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Deep Learning-Based Lumen and Vessel Segmentation of Intravascular Ultrasound Images in Coronary Artery Disease

  • Gyu-Jun Jeong;Gaeun Lee;June-Goo Lee;Soo-Jin Kang
    • Korean Circulation Journal
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    • v.54 no.1
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    • pp.30-39
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    • 2024
  • Background and Objectives: Intravascular ultrasound (IVUS) evaluation of coronary artery morphology is based on the lumen and vessel segmentation. This study aimed to develop an automatic segmentation algorithm and validate the performances for measuring quantitative IVUS parameters. Methods: A total of 1,063 patients were randomly assigned, with a ratio of 4:1 to the training and test sets. The independent data set of 111 IVUS pullbacks was obtained to assess the vessel-level performance. The lumen and external elastic membrane (EEM) boundaries were labeled manually in every IVUS frame with a 0.2-mm interval. The Efficient-UNet was utilized for the automatic segmentation of IVUS images. Results: At the frame-level, Efficient-UNet showed a high dice similarity coefficient (DSC, 0.93±0.05) and Jaccard index (JI, 0.87±0.08) for lumen segmentation, and demonstrated a high DSC (0.97±0.03) and JI (0.94±0.04) for EEM segmentation. At the vessel-level, there were close correlations between model-derived vs. experts-measured IVUS parameters; minimal lumen image area (r=0.92), EEM area (r=0.88), lumen volume (r=0.99) and plaque volume (r=0.95). The agreement between model-derived vs. expert-measured minimal lumen area was similarly excellent compared to the experts' agreement. The model-based lumen and EEM segmentation for a 20-mm lesion segment required 13.2 seconds, whereas manual segmentation with a 0.2-mm interval by an expert took 187.5 minutes on average. Conclusions: The deep learning models can accurately and quickly delineate vascular geometry. The artificial intelligence-based methodology may support clinicians' decision-making by real-time application in the catheterization laboratory.

Factors influencing repeated suicide attempts among suicide attempters who visited the emergency room due to acute drug intoxication: a retrospective study (급성약물중독으로 응급의료센터를 내원한 자살시도자의 자살 재시도 영향요인: 후향적 연구)

  • In Ah Yun;Mi Yang Jeon
    • Journal of Korean Biological Nursing Science
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    • v.26 no.3
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    • pp.228-239
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    • 2024
  • Purpose: This retrospective study was conducted to identify factors associated with repeated suicide attempts by analyzing the electronic medical records of suicide attempters who visited emergency medical centers due to drug intoxication. Methods: Data from January 1, 2020 to December 31, 2021 were collected for this study and analyzed using SPSS/WIN 25.0. Results: In this study, the factors affecting repeated suicide attempts among individuals who visited the emergency medical center due to acute drug intoxication were the presence or absence of psychiatric diseases, the season of drug intoxication, and age. In order to identify the factors affecting repeated suicide attempts in those who presented with acute drug intoxication, logistic regression analysis was performed by inputting psychiatric diseases, season of drug intoxication, and age, all of which exhibited significant differences between those who did and did not attempt suicide again. The presence of psychiatric diseases (odds ratio [OR] = 1.99, 95% confidence interval [CI] = 1.04~3.80), intoxication occurring in the fall (vs. spring; OR = 3.35, 95% CI = 1.28~8.75), and age ≥ 65 (vs. those under the age of 18; OR = 12.96, 95% CI = 2.02~83.17). The regression model was found to be statistically significant (F = 30.01, p < .001), and the coefficient of determination of Cox and Snell, which represents the explanatory power of the model, was 12.0%. Conclusion: This study suggests that to prevent repeated suicide attempts, it is necessary to develop a tool to evaluate the risk of suicide, use it to evaluate the risk of suicide, and then manage individuals accordingly.

Design and Implementation of Driver Circuit for AC TFEL Flat Panel Display (AC TFEL 평판표시장치의 구동회로 설계 및 구현)

  • 오건창;김명식;권용무;오명환;김덕진
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.30B no.10
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    • pp.27-34
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    • 1993
  • In this paper, a driver system is designed and implemented to achieve 4-level gray scale CH TFEL(Thin Film ElectroLuminescent) flat panel display. To implement the driver system, commercial EL driver IC chips are used to apply high voltage pulses to the EL panel and a high voltage switching circuit is designed for the EL driver IC. A new method of reducing storage delay time of transistor is proposed to obtain a reliable switching circuit. The controller for EL driver and switching circuit is also designed. The designed driving scheme applicable to EL display with 4-level gray scale is based on the linear characteristics of brightness vs. frequency of AC TFEL. By experiment, it has been shown that the brightness of AC TEFL display with the implemented driving system is controlled by the level of gray scale.

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적층 구조를 적용한 용액 공정 IGZO 박막 트랜지스터의 특성 분석

  • Kim, Hyeon-Gi;Choe, Byeong-Deok
    • Proceedings of the Korean Vacuum Society Conference
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    • 2015.08a
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    • pp.212.1-212.1
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    • 2015
  • 본 연구에서는 용액 공정을 통해 제작한 IGZO 박막 트랜지스터의 Active layer를 적층 구조로 쌓아올리고, 신뢰성 평가를 위해 Gate에 지속적인 바이어스를 인가함으로써 소자의 문턱 전압 변화를 측정 실험을 진행하였다. Active layer 제작에 사용된 용액의 비율은 In:Zn:Ga = 1:1:30%로 제작되었고, 단일층부터 이중, 삼중층까지 적층을 하였다. 각 소자의 Active layer 층이 많아질수록 이동도가 1.21, 0.87, 0.69 ($cm^2/Vs$)으로 감소하는 등의 전기적 특성이 감소하는 경향을 보였다. 하지만 Gate에 10 V를 3000초간 지속적으로 인가해주었을 때 문턱 전압의 변화가 단일층일 때 10.4 V에서 삼중층일 때 1.3 V로 감소하였다. 이것은 Active layer의 층 사이의 계면이 형성되면서 current path에 영향을 주어 전기적 특성이 감소하였지만, 적층으로 인한 surface의 uniformity가 향상되는 것으로 확인하였다. 또한 1500초에서 Dit (Interface Trap Density)를 추출한 결과, 단일층에서는 $7.53{\times}10^{12}$($cm^{-2}-1$<)로 삼중층에서 $4.52{\times}10^{12}$($cm^{-2}-1$<)의 약 두 배 정도 높게 추출되었다.

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Magnetization of Ultrafine Cadmium Ferrite Particles

  • Park, Eun-Jung
    • Journal of the Korean Ceramic Society
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    • v.39 no.1
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    • pp.12-15
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    • 2002
  • Ultrafine cadmium ferrite particles have been investigated by X-ray diffractometry, transmission electron microscopy and SQUID magnetometry. All peaks of X-ray diffraction patterns are broad, but correspond to a cubic spinel structure with the lattice constant of 8.65 $\AA$. The average particle size determined by TEM is 9.7 nm and the size distribution of particles is not normal, but lognormal. The maximal magnetization measured at 5 K was 17.7 emu/g. The experimental data show a transi-tion from a disorder ferrimagnetic phase to a spin-glass phase (i.e. reentrant behavior) with a freezing temperature (T$\_$f/) of 30 K. Superparamagnetic behavior of the particles is confirmed by the coincidence of the plots of M vs. H/T for 100 and 300 K.

Robust Decentralized Adaptive Controller for Trajectory Tracking Control of Uncertain Robotic Manipulators (비중앙 집중식 강성 적응 제어법을 통한 산업용 로봇 궤도추적제어)

  • 유삼상
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.30 no.4
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    • pp.329-340
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    • 1994
  • This paper presents a dynamic compensation methodology for robust trajectory tracking control of uncertain robot manipulators. To improve tracking performance of the system, a full model-based feedforward compensation with continuous VS-type robust control is developed in this paper(i.e,. robust decentralized adaptive control scheme). Since possible bounds of uncertainties are unknown, the adaptive bounds of the robust control is used to directly estimate the uncertainty bounds(instead of estimating manipulator parameters as in centralized adaptive control0. The global stability and robustness issues of the proposed control algorithm have been investigated extensively and rigorously via a Lyapunov method. The presented control algorithm guarantees that all system responses are uniformly ultimately bounded. Thus, it is shown that the control system is evaluated to be highly robust with respect to significant uncertainties.

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A Study on Sparkover Discharge Characteristics of Flowing Gas (Flowing Gas의 방전특성에 관한 연구)

  • Oh, Jae-Youl;Lee, Kwang-Sik;Lee, Dong-In
    • Proceedings of the KIEE Conference
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    • 1991.07a
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    • pp.296-299
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    • 1991
  • This paper reports the characteristics of sparkover discharge in flowing gas ranging from 0[m/s] to 30[m/s] under the needle-rod gap. The important results obtained from this paper are as followers. 1. The maximum sparkover voltage of flowing gas are about 3.1[kv](d=1[cm], 5.4[kv](d=2[cm]), 8.1[kv](d=3[cm]) higher than those of static gas 2. The empirical equation obtained from this experiment is [%]$\frac{Vs}{Re}=A\;log_{10}\;Re+B$ where A=$-7.79{\times}10$ B=$5.60{\times}10^2$ 3. The duration time of sparkover decreases with increasing the Reynolds number. 4. The discharge pattern can be controlled by adjustment of the Reynolds number

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Relationships between Caregivers' Attachment, Young Children's Emotion Regulation and Aggression : Institutionalized vs. Home-Reared Children (유아에 대한 양육자의 애착, 유아의 정서조절 능력 및 공격성간의 관계 : 시설보호 유아와 일반 유아의 비교)

  • Kim, Sung-Ae;Park, Seong-Yeon
    • Korean Journal of Child Studies
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    • v.30 no.1
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    • pp.43-57
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    • 2009
  • This study examined relationships between caregivers' attachment, young children's emotion regulation, and aggression. Subjects were 110 institutionalized and 105 home-reared children (M=3.8 and 4.2 years, respectively). Data were collected from children's caregivers via questionnaires and analyzed by ANOVA, correlations, and hierarchical regressions. Results showed that (1) caregivers' attachment and the emotion regulation and aggression of institutionalized children were significantly different from those of home-reared children; (2) caregiver's attachment was positively related to emotion regulation for both institutionalized and home-reared children; (3) for institutional children, negative relationships between attachment and aggression was found for girls; negative relationships between emotion regulation and aggression was found for boys. These findings underscore negative effects of institutionalized care on children's socio-emotional behaviors.

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Characterization of A Catalystic Gas Sensor for Measuring Heat Content of Natural Gas (천연가스의 열용량을 측정하기 위한 촉매가스센서의 특징)

  • Lee K. Y.;Maclay G. J.;Stetter J. R.
    • 한국가스학회:학술대회논문집
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    • 1997.09a
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    • pp.229-235
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    • 1997
  • A low power (300 mW) catalytic bead combustible gas sensor is developed and utilized with a computer controlled sampling system for measuring heat content of natural gas. The heat content of gas is proportional to the change in the energy required to exposure to the sample of combustible gas. The heat content of natural gas samples ranging 36.30 - 39.88 MJ/$m^3$ is measured in the range of approximately $1\%$ error, which is comparable to its nominal heat content. Each gas has a slightly different curve of sensitivity vs. sensor temperature. Thus there Is no temperature at which all sensitivities are equal. In calibration process the choice of a optimum operating temperature is an important factor that influences the overall performance of the measurement system.

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Effects of Classroom Peers on Test Scores: Evidence from the College Scholastic Ability Test of year 1995 (대입수학능력시험 성적 자료를 이용한 학급 내 동료 효과의 분석)

  • Kang, Changhui;Chae, Chang Kyun
    • Journal of Labour Economics
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    • v.33 no.1
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    • pp.1-30
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    • 2010
  • Using the College Scholastic Ability Test of year 1995, the paper investigates effects of classroom peers on a student's test scores. It exploits exogenous assignment of students across different classrooms within a school under the leveling policy in 1990s. The empirical results reveal strong impacts of peers on individual students. Negative effects of low-performing peers exceed positive effects of high-performing peers. Such a structure of peer interactions has important implications for ability grouping vs. mixing debates in Korea.

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