• 제목/요약/키워드: MR parameter

검색결과 73건 처리시간 0.027초

간 경변 진단시 신경망을 이용한 분류기 구현 (Implementation of the Classification using Neural Network in Diagnosis of Liver Cirrhosis)

  • 박병래
    • 지능정보연구
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    • 제11권1호
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    • pp.17-33
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    • 2005
  • 자기공명영상과 계층적 신경망을 이용하여 간경변증을 단계별로 분류하고자 하였다. 내원한 231명의 데이터를 분석하였으며, 각 단계별 분류는 정상,1, 2, 3단계로 분류하였다. TI강조 자기공명 간 영상으로부터 정상 간 실질과 간 경변 결절을 추출하고, 간 경화증의 단계를 객관적으로 해석 분류하였다. 간 경변 분류기 구현은 계층적 신경망을 이용하였고, 명암도 분석과 간 결절 특성을 통하여 정상간과 3단계의 간 경변으로 구분하였다. 제안한 신경망 분류기는 오류 역전파 알고리듬을 이용하였다. 분류결과 인식율이 정상군은 $100\%$, 1 단계는 $82.8\%$, 2 단계는 $87.1\%$, 3 단계는 $84.2\%$의 분류율을 나타내었다. 신경망 분류 결과와 전문의 판독 결과를 서로 비교한 결과 인식률은 매우 높게 나타났다. 만일 더욱더 충분한 데이터나 파라미터를 가지고 지속적으로 수행한다면 간 경변 환자들에게 임상적으로 지원하는 도구뿐만 아니라 의료전문 신경망으로도 기대된다.

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Assessment of solid components of borderline ovarian tumor and stage I carcinoma: added value of combined diffusion- and perfusion-weighted magnetic resonance imaging

  • Kim, See Hyung
    • Journal of Yeungnam Medical Science
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    • 제36권3호
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    • pp.231-240
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    • 2019
  • Background: We sought to determine the value of combining diffusion-weighted (DW) and perfusion-weighted (PW) sequences with a conventional magnetic resonance (MR) sequence to assess solid components of borderline ovarian tumors (BOTs) and stage I carcinomas. Methods: Conventional, DW, and PW sequences in the tumor imaging studies of 70 patients (BOTs, n=38; stage I carcinomas, n=32) who underwent surgery with pathologic correlation were assessed. Two independent radiologists calculated the parameters apparent diffusion coefficient (ADC), $K^{trans}$ (vessel permeability), and $V_e$ (cell density) for the solid components. The distribution on conventional MR sequence and mean, standard deviation, and 95% confidence interval of each DW and PW parameter were calculated. The inter-observer agreement among the two radiologists was assessed. Area under the receiver operating characteristic curve (AUC) and multivariate logistic regression were performed to compare the effectiveness of DW and PW sequences for average values and to characterize the diagnostic performance of combined DW and PW sequences. Results: There were excellent agreements for DW and PW parameters between radiologists. The distributions of ADC, $K^{trans}$, and $V_e$ values were significantly different between BOTs and stage I carcinomas, yielding AUCs of 0.58 and 0.68, 0.78 and 0.82, and 0.70 and 0.72, respectively, with ADC yielding the lowest diagnostic performance. The AUCs of the DW, PW, and combined PW and DW sequences were $0.71{\pm}0.05$, $0.80{\pm}0.05$, and $0.85{\pm}0.05$, respectively. Conclusion: Combining PW and DW sequences to a conventional sequence potentially improves the diagnostic accuracy in the differentiation of BOTs and stage I carcinomas.

Moment redistribution of RC continuous beams: Re-examination of code provisions

  • Da Luo;Zhongwen Zhang;Bing Li
    • Structural Engineering and Mechanics
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    • 제85권5호
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    • pp.679-691
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    • 2023
  • Many codes allow designers to use the bending moment diagram computed by elastic analysis and modify it by a certain amount of moment redistribution (MR) to account for plastic behaviour of continuous beams. However, several researchers indicated that the MR at the ultimate limit state (𝛽u) for some beams deviate significantly from the specified values of various codes. This paper examines the applicability of the provisions on 𝛽u in ACI 318-19 and Eurocode 2 through numerical investigations and comprehensively explores the influencing factors. The results show that some parameters not considered in those codes influence 𝛽u to a certain extent, where the ratio of tensile reinforcement ratio at intermediate support to tensile reinforcement ratio at midspan (𝜌s1/𝜌s2) and load type are crucial parameters to consider. The specific combination of these two parameters may make the codes overestimate or significantly underestimate the 𝛽u. On the other hand, the yield state of both critical sections is found to have an important influence on the influence degree of each parameter on 𝛽u. The yield conditions are investigated, and an empirical judgment equation is proposed. In addition, the influence laws of the critical parameters on 𝛽u have been further proved by theoretical derivation. Finally, due to 𝜀t is found to have a better linear correlation with 𝛽u than xu/d, equations as a function of 𝜀t for predicting the 𝛽u of continuous beams under the two loads are proposed, respectively.

수지운동자극을 사용한 부운동중추의 기능적 MR연구: 일차운동중추와의 비교 (Functional MRI ofThe Supplementary Motor Area in Hand Motor Task: Comparison Study with The Primary Motor Area)

  • 이호규;김진서;최충곤;임태환
    • Investigative Magnetic Resonance Imaging
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    • 제1권1호
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    • pp.103-107
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    • 1997
  • 목적: 기능적 MR영상을 이용하여 일차운동중추 및 부운동중추의 활성화 부위의 확인 및 편측성을 확인서을 확인하고자 하였다. 대상 및 방법: 7명의 정상성인을 대상으로 echoplanar imaging 혈액산소노도의존(blood oxygen level dependent)기법을 이용하여 운동자극에 의한 뇌피질활성화 검사를 시행하여싸. 사용한 MR기기는 1.5T Siemens Magnetom Vision system이고 표준두부코일을 사용하였다. EPI의 parameter는 TR/TE:1.0/660 msec, 숙임각: $90^{\circ}$, field of view: $22cm{\times}22cm,{\;}matrix{\;}:{\;}128{\times}128$, 절편갯수/절편두께/간격: 10/4mm/0.8mm와 지방억제기법이 추가되었다. 손가락운동을 한쪽 손의 검사에 3회의 운동자극기간과 3회의 휴식기를 번갈아 좌측손과 우측손을 따로 시행하였다. 영상처리 software는 Stimulate 5.0을 사용하였고 통게적인 방법은 cross-correlation을 이용하였다. 좌우측 반구의 활성화시의 평균신호강도의 상승률과 일차운동중추와 부운동중추부위의 활성화된 voxel의 갯수를 구하여 좌측 및 우측손의 운동시의 좌우측반구의 활성화된 voxel의 갯수를 비교하였다. 그리고 각 반구의 활성화된 voxel의 총합을 구하여 각반구의 비대칭성을 확인하는 지표로 삼았다. 결과: 부운동중추에서 우성반구의 신호 상승률은 2.49-3.06%로 일차운동중추의 4.4-7.23%보다 낮은 상승류을 보였다. 우측이나 좌측손가락운동시 부운동중추의 좌, 우측 반구의 평균신호강도의 상승률에는 유의한 차이가 없었다(p>0.01). 활성화된 voxel의 갯수에 있어서도 유의한 차이가 없었다. 반구의 비대칭성을 확인하기 위하여 각각의 뇌반구의 활성화 voxel의 총합을 구하였을때 일차운동중추의 경우는 유의성있는 차이를 보였으나(p<0.05) 부운동중추의 경우에는 차이가 없었다. 결론: 일차운동중추는 반대측 뇌반구의 우세 및 좌측반구가 우세한 비대칭성을 보였으나 부운동중추는 한쪽 반구의 비대칭성이 약한결과를 보였다.

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자기공명영상을 이용한 간경변 단계별 분류에 관한 연구 (Classification of Fall in Sick Times of Liver Cirrhosis using Magnetic Resonance Image)

  • 박병래;전계록
    • 대한방사선기술학회지:방사선기술과학
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    • 제26권1호
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    • pp.71-82
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    • 2003
  • T1강조 자기공명영상과 계층적 신경회로망을 이용하여 간경변증을 단계별로 분류하고자 제안한다. 데이터는 2001년 6월부터 12월까지 부산대학교병원에서 얻었으며, 각 단계별 분류는 정상, 1, 2, 3단계별로 분류하였다. 그리고 46명의 데이터를 분석하였다. T1강조 자기공명 간영상으로부터 정상간 실질과 간경변 결절을 추출하였다. 그 다음에 T1강조 자기공명 간 영상에서 간 경화증의 단계를 객관적으로 해석 분류하였다. 간경변 분류기 구현은 계층적 신경회로망을 이용하였고, 명암도 분석과 간 결절 특성을 통하여 정상간과 3단계의 간경변으로 구분하였다. 제안한 신경회로망 분류기는 오류 역전과 알고리즘을 이용하였다. 분류결과 인식율이 정상군은 100%, 1 단계는 82.3%, 2 단계는 86.7%, 3 단계는 83.7%의 분류율을 나타내었다. 신경회로망 분류 결과와 전문의 판독 결과를 서로 비교한 결과 인식률은 매우 높게 나타났다. 만일 더욱더 충분한 데이터나 파라미터를 가지고 지속적으로 수행한다면 간경변 환자들에게 임상적으로 지원하는 도구뿐만 아니라 의료전문 신경회로망으로도 기대된다.

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Stochastic vibration suppression analysis of an optimal bounded controlled sandwich beam with MR visco-elastomer core

  • Ying, Z.G.;Ni, Y.Q.;Duan, Y.F.
    • Smart Structures and Systems
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    • 제19권1호
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    • pp.21-31
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    • 2017
  • To control the stochastic vibration of a vibration-sensitive instrument supported on a beam, the beam is designed as a sandwich structure with magneto-rheological visco-elastomer (MRVE) core. The MRVE has dynamic properties such as stiffness and damping adjustable by applied magnetic fields. To achieve better vibration control effectiveness, the optimal bounded parametric control for the MRVE sandwich beam with supported mass under stochastic and deterministic support motion excitations is proposed, and the stochastic and shock vibration suppression capability of the optimally controlled beam with multi-mode coupling is studied. The dynamic behavior of MRVE core is described by the visco-elastic Kelvin-Voigt model with a controllable parameter dependent on applied magnetic fields, and the parameter is considered as an active bounded control. The partial differential equations for horizontal and vertical coupling motions of the sandwich beam are obtained and converted into the multi-mode coupling vibration equations with the bounded nonlinear parametric control according to the Galerkin method. The vibration equations and corresponding performance index construct the optimal bounded parametric control problem. Then the dynamical programming equation for the control problem is derived based on the dynamical programming principle. The optimal bounded parametric control law is obtained by solving the programming equation with the bounded control constraint. The controlled vibration responses of the MRVE sandwich beam under stochastic and shock excitations are obtained by substituting the optimal bounded control into the vibration equations and solving them. The further remarkable vibration suppression capability of the optimal bounded control compared with the passive control and the influence of the control parameters on the stochastic vibration suppression effectiveness are illustrated with numerical results. The proposed optimal bounded parametric control strategy is applicable to smart visco-elastic composite structures under deterministic and stochastic excitations for improving vibration control effectiveness.

특발정상압수두증 환자의 보행 패턴과 대뇌피질의 구조적인 특징의 상관관계 분석 (Correlation Analysis Between Gait Pattern and Structural Features of Cerebral Cortex in Patients with Idiopathic Normal Pressure Hydrocephalus)

  • 윤은경;강경훈;윤의철
    • 대한의용생체공학회:의공학회지
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    • 제42권6호
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    • pp.295-303
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    • 2021
  • Idiopathic normal-pressure hydrocephalus (INPH) is considered a potentially treatable neurological disorder by shunt surgery and characterized by a triad of symptoms including gait disturbance, cognitive impairment and urinary dysfunction. Although disorders of white matter are generally viewed as the principal pathological features of INPH, analysis of cortical features are important since the destruction of neural tracts could be associated with cortical structural changing. The aim of the study was to determine whether there was any relationship between gait parameter and structural features of cerebral cortex in INPH patients. Gait parameters were measured as follows: step width, toe in/out angle, coefficient of variation (CV) value of stride length, CV value of stride time. After obtaining individual brain MRI of patients with INPH and hemispheric cortical surfaces were automatically extracted from each MR volume, which reconstructed the inner and outer cortical surface. Then, cortical thickness, surface area, and volume were calculated from the cortical surface. As a result, step width was positively correlated with bilateral postcentral gyrus and left precentral gyrus, and toe in/out was positively correlated with left posterior parietal cortex and left insula. Also, the CV value of stride length showed positive correlation in the right superior frontal sulcus, left insula, and the CV value of stride time showed positive correlation in the right superior frontal sulcus. Unique parameter of cerebral cortical changes, as measured using MRI, might underline impairments in distinct gait parameters in patients with INPH.

자기공명유속계를 이용한 난류 유동장 가시화 (Validation of Magnetic Resonance Velocimetry by Turbulent Pipe Flow)

  • 이지수;송시몬;조지현
    • 한국가시화정보학회지
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    • 제12권1호
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    • pp.35-42
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    • 2014
  • Magnetic resonance velocimetry (MRV) is a versatile flow visualization technique using magnetic resonance imaging machine developed for the medical purpose. Recently, MRV is often utilized to analyze engineering flows due to its superior features of MRV such as capabilities of measuring flows with complicated, opaque flow geometry unlike optical techniques, 3-dimensional volumetric velocity vectors within a few hours, and etc. The purpose of this study was to validate the MRV data and evaluate the accuracy of the mean velocity profiles that we acquired for a turbulent flow in a circular pipe using a MR machine installed in Korea Basic Science Institute, Ochang, Korea. In addition, we briefly describe a procedure of parameter optimization for the operation of MRV. The results indicate that the MRV measurements provided well resolved mean velocity fields with a quite reasonable accuracy according to the inner and outer layer scaling laws of the turbulent pipe flows.

The Software Development for Diffusion Tensor Imaging

  • Song, In-Chan;Chang, Kee-Hyun;Han, Moon-Hee
    • 대한자기공명의과학회:학술대회논문집
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    • 대한자기공명의과학회 2001년도 제6차 학술대회 초록집
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    • pp.112-112
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    • 2001
  • Purpose: We developed the software for diffusion tensor imaging and evaluated its feasibility in norm brains. Method: Five normal volunteers, aged from 25 to 29 years, were examined on a 1.5 T MR system. the diffusion tensor pulse sequence used a SE-EPI with 6 diffusion gradie directions of (1, 1, 0), (-1, 1,0), (1, 0, 1), (-1, 0, 1), (0, 1, 1), (0, 1, -1) and also with no diffusion gradient. A b-factor of 500 sec/mm2 was used. Measurement parameter were as follows; TR/TE=10000 ms/99 ms, FOV=240 mm, matrix=128$\times$128, slice thickness/gap=6 mm/0 mm, bandwidth=91 kHz and the number of total slices=20. Four repeated axial diffusion images were averaged for diffusion tensor imaging. A total scan 11 of 4 min 30 sec was used. Six full diffusion tensor components of Dxx, Dyy, Dzz, Dxy, Dxz and Dyz were obtained using two-point linear regression model from 7 diffusion-weight images at each pixel and fractional anisotropy and lattice index images was estimated fr their eigenvectors and eigenvalues. Our program was written on a platform of IDL. W evaluated the qualities of fractional anisotropy and lattice index images of normal brains a knew whether our software for diffusion tensor imaging may be feasible.

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Sliding Mode Control for an Intelligent Landing Gear Equipped with Magnetorheological Damper

  • Viet, Luong Quoc;Lee, Hyo-sang;Jang, Dae-sung;Hwang, Jai-hyuk
    • 항공우주시스템공학회지
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    • 제14권2호
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    • pp.20-27
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    • 2020
  • Several uncertainties in the landing environment of an aircraft are not considered, such as the falling speed, ambient temperature, and sensor noise. These uncertainties negatively affect the performance of the controller applied to a landing gear. The sliding mode control (SMC) method, which maintains the optimal performance of a controller under uncertainties, is used in this study. The landing gear is equipped with a magnetorheological damper that changes the yield shear stress according to the applied magnetic field. The applied controller employs a hybrid control combining Skyhook control and force control. The SMC maintains the optimal performance of the hybrid control by minimizing the tracking error of the damper force, even in various landing environments where parameter uncertainties are applied. The effect of SMC is verified through co-simulation results from Simscape and Simulink.