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Automatic Detection of Anomalies in Blood Glucose Using a Machine Learning Approach

  • Zhu, Ying
    • Journal of Communications and Networks
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    • v.13 no.2
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    • pp.125-131
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    • 2011
  • Rapid strides are being made to bring to reality the technology of wearable sensors for monitoring patients' physiological data.We study the problem of automatically detecting anomalies in themeasured blood glucose levels. The normal daily measurements of the patient are used to train a hidden Markov model (HMM). The structure of the HMM-its states and output symbols-are selected to accurately model the typical transitions in blood glucose levels throughout a 24-hour period. The learning of the HMM is done using historic data of normal measurements. The HMM can then be used to detect anomalies in blood glucose levels being measured, if the inferred likelihood of the observed data is low in the world described by the HMM. Our simulation results show that our technique is accurate in detecting anomalies in glucose levels and is robust (i.e., no false positives) in the presence of reasonable changes in the patient's daily routine.

Ultrasound Elasticity Imaging Methods (초음파 탄성 영상법)

  • Jeong, Mok-Kun;Kwon, Sung-Jae
    • The Journal of the Acoustical Society of Korea
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    • v.29 no.1E
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    • pp.1-10
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    • 2010
  • The difference in echogenicity between cancerous and normal tissues is not quite distinguishable in ultrasound B-mode imaging. However, tumor or cancer in breast or prostate tends to be stiffer than the surrounding normal tissue. Thus, imaging the stiffness contrast between the two different tissue types is helpful for quantitative diagnosis, and such a method of imaging the elasticity of human tissue is collectively referred to as ultrasound elasticity imaging. Recently, elasticity imaging has established itself as an effective diagnostic modality in addition to ultrasound B-mode imaging. The purpose of this paper is to present various elasticity imaging methods that have been reported up to now and to describe their principles of operation and characteristics.

Improvement of output voltage drop characteristic for 3-phase voltage disturbance generator (3상 전압변동 발생기의 출력전압강하 특성 개선)

  • Lee, Y.H.;Min, B.H.;Park, S.D.;Nho, E.C.;Kim, I.D.;Chum, T.W.;Kim, H.G.;Choi, N.S.
    • Proceedings of the KIPE Conference
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    • 2007.07a
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    • pp.120-122
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    • 2007
  • A new power quality disturbance generator is proposed. The proposed scheme overcomes the problem of voltage drop of the conventional generator in normal mode. Therefore, the output voltage of the proposed generator is constant in normal mode and the efficiency of the series transformer is improved. The proposed generator has good feature of simple structure, cost effective implementation, high reliability and easy control. The usefulness of the scheme is verified through simulation and experiments.

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A Study on the Classification of Ultrasonic Liver Images Using Multi Texture Vectors and a Statistical Classifier (다중 거칠기 벡터와 통계적 분류기를 이용한 초음파 간 영상 분류에 관한 연구)

  • 정정원;김동윤
    • Journal of Biomedical Engineering Research
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    • v.17 no.4
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    • pp.433-442
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    • 1996
  • Since one texture property(i.e coarseness, orientation, regularity, granularity) for ultrasound liver ages was not sufficient enough to classify the characteristics of livers, we used multi texture vectors tracted from ultrasound liver images and a statistical classifier. Multi texture vectors are selected among the feature vectors of the normal liver, fat liver and cirrhosis images which have a good separability in those ultrasound liver images. The statistical classifier uses multi texture vectors as input vectors and classifies ultrasound liver images for each multi texture vector by the Bayes decision rule. Then the decision of the liver disease is made by choosing the maximum value from the averages of a posteriori probability for each multi texture vector In our simulation, we obtained higtler correct ratio than that of other methods using single feature vector, for the test set the correct ratio is 94% in the normal liver, 84% in the fat liver and 86% in the cirrhosis liver.

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Development of Spine Motion Analyzer (척추운동 분석기의 개발)

  • Kim, Y.E.;Roh, B.H.;Ryu, J.H.;Ahn, J.H.;Lee, C.K.;Choi, K.W.
    • Proceedings of the KOSOMBE Conference
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    • v.1996 no.05
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    • pp.266-270
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    • 1996
  • External linkage type spine motion analyzer was developed for measuring relative trunk motion respect to the pelvis. A special program for calculation of the relative angular motion and graphical display were also developed. The developed device assured its accuracy and conveniency after application to 15 normal volunteers and 18 patients after fixation and decompression surgery. Compare to the normal subjects, patients shows different angular motion especially in the angular acceleration.

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A Study on the vibration analysis of 2-phase HB type Linear Stepping Motor using ACSL (ACSL에 의한 2상 HB형 선형 STEPPING 전동기의 진동해석에 관한 연구)

  • Oh H.S;Jung E.N;Lee S.H;Lee B.S;Won K.S;Kim J.K
    • Proceedings of the KIPE Conference
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    • 2001.07a
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    • pp.14-17
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    • 2001
  • In this paper, the vibration characteristics of a 2-phase Hybrid type Linear Stepping Motor(HLSM) are analyzed using the ACSL. A magnetic equivalent circuit is based on the structure of the HLSM, and then the electric equivalent circuit of the HLSM is derived by solving equations for the magnetic equivalent circuit. A normal force is calculated using FEM(Flux2D). And the vibration characteristics of the HLSM are simulated by the ACSL with the voltage equations, the thrust equation, the normal force equation and the kinetic equation.

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Evolution of strain states during Cross-roll rolling in AA 5052 sheet using Finite Element Method (유한요소 해석을 통한 AA 5052 판재의 Cross-roll 압연시 변형율 상태의 변화)

  • Kim, S.H.;Kim, D.G.;Park, E.S.;Lee, J.S.;Huh, M.Y.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2008.05a
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    • pp.404-407
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    • 2008
  • In the present work, cross-roll rolling was carried out using a rolling mill in which the roll axis is tilted by $7.5^{\circ}$ towards the transverse direction of the rolled sample. The evolution of strain states during cross-roll rolling was investigated by three-dimensional finite element method (FEM) simulation. Parallel to cross-roll rolling, normal-rolling using a conventional rolling mill was also carried out in the same rolling condition for clarifying the effect of cross-roll rolling. It turned out that three shear rate components were all introduced to the rolled sample by the cross-roll rolling process, while only one shear rate component operated during normal-rolling.

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ON UNBOUNDED SUBNOMAL OPERATORS

  • Jin, Kyung-Hee
    • Bulletin of the Korean Mathematical Society
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    • v.30 no.1
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    • pp.65-70
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    • 1993
  • In this paper we will extend some notions of bounded linear operators to some unbounded linear operators. Let H be a complex separable Hilbert space and let B(H) denote the algebra of bounded linear operators. A closed densely defind linear operator S in H, with domain domS, is called subnormal if there is a Hilbert space K containing H and a normal operator N in K(i.e., $N^{*}$N=N $N^*/)such that domS .subeq. domN and Sf=Nf for f .mem. domS. we will show that the Radjavi and Rosenthal theorem holds for some unbounded subnormal operators; if $S_{1}$ and $S_{2}$ are unbounded subnormal operators on H with dom $S_{1}$= dom $S^{*}$$_{1}$ and dom $S_{2}$=dom $S^{*}$$_{2}$ and A .mem. B(H) is injective, has dense range and $S_{1}$A .coneq. A $S^{*}$$_{2}$, then $S_{1}$ and $S_{2}$ are normal and $S_{1}$.iden. $S^{*}$$_{2}$.2}$.X>.

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DEPENDENCE OF STRUCTURAL AND MAGNETIC PROPERTIES ON DEPOSITTION ANGLE IN EVAPORATED Co/Pt MULTILAYER THIN FILMS

  • Moon, Ki-Seok;Shin, Sung-Chul
    • Journal of the Korean Magnetics Society
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    • v.5 no.5
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    • pp.465-469
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    • 1995
  • We have investigated the effects of deposition angle on structural and magnetic properties of e-beam evaporated ${(4-{\AA}\;Co/9.2-{\AA}\;Pt)}_{23}$ multilayer thin films prepared on tilted substrates. It was found that the [111] crystallographic orientations of the multilayer thin films were not aligned with colummar growth orientations and they were remained to be normal to the substrate planes even though the deposition angle was severely oblique up to $60^{\circ}$. The analysis of the torque curve reveal that the intrinsic anisotropy energy was monotonically decreased with the deposition angle but the easy axis orientation parallel to the substrate normal was not much influenced by deposition angle.

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Optimal Matching Approach for Cascaded Encoder in Remote Coding Scheme-based Passive Optical Network Monitoring System

  • Zhang, Xuan;Guo, Hao;Jia, Xinhong;Liao, Qinghua
    • Current Optics and Photonics
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    • v.2 no.5
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    • pp.407-412
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    • 2018
  • An optimal matching approach is proposed to maximally ensure the output power uniformity of the cascaded encoder in the passive optical network (PON) monitoring system based on a remote coding scheme. The calculation results show that the optimum arrangement can effectively reduce the difference of the total insertion loss in comparison to the random arrangement (i.e., 0.07 dB vs 2.67 dB in the cascaded encoder with 16 output ports). The proposed approach realizes the optimum configuration for the $1{\times}2$ optical splitters used without adding any extra components. The test results of the fabricated cascaded encoder with 32 output ports prove the feasibility of the proposed approach.