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3D-CNN에서 동적 손 제스처의 시공간적 특징이 학습 정확성에 미치는 영향 (Effects of Spatio-temporal Features of Dynamic Hand Gestures on Learning Accuracy in 3D-CNN)

  • 정영지
    • 한국인터넷방송통신학회논문지
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    • 제23권3호
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    • pp.145-151
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    • 2023
  • 3D-CNN은 시계열 데이터 학습을 위한 딥 러닝 기법 중 하나이다. 이러한 3차원 학습은 많은 매개변수를 생성할 수 있으므로 고성능 기계학습이 필요하거나 학습 속도에 커다란 영향을 미칠 수 있다. 본 연구에서는 손의 동적인 제스처 동작을 시공간적으로 학습할 때, 3D-CNN 모델의 구조적 변화 없이 입력 영상 데이터의 시공간적 변화에 따른 학습 정확성을 분석함으로써, 3D-CNN을 이용한 동적 제스처 학습의 효율성을 높이기 위한 입력 영상 데이터의 최적 조건을 찾고자 한다. 첫 번째로 동적 손 제스처 영상 데이터에서 동적 이미지 프레임의 학습구간을 설정함으로써 제스처 동작간 시간 비율을 조정한다. 둘째로는 클래스간 2차원 교차 상관 분석을 통해 영상 데이터의 이미지 프레임간 유사도를 측정하여 정규화 함으로써 프레임간 평균값을 얻고 학습 정확성을 분석한다. 이러한 분석을 통하여, 동적 손 제스처의 3D-CNN 딥 러닝을 위한 입력 영상 데이터를 효과적으로 선택하는 두 가지 방법을 제안한다. 실험 결과는 영상 데이터 프레임의 학습구간과 클래스간 이미지 프레임간 유사도가 학습 모델의 정확성에 영향을 미칠 수 있음을 보여준다.

Inferring Transcriptional Interactions and Regulator Activities from Experimental Data

  • Wang, Rui-Sheng;Zhang, Xiang-Sun;Chen, Luonan
    • Molecules and Cells
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    • 제24권3호
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    • pp.307-315
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    • 2007
  • Gene regulation is a fundamental process in biological systems, where transcription factors (TFs) play crucial roles. Inferring transcriptional interactions between TFs and their target genes has utmost importance for understanding the complex regulatory mechanisms in cellular systems. On one hand, with the rapid progress of various high-throughput experiment techniques, more and more biological data become available, which makes it possible to quantitatively study gene regulation in a systematic manner. On the other hand, transcription regulation is a complex biological process mediated by many events such as post-translational modifications, degradation, and competitive binding of multiple TFs. In this review, with a particular emphasis on computational methods, we report the recent advances of the research topics related to transcriptional regulatory networks, including how to infer transcriptional interactions, reveal combinatorial regulation mechanisms, and reconstruct TF activity profiles.

성인 늑골에 발생한 Langerhans 세포 조직구증 - 2예 보고 - (Adult Onset of Langerhans Cell Histiocytosis in the Rib - Report of 2 cases -)

  • 김성완;김덕실;배종엽;변경환;김병기
    • Journal of Chest Surgery
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    • 제36권7호
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    • pp.539-543
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    • 2003
  • Langerhans 세포 조직구증은 과거에 조직구증 X로 불려진 질환으로서, 국소적 혹은 전신증상을 나타내며 비특이적인 조직구 증식을 특징으로 하는 질환군을 일컫는 말이다. 이 질환의 원인과 병리 기전은 아직 밝혀지지 않았으며, 호산구성 육아종, Hand-Shuller-Christian병, Letterer-Siwe병으로 대별되는 세 가지 질환 군에서 기본적인 병리학적 소견은 동일하다. 주로 어린 나이에 발생하나 어른에서도 발생한다. 저자들은 성인에서 늑골에 발생한 호산구성 육아종을 2예 치험하였다. 한 예는 요붕증을 동반하였고 다른 한 예는 늑골에만 발생한 경우였다.

교량의 내진설계에 있어서 점성감쇠기능받침의 감쇠계수 영향평가 (Effect of Damping Coefficients in Earthquakes Resistant Design with Viscous Dampers for Bridges)

  • 정상모
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 2000년도 추계 학술발표회 논문집 Proceedings of EESK Conference-Fall 2000
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    • pp.399-406
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    • 2000
  • Viscous dampers have been utilized as bearings and STU`s (Shock Transmission Unit) in earthquake resistant designs for bridges. Some viscous dampers are used as energy dissipators on one hand, but some dampers such as STU`s are used as fixing devices during an earthquake on the other hand. This paper discusses the effect of viscous dampers on the response of bridge with respect to the magnitude of damping coefficients. For this purpose, a typical bridge was taken as an example, and time-history dynamic analysis have been carried out. The input seismic data used in the analyses are relevant to the response spectra in the Koreans design code. The results show that there is an optimum value of coefficient considered most effective in the design. A STU with a large value of coefficient seems to make its support fixed. The response of the bridge is not much sensitive to the variation of the damping coefficients.

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에어밸런서 공압 회로의 설계 및 성능 실험 (Pneumatic circuit design and Performance test of Air balancer)

  • 김동수;배상규
    • 유공압시스템학회논문집
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    • 제3권3호
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    • pp.20-24
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    • 2006
  • Air balancer is a conveyance cargo-handling machine, used in assembly and process lines of car and machining industries. This can lift up an object, the weight of which is from 5 to 200 kg, and moves it to a position. As industrial technologies evolve, it is required to move an object and fit it into a specified position with greater accuracy, rather than performing simple tasks such as lifting objects up and down as conventional ones do. There is also a demand to handle an object with one hand, rather than with two hands,. Through designs of manifold unit for an air balancer function, pilot regulator unit to keep pressure constant, hand unit for an accurate load perception function, and air balancer circuit, this study enables everybody to work it with ease and convenience. Experiments and comparisons were conducted for the performance evaluation of the circuit.

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형법을 통한 생명의 보호 (The Life Protection by Criminal Law)

  • 박무원
    • 의료법학
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    • 제11권1호
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    • pp.297-329
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    • 2010
  • The bioethics as a comprehensive and normative control method of life sciences including the technology of advanced medical care, on the one hand, it has modified the conditions for allowing the progress of life sciences. On the other hand, it has put the brakes on attempts of life sciences violating the dignity and value of human beings, natural order. Positively, bioethics presents ethical bases, suggests organization of the legal and institutional conditions, and enables elimination of the legal and institutional obstacles, for the progress of life sciences. Negatively, it has presented justifiable prospects and road maps of life sciences, not to take indiscreet and intemperate turn of violating the dignity and value of human beings, natural order, and its such roles must be carried on.

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쑥인절미의 제조방법에 따른 텍스쳐 특성 (Sensory and Mechanical Characteristics of Ssuck-injulmi Supplemented by Mugworts)

  • 이효지;윤혜영
    • 한국식품조리과학회지
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    • 제11권5호
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    • pp.463-471
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    • 1995
  • "Suck-injulmi" is one of the Korean traditional rice cake made from glutinous rice and mugworts. The optimun conditions for the preparation of "Ssuck-injulmi" were investigated. The best recipe of "Ssuck-injulmi" was 1) adding 240 g (80%) glutinous rice flour and 60 g (20%) raw or boiled mugworts by hand milling, or boiled mugworts after steaming glutinous rice by hand milling. 2) adding 210 g (70%) glutinous rice and 90 g (30%) boiled mugworts by mechanical method. The Moisture of "Ssuck-injulmi" was 43.39%-51.33%. The Hardness of "Ssuck-injulmi" was high in the order of 54,53, 52, 51 and The Cohesiveness was 53, 54,51,52 and The Elasticity was 51,53,54,52 and The Gumminess and The Chewiness were 54, 53, 51, 52 and The Adhesiveness was 52, 53, 51, 54. The value of ′L′ was high in the 52, the value of ′a′ was 54 and the value of ′b′ was 53.

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Dealing with Unruly Behavior on Board Aircraft: A Chinese Perspective

  • Qin, Huaping
    • 항공우주정책ㆍ법학회지
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    • 제27권2호
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    • pp.193-209
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    • 2012
  • China's airline industry is experiencing a booming development as one hand, on the other hand the incidents involving unruly behaviour on board aircraft also becomes a growing concern for the whole industry. The thesis examines the basic issues concerning the unruly behaviour, such as definition of unruly behaviour, the impact and root causes of unruly behaviour. Then it focuses on the China's legal sources governing the problem of unruly behaviour. Generally speaking, China's legislation with this respect is systematic and self-contained, except some minor shortcomings which need to be revised. Finally the thesis holds the view that the preventative measures jointly contributed by all the parties concerned are something more important than the legislation itself.

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Contribution of institutional shocks to Tunisian macroeconomic fluctuations: Structural VAR approach

  • Zouhaier, Hadhek
    • 동아시아경상학회지
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    • 제1권1호
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    • pp.8-16
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    • 2013
  • Purpose: The objective of this paper is to identify and assess the contribution of budgetary, monetary and institutional shocks affecting the Tunisian economy over the period 1976-2003. The methodology used is vector autoregressive models and structural recent techniques for the analysis of time series related. The empirical results show a significant relationship between the supply shock and institutions on the one hand, and between institutional shocks and economic activity on the other hand. Research Design, Data and Methodology: As part of this section we will try to identify and assess the contribution of various shocks to macroeconomic variables' fluctuations for the Tunisian economy. The study period is: 1976-2003 and observations are annual. Results: The real business cycle theory argues that fluctuations in aggregate economic activity are the result of the interaction of the only real factors namely agents' preferences, technological opportunities, factor endowments and possibly certain institutional constraints. Conclusions: The lowest contribution to the variability of these rights is the monetary shock. As for "civil liberties", the largest share of their variability is the shock relating to the "political rights" during the first four periods .

A Simple Dual-Antenna Diversity Gain Measurement System at 2.4GHz

  • Kim, Jin-Gyong;Chung, Kyung-Ho;Ho, Yo-Choul;Kim, Moon-Il
    • 전기전자학회논문지
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    • 제13권2호
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    • pp.220-223
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    • 2009
  • A simple measurement system is built to estimate the dual-antenna diversity gain at 2.4GHz easily in open lab environment. To obtain multipath fading propagation channel, the system consists of two transmission horn that placed on opposite direction and a rotating stage mechanically changing the position of test dual-antenna with time over distance greater than one wavelength. Estimated diversity is nearly same as theoretical value such that measured diversity gain of 30mm separated is about 6dB similar to theoretical value of 5.7dB and increases monotonically with the increasing separation distance as predicted by the theory. Proposed measurement system that is simple enough to fit in a small space can evaluate the performance of various dual-antennas with a reasonable accuracy with lower 5% difference between the ten sets of measured waveform distribution and theoretical Rayleigh cumulative distribution.

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