• Title/Summary/Keyword: Varying coefficient

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Unsupervised one-class classification for condition assessment of bridge cables using Bayesian factor analysis

  • Wang, Xiaoyou;Li, Lingfang;Tian, Wei;Du, Yao;Hou, Rongrong;Xia, Yong
    • Smart Structures and Systems
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    • 제29권1호
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    • pp.41-51
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    • 2022
  • Cables are critical components of cable-stayed bridges. A structural health monitoring system provides real-time cable tension recording for cable health monitoring. However, the measurement data involve multiple sources of variability, i.e., varying environmental and operational factors, which increase the complexity of cable condition monitoring. In this study, a one-class classification method is developed for cable condition assessment using Bayesian factor analysis (FA). The single-peaked vehicle-induced cable tension is assumed to be relevant to vehicle positions and weights. The Bayesian FA is adopted to establish the correlation model between cable tensions and vehicles. Vehicle weights are assumed to be latent variables and the influences of different transverse positions are quantified by coefficient parameters. The Bayesian theorem is employed to estimate the parameters and variables automatically, and the damage index is defined on the basis of the well-trained model. The proposed method is applied to one cable-stayed bridge for cable damage detection. Significant deviations of the damage indices of Cable SJS11 were observed, indicating a damaged condition in 2011. This study develops a novel method to evaluate the health condition of individual cable using the FA in the Bayesian framework. Only vehicle-induced cable tensions are used and there is no need to monitor the vehicles. The entire process, including the data pre-processing, model training and damage index calculation of one cable, takes only 35 s, which is highly efficient.

고속 전동기용 무급유 포일 저널 베어링 구조체의 하중지지 및 진동 특성 규명 (Identification of Load Carrying and Vibration Characteristics of Oil-Free Foil Journal Bearing Structures for High Speed Motors)

  • 백두산;황성호;김태호
    • Tribology and Lubricants
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    • 제37권6호
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    • pp.261-272
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    • 2021
  • This study investigates the structural characteristics of oil-free, gas beam foil journal bearings (GBFJBs) for use in high speed motors. Mathematical modeling was carried out, and reaction force modeling for static load was performed to predict the structural characteristics of the GBFJB. Mathematical modeling and reaction force modeling for static load are performed to predict the structural characteristics of GBFJBs. The reaction force of the test bearing against static loads was measured during experiments and compared with the predicted results. The measured experimental data reveal the nonlinear stiffness characteristics of the GBFJB against varying displacement and agree well with the predictions. Dynamic load tests using an exciter allow to identify the vibration characteristics of the GBFJB. Test results show that the vibration displacement, dynamic force, and acceleration measured on the test bearing are most dominant at the applied dynamic load (synchronization) frequency. Futhermore, the test results show that the hysteresis area recorded during the dynamic tests increases with the excitation amplitude and frequency, and that the beam stick phenomena occurr at high excitation frequencies. The single degree of freedom (DOF) vibration model aids to identify the stiffness and damping coefficient of the GBFJB, which decrease as the excitation frequency increases.

Modified p-y curves to characterize the lateral behavior of helical piles

  • Hyeong-Joo, Kim;James Vincent, Reyes;Peter Rey, Dinoy;Tae-Woong, Park;Hyeong-Soo, Kim;Jun-Young, Kim
    • Geomechanics and Engineering
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    • 제31권5호
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    • pp.505-518
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    • 2022
  • This study introduces soil resistance multipliers at locations encompassed by the zone of influence of the helix plate to consider the added lateral resistance provided to the helical pile. The zone of influence of a helix plate is a function of its diameter and serves as a boundary condition for the modified soil resistance springs. The concept is based on implementing p-multipliers as a reduction factor for piles in group action. The application of modified p-y springs in the analysis of helical piles allows for better characterization and understanding of the lateral behavior of helical piles, which will help further the development of design methods. To execute the proposed method, a finite difference program, HPCap (Helical Pile Capacity), was developed by the authors using Matlab. The program computes the deflection, shear force, bending moment, and soil resistance of the helical pile and allows the user to freely input the value of the zone of influence and Ω (a coefficient that affects the value of the p-multiplier). Results from ten full-scale lateral load tests on helical piles embedded at depths of 3.0 m with varying shaft diameters, shaft thicknesses, and helix configurations were analyzed to determine the zone of influence and the magnitude of the p-multipliers. The analysis determined that the value of the p-multipliers is influenced by the ratio between the pile embedment length and the shaft diameter (Dp), the effective helix diameter (Dh-Dp), and the zone of influence. Furthermore, the zone of influence is recommended to be 1.75 times the helix diameter (Dh). Using the numerical analysis method presented in this study, the predicted deflections of the various helical pile cases showed good agreement with the observed field test results.

방사배수 압밀 중 위치별 간극수압 측정을 통한 투수계수와 관련물성치의 결정방법 (Evaluation of Permeability and Related Soil Characteristics Based on Pore Pressure Measurement during Consolidation by Radial Drainage)

  • 윤찬영;천성호;정충기;이원택
    • 대한토목학회논문집
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    • 제28권1C호
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    • pp.9-17
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    • 2008
  • 본 연구에서는 압밀 중에 위치별 간극수압의 측정을 통하여 시료 내 여러 위치에서 투수계수를 산정할 수 있는 이론해를 제시하였으며, 이를 바탕으로 간극비 및 체적압축계수를 산정할 수 있는 방법을 제안하였다. 또한 여러 위치에서 간극수압을 측정할 수 있는 방사내측배수가 가능한 대형압밀시험기를 제작하고 카올리나이트를 이용하여 압밀시험을 실시하였다. 시험결과로부터 압밀 중 투수계수, 간극비, 체적압축계수의 변화 및 시료 내 위치별 분포를 평가하였으며, 압밀완료 후 시료의 함수비 측정으로 평가된 값들과의 비교를 통하여 실험결과의 신뢰성을 검증하였다. 실험결과 투수계수, 체적압축계수, 간극비는 압밀 중 감소하며, 재하단계에 따라서도 감소함을 확인하였다. 또한 그 분포형태는 배수면 근처에서 가장 작고 배수거리에 따라 증가하며 비배수 경계면 근처에서는 오히려 약간 작은 것으로 나타났다.

슬릿 노즐 내부 압력 분포와 코팅 박막 두께 균일도 간의 상관관계 연구 (Study on Correlation Between the Internal Pressure Distribution of Slit Nozzle and Thickness Uniformity of Slit-coated Thin Films)

  • 김기은;나정필;정모세;박종운
    • 반도체디스플레이기술학회지
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    • 제22권4호
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    • pp.19-25
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    • 2023
  • With an attempt to investigate the correlation between the internal pressure distribution of slit nozzle and the thickness uniformity of slot-coated thin films, we have performed computational fluid dynamics (CFD) simulations of slit nozzles and slot coating of high-viscosity (4,800 cPs) polydimethylsiloxane (PDMS) using a gantry slot-die coater. We have calculated the coefficient of variation (CV) to quantify the pressure and velocity distributions inside the slit nozzle and the thickness non-uniformity of slot-coated PDMS films. The pressure distribution inside the cavity and the velocity distribution at the outlet are analyzed by varying the shim thickness and flow rate. We have shown that the cavity pressure uniformity and film thickness uniformity are enhanced by reducing the shim thickness. It is addressed that the CV value of the cavity pressure that can ensure the thickness non-uniformity of less than 5% is equal to and less than 1%, which is achievable with the shim thickness of 150 ㎛. It is also found that as the flow rate increases, the average cavity pressure is increased with the CV value of the pressure unchanged and the maximum coating speed is increased. As the shim thickness is reduced, however, the maximum coating speed and flow rate decrease. The highly uniform PDMS films shows the tensile strain as high as 180%, which can be used as a stretchable substrate.

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Thermodynamical bending analysis of P-FG sandwich plates resting on nonlinear visco-Pasternak's elastic foundations

  • Abdeldjebbar Tounsi;Adda Hadj Mostefa;Abdelmoumen Anis Bousahla;Abdelouahed Tounsi;Mofareh Hassan Ghazwani;Fouad Bourada;Abdelhakim Bouhadra
    • Steel and Composite Structures
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    • 제49권3호
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    • pp.307-323
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    • 2023
  • In this research, the study of the thermoelastic flexural analysis of silicon carbide/Aluminum graded (FG) sandwich 2D uniform structure (plate) under harmonic sinusoidal temperature load over time is presented. The plate is modeled using a simple two dimensional integral shear deformation plate theory. The current formulation contains an integral terms whose aim is to reduce a number of variables compared to others similar solutions and therefore minimize the computation time. The transverse shear stresses vary according to parabolic distribution and vanish at the free surfaces of the structure without any use of correction factors. The external load is applied on the upper face and varying in the thickness of the plates. The structure is supposed to be composed of "three layers" and resting on nonlinear visco-Pasternak's-foundations. The governing equations of the system are deduced and solved via Hamilton's principle and general solution. The computed results are compared with those existing in the literature to validate the current formulation. The impacts of the parameters (material index, temperature exponent, geometry ratio, time, top/bottom temperature ratio, elastic foundation type, and damping coefficient) on the dynamic flexural response are studied.

흉부 CT 영상에서 심층 감독 및 하이브리드 병변 초점 손실 함수를 활용한 폐암 분할 개선 (Enhanced Lung Cancer Segmentation with Deep Supervision and Hybrid Lesion Focal Loss in Chest CT Images)

  • 이민진;오윤선;홍헬렌
    • 한국컴퓨터그래픽스학회논문지
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    • 제30권1호
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    • pp.11-17
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    • 2024
  • 폐암은 크기가 다양하고 유사한 밝기값을 갖는 주변 구조물이 존재하기 때문에 흉부 CT 영상에서 폐암을 정확하게 분할하는 것이 어렵다. 이러한 문제를 해결하기 위해 본 논문에서는 심층 감독을 포함하고 UNet3+를 백본으로 사용하는 폐암 분할 네트워크를 제안한다. 또한, 픽셀 기반, 영역 기반 및 형태 기반의 3가지 구성 요소로 이루어진 하이브리드 병변 초점 손실함수를 제안한다. 이를 통해 배경에 비해 작은 영역을 차지하는 폐암 부분에 집중하고, 불명확한 경계를 처리하는데 도움이 되는 형태 정보를 고려할 수 있다. 제안 방법을 UNet 및 UNet3+와 비교 실험을 통해 검증하였고, 제안 방법은 모든 폐암 크기에서 DSC 측면에서 가장 우수한 성능을 보였다.

부유사에 의한 하천 저서성 무척추동물의 영향 평가 - 조각깔따구 대상의 실험 - (Impact Assessment of Suspended Sediment on Benthic Invertebrates in River - Experiments with Glyptotendipes tokunagai -)

  • 강태욱;정철웅;김명철;이남주
    • Ecology and Resilient Infrastructure
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    • 제11권2호
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    • pp.35-42
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    • 2024
  • 다양한 생물군이 서식하는 하천 수생태계는 부유사의 영향을 받는 반면, 이에대한 영향을 정량적이고, 객관적으로 평가할 수 있는 방법과 기준은 미비한 실정이다. 이 연구의 목적은 하천의 저서성 무척추동물인 조각깔따구에 대하여 실험을 통해 부유사의 영향을 분석하는 것이다. 실험은 부유사 농도(탁도)와 노출시간에 따른 생존 개체수를 조사하는 것으로 진행되었다. 그리고 해당 실험 결과에 대하여 다양한 회귀분석을 수행하여 조각깔따구의 부유사 영향평가모형을 제시하였다. 이 연구에서 제안된 부유사영향평가모형에 의한 결정계수는 0.903으로 높은 적합도를 보였다. 본 연구의 결과는 하천에 서식하는 다양한 생물에 대하여 부유사의 영향을 평가하는 기초자료로 활용될 수 있을 것이다.

Preoperative neutrophil-to-lymphocyte ratio is prognostic for early recurrence after curative intrahepatic cholangiocarcinoma resection

  • Woo Jin Choi;Fiorella Murillo Perez;Annabel Gravely;Tommy Ivanics;Marco P. A. W. Claasen;Liza Abraham;Phillipe Abreu;Robin Visser;Steven Gallinger;Bettina E. Hansen;Gonzalo Sapisochin
    • 한국간담췌외과학회지
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    • 제27권2호
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    • pp.158-165
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    • 2023
  • Backgrounds/Aims: Within two years of surgery, 70% of resected intrahepatic cholangiocarcinoma (iCCA) recur. Better biomarkers are needed to identify those at risk of "early recurrence" (ER). In this study, we defined ER and investigated whether preoperative neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and systemic-inflammatory index were prognostic of both overall relapse and ER after curative hepatectomy for iCCA. Methods: A retrospective cohort of patients who underwent curative-intent hepatectomy for iCCA between 2005 and 2017 were created. The cut-off timepoint for the ER of iCCA was estimated using a piecewise linear regression model. Univariable analyses of recurrence were conducted for the overall, early, and late recurrence periods. For the early and late recurrence periods, multivariable Cox regression with time-varying regression coefficient analysis was used. Results: A total of 113 patients were included in this study. ER was defined as recurrence within 12 months of a curative resection. Among the included patients, 38.1% experienced ER. In the univariable model, a higher preoperative NLR (> 4.3) was significantly associated with an increased risk of recurrence overall and in the first 12 months after curative surgery. In the multivariable model, a higher NLR was associated with a higher recurrence rate overall and in the ER period (≤ 12 months), but not in the late recurrence period. Conclusions: Preoperative NLR was prognostic of both overall recurrence and ER after curative iCCA resection. NLR is easily obtained before and after surgery and should be integrated into ER prediction tools to guide preoperative treatments and intensify postoperative follow-up.

FLASH를 이용한 3T 복부검사에 있어서 최적의 T1효과를 위한 적정 Flip Angle (Flip Angle of the Optimal T1 Effect Using FLASH Pulse Sequence at 3T Abdominal MRI)

  • 한재복;최남길
    • 대한방사선기술학회지:방사선기술과학
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    • 제32권1호
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    • pp.101-106
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    • 2009
  • 본 연구는 FLASH 펄스파형을 이용하여 숙임각(flip angle ; FA)변화에 따른 T1 강조영상의 신호강도(signal intensity ; SI)와 대조도 대 잡음비(contrast to noise ratio ; CNR)를 비교함으로써 복부검사에서의 최적의 T1효과를 나타내기 위한 FA를 알아보고자 하였다. 2008년 9월부터 12월까지 본원을 내원하여 복부 MRI 검사를 시행한 환자 20명(남 : 12명, 여 : 8명, 연령 범위 : $28{\sim}63$세, 평균 : 51세)을 대상으로 하였다. 영상 장비는 3Tesla MR scanner(Magnetom Tim Trio, SIEMENS, Germany)였으며, 8 channel body array coil을 사용하였다. 사용된 영상변수는 FLASH 펄스파형과 TR : 120 ms, TE : minimum, FOV : $360{\times}300\;mm$, Matrix : $256{\times}224$, Slice : 6 mm, scan time : 15초로 Breath-hold 기법을 이용하였다. 복부 영상은 물 신호를 동시에 측정하기 위해 관심영역(FOV) 안에 물을 채운 50 ml syringe를 놓고 $10^{\circ}$부터 $90^{\circ}$까지 $10^{\circ}$ 간격으로 FA에 변화를 주면서 얻었다. 획득한 영상은 간(liver), syringe내부의 물(water), 비장(spleen), background의 신호강도(SI)와 대조도 대 잡음비(CNR)를 각각 측정하였으며 신호강도는 관심영역을 설정한 다음 각 부위에서 3번씩 측정하고 그 평균값을 구하였다. 영상 전체의 평가에서는 변이계수(coefficient of variation)를 적용하여 전체영상의 신호강도 균일도를 알아보았고 통계 분석은 SPSS for window version 17.0을 이용하였다. 간(liver)의 신호강도는 $475.54{\pm}81.76$으로 FA $40^{\circ}$에서 가장 높게 나타났으며 syringe내부의 물의 신호는 $475.97{\pm}68.98$로 FA $20^{\circ}$에서 가장 높았으며 FA가 높아짐에 따라 다른 조직의 신호보다 많은 감소를 보였다. 비장의 신호는 $443.02{\pm}55.77$로 FA $30^{\circ}$에서 가장 높은 신호강도를 보였으며 FA가 높아짐에 따라 신호가 감소하였다. 조직의 신호강도에서 Liver vs Water와 Liver vs Spleen은 FA $30^{\circ}$를 제외한 전 구간에서 통계적으로 유의한 차이를 보였고 Water vs Spleen은 FA $60^{\circ}$, FA $70^{\circ}$, FA $80^{\circ}$에서만 유의한 차이를 보였다(p < 0.01). 전체영상의 신호강도는 $175.42{\pm}57.93$으로 FA $10^{\circ}$에서 가장 낮게 나타났으며 FA가 높아짐에 따라 증가하다가 떨어지는 양상을 보였다. 또한 변이계수(coefficient of variation)는 FA $10^{\circ}$와 FA $20^{\circ}$에서 33.02와 31.43으로 가장 높게 나타났다. FA $10^{\circ}$와 FA $20^{\circ}$는 전체영상의 신호강도 균일도가 다소 떨어지는 영상으로 왜곡이 심하게 나타났다. CNR은 liver-water에서 FA $30^{\circ}$에서 12.73으로 가장 낮게 나타났고 FA $10^{\circ}$에서 -46.97, FA $80^{\circ}$에서 29.36으로 가장 높게 나타났다. liver-spleen의 CNR에서는 FA $10^{\circ}$에서 -3.18로 가장 낮게 나타났으며 FA $80^{\circ}$에서 9.65로 가장 높게 나타났다. 결론적으로 FLASH 펄스 파형을 사용한 복부 영상에서 최적의 T1효과를 나타내기 위해서는 FA $80^{\circ}$를 사용하는 것이 유용할 것으로 생각된다.

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