheol;Park, Young-Pil
    • Journal of Mechanical Science and Technology
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    • 제17권5호
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    • pp.679-690
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    • 2003
  • As the rate of increase in areal density of the HDD has accelerated, dynamic characteristics of the HDD actuator need to be improved with respect to the performance of the tracking servo and shock transmission. Therefore, it is important to analyze the vibration characteristic of the HDD actuator that consists of the VCM part, E-block and pivot bearing. In this paper, vibration modes of the HDD actuator are investigated the using finite element and experimental modal analyses methods. To develop a detailed finite element model, finite element models of each components of the actuator assembly are constructed and tuned to the results of the EMA. The VCM coil is modeled as an equivalent finite element model that has an orthotropic material property using auto-model updating program. Auto-model updating program with improved sensitivity based iterative method is applied to build a detailed finite element model using the result of the EMA. A detailed finite element model of the HDD actuator is then constructed and analyzed.

석탄연소 보일러에서 생성된 석탄회의 분석과 형성 메커니즘 해석에 대한 연구 (A Study on the Formation Mechanism of the Fly Ash from Coal Particles in the Coal Burning Boiler)

  • 이정언;이재근
    • 대한기계학회논문집B
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    • 제22권12호
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    • pp.1691-1701
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    • 1998
  • Fly ash produced in coal combustion is a fine-grained material consisting mostly of spherical, glassy, and porous particles. A study on the formation mechanism of the fly ash from coal particles in the pulverized coal power plant is investigated with a physical, morphological, and chemical characteristic analysis of fly ash collected from the Samchonpo power plant. This study may contribute to the data base of domestic fly ash, the improvement of combustion efficiency, fouling phenomena and ash collection in the electrostatic precipitator. The physical property of fly ash is determined using a particle counter for the measurement of ash size distribution. Morphological characteristic of fly ash is performed using a scanning electron micrograph. The chemical components of fly ash are determined using an inductively coupled plasma emission spectrometry(ICP). The distribution of fly ash size was bi-modal and ranged from 12 to $19{\mu}m$ in mass median diameter. Exposure conditions of flue gas temperature and duration within the combustion zone of the boiler played an important role on the morphological properties of the fly ash such as shape, particle size and chemical components. The evolution of ash formation during pulverized coal combustion has revealed three major mechanisms by large particle formation due to break-up process, gas to particle conversion and growth by coagulation and agglomeration.

실리콘기반 자기유변탄성체의 진동특성연구 (A Study on the Vibration Characteristics of MR Elastomers Based on Silicon)

  • 박정헌;이철희;김철현;조원오
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2011년도 춘계학술대회 논문집
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    • pp.752-757
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    • 2011
  • This paper presents vibration characteristics of magnetorheological (MR) elastomer, whose elastic modulus are controllable by an applied magnetic field. By using this property, the material can be applied to vibration absorber, so that the stiffness of the absorber can be changed and actively controlled according to the magnetic flux density. However, the various performances of MR elastomer depends on different magnetically polarization direction and dimension during the manufacturing process. In this paper, in order to obtain the optimal characteristics of MR elastomer, MR elastomers with different types and dimensions are prepared for a series tests. Using this test setup, extent of natural frequency shifted against magnetic field at various excitation frequencies can be measured. Specimens prepared with 3 types which are exposed to magnetic field vertically, horizontally and unexposed during cure. Also, a set of design variables are considered to produce MR elastomers. Through the modal tests of mass structure with MR elastomer, the optimal design as well as the polarization direction of MR elastomer is obtained among the various dimensions and 3 directional types of MR elastomers.

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시스템 해석을 이용한 뜬바닥구조에서의 바닥구조 동특성과 뱅머신의 충격력 특성 분석 (An Analysis of Characteristics of Floor Dynamic Properties and Bang-machine Impact Force on Floating Floor Using System Analysis)

  • 문대호;박홍근;황재승;홍건호
    • 한국소음진동공학회논문집
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    • 제24권5호
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    • pp.390-398
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    • 2014
  • Heavy-weight floor impact noise is directly related to the impact source and floor vibration property. Dynamic properties of the standard floating floor that is used in Korea was investigated using accelerance, acceleration energy spectral density(ESD), and structural modal test. In the standard floating floor, natural frequency was decreased by the finishing mortar mass and the damping ratio was increased. Bang-machine force spectrum acting on the concrete slab can be calculated using inverse system analysis. Impact force acting on concrete slab is changed by interaction of finishing mortar and resilient material. The amplitude of the bang-machine force spectrum was amplified in low frequency range(below 100 Hz), and over 100 Hz was decreased. Changed force spectrum influence to the response of structure vibration, so the heavy-weight floor impact noise level was changed.