• Title/Summary/Keyword: semi-energy

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Deep Levels in Semi-Insulating GaAs : Cr and Undoped GaAs (SI GaAs : Cr과 Undoped GaAs의 깊은 준위)

  • Rhee, Jin-Koo
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.25 no.11
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    • pp.1294-1303
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    • 1988
  • Electron and hole traps in semi-insulating GaAs with activation energies ({\Delta}E_r) ranging from 0.16 $\pm$ 0.01 to 0.98 $\pm$ 0.01 eV, have been detected and characterized by photo-induced current transient measurements. SI undoped GaAs has fewer deep levels than SI GaAs: Cr. The thermal capture cross section and density of the traps have been estimated and some of the centers have been related to native defects. In particular, the activation energy of the compensating Cr, and "0" levels in semi-insulating GaAs were accurately measured. The transient measurements were complemented by Hall measurements at T > 300K and photocurrent spectra measurements. The transition energies for the deep compensating levels obtained by the analyses of data from these measurements, when compared with those from the transient measurements, indicate negligible lattice-coupling of these centers. Analysis of the transport data also indicates that neutral impurity scattering plays a significant role in semi-insulating materials at high temperatures.

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Utilizing Mean Teacher Semi-Supervised Learning for Robust Pothole Image Classification

  • Inki Kim;Beomjun Kim;Jeonghwan Gwak
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.5
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    • pp.17-28
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    • 2023
  • Potholes that occur on paved roads can have fatal consequences for vehicles traveling at high speeds and may even lead to fatalities. While manual detection of potholes using human labor is commonly used to prevent pothole-related accidents, it is economically and temporally inefficient due to the exposure of workers on the road and the difficulty in predicting potholes in certain categories. Therefore, completely preventing potholes is nearly impossible, and even preventing their formation is limited due to the influence of ground conditions closely related to road environments. Additionally, labeling work guided by experts is required for dataset construction. Thus, in this paper, we utilized the Mean Teacher technique, one of the semi-supervised learning-based knowledge distillation methods, to achieve robust performance in pothole image classification even with limited labeled data. We demonstrated this using performance metrics and GradCAM, showing that when using semi-supervised learning, 15 pre-trained CNN models achieved an average accuracy of 90.41%, with a minimum of 2% and a maximum of 9% performance difference compared to supervised learning.

Energy Dissipation and Mean Crushing Strength of Stiffened Pates in Crushing

  • Lee, J.W.;Choung, J.M.
    • Journal of Hydrospace Technology
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    • v.2 no.1
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    • pp.27-40
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    • 1996
  • The prediction of the crushing strength and corresponding energy dissipation of unstiffened and stiffened plates under axial compression is discussed. Semi-empirical formulae for the crushing strength and dissipation energy of these stiffened plates are derived from the assesment of the structural behavior of unstiffened and stiffened box columns consisted of rectangular plates with longitudinal, transverse and orthogonal stiffeners. To demonstrate the effectiveness of proposed formulae, they are compared with the existing formulae and experimental results, which are shown in good agreements.

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Effects of Reaction Conditions on the Performance of Catalytic Pyrolysis of LDPE in a Semi-Batch Reactor (LDPE 반회분식 촉매열분해에서 조업조건이 반응 특성에 미치는 영향)

  • Na, Jeong-Geol;Leem, Chel-Hyen;Choi, Hwi-Kyoung;Chung, Soo-Hyun
    • 한국신재생에너지학회:학술대회논문집
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    • 2006.11a
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    • pp.79-82
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    • 2006
  • Fueled by ballooning oil prices, waste plastics are now regarded as being cheap and abundant renewable sources, removing their stigma of dirty wastes Catalytic pryolysis of plastics in liquid phase allows recovery of light fuel oil as well as green treatment of polymerics wastes, and therefore significant efforts have been devoted to this research field. In this study, catalytic Pyrolysis of LDPE was carl ied out in semi-batch reactor which equipped a unit of separation and recirculation. The effect of react ion conditions were examined by analyzing liquid oil yield and carbon number distribution of products

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Complete decentralized displacement control algorithm

  • Ruiz-Sandoval, M.E.;Morales, E.
    • Smart Structures and Systems
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    • v.11 no.2
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    • pp.163-183
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    • 2013
  • Control systems have been greatly studied in recent years and can be classified as: passive, active, semi-active or hybrid systems. Most forms of control systems have been applied in a centralized manner where all the information is sent to a central node where control the algorithm is then calculated. One of the possible problems of centralized control is the difficulty to scale its application. In this paper, a completely decentralized control algorithm is analytically implemented. The algorithm considers that each of the control systems makes the best decision based solely on the information collected at its location. Semi-active control is used in preference to active control because it has minimal energy consumption, little to no possibility of destabilization, a reduction in the possibility of data saturation, and a reduction in the response time in comparison to centralized control.

Dark Conductivity in Semi-Insulating Crystals of CdTe:Sn

  • Makhniy, V.P.;Sklyarchuk, V.M.;Vorobiev, Yu.V.;Horley, P.P.
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.15 no.2
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    • pp.243-248
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    • 2015
  • We prepared semi-insulating CdTe for radiation detectors by isothermal annealing of single crystals grown by Bridgeman technique in a sealed quartz container filled with Sn vapor. The resistivity of CdTe:Sn samples thus obtained was of order of $10^{10}Ohm{\cdot}cm$ at room temperature with electrons lifetime of $2{\times}10^{-8}$ s, which is appropriate for the applications desired. Analysis of electric transport characteristics depending on temperature, sample thickness and voltage applied revealed the presence of traps with concentration of about $(4-5){\times}10^{12}cm^{-3}$ with the corresponding energy level at 0.8 - 0.9 eV counted from the bottom of conduction band. The conductivity was determined by electron injection from electrodes in space charge limited current mode.

Hydrodynamic performance of a composite breakwater with an upper horizontal porous plate and a lower rubble mound

  • Liu, Yong;Li, Hua-Jun
    • Ocean Systems Engineering
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    • v.3 no.1
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    • pp.55-70
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    • 2013
  • A composite breakwater with an upper horizontal porous plate and a lower rubble mound is proposed and studied in this work. By means of matched eigenfunction expansions, a semi-analytical solution is developed for analyzing the hydrodynamic performance of the breakwater. The semi-analytical solution is verified by known solutions for special cases and an independently developed multi-domain boundary element method solution. Numerical examples are given to examine the reflection, transmission and energy loss coefficients of the breakwater and the wave force acting on the horizontal porous plate. Some useful results are presented for engineering applications.

Microstructures of Bonding Interfaces after Semi-Solid Brazing of Aluminum Using A357 as a Filler Metal (A357을 이용한 알루미늄 반응고 브레이징 접합 계면 특성)

  • Lee, S.Y.
    • Transactions of Materials Processing
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    • v.21 no.8
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    • pp.506-511
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    • 2012
  • Aluminum brazing normally requires a careful control of temperature due to the small interval between brazing and melting temperatures for base materials. Unsuitable processing conditions, including brazing temperature outside admissible range, gap between brazed materials or inadequate flux feeding, can lead to joining defects. In this study, A357 was used as a filler metal for the brazing of pure aluminum base materials and brazed at temperatures in the semi-solid state. Interface microstructures with base materials were observed using optical metallography(OM) and scanning electron microcopy(SEM) with energy dispersive spectroscopy(EDS), and compared to conventional aluminum brazing.

Construction of Semi-universal Wedge Filter and Clinical Application for Co-60 Teletherapy Unit (코발트60 원격치료기에 대한 Semiuniversal Wedge Filter의 제작과 임상응용)

  • Kim, Myung-Ho;Yun, Suk-Rok;Shin, Dong-Oh
    • The Journal of Korean Society for Radiation Therapy
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    • v.3 no.1
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    • pp.45-50
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    • 1989
  • Wedge filter are used in high energy radiation therapy to obtain uniform isodose lines at small volume tumor and irregular body surface. The aim of this study is not only to describe the method of construction and setting of semi-universal wedge filter for $^{60}Co$ radiation therapy but also to get the optimum treatment planning by clinical application of wedge filter.

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Semi-Automatic Hydride Generation and Atomic Absorption Determination of Bismuth with in situ Concentration in a Graphite Furnace

  • Yong-Keun Lee;Dong Soo Lee;Byung Mok Yoon;Hoon Hwang
    • Bulletin of the Korean Chemical Society
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    • v.12 no.3
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    • pp.290-295
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    • 1991
  • A semi-automatic method for the determination of dissolved bismuth at parts per trillion levels is described. The method involves bismuthine generation, in situ collection of bismuthine in a graphite furnace, and atomic absorption detection. In order to facilitate semi-automation of bismuthine generation and separation from aqueous solution, Gore-tex microporous PTEE membrane is used. The absolute detection limit, taken as three times the standard deviation of the instrument noise is 2 pg. The precisions are 3.1% for 100 pg and 1.9% for 1 ng of bismuth, respectively. As many as 90 measurements can be made in an hour.