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A novel method for generation and prediction of crack propagation in gravity dams

  • Zhang, Kefan;Lu, Fangyun;Peng, Yong;Li, Xiangyu
    • Structural Engineering and Mechanics
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    • v.81 no.6
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    • pp.665-675
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    • 2022
  • The safety problems of giant hydraulic structures such as dams caused by terrorist attacks, earthquakes, and wars often have an important impact on a country's economy and people's livelihood. For the national defense department, timely and effective assessment of damage to or impending damage to dams and other structures is an important issue related to the safety of people's lives and property. In the field of damage assessment and vulnerability analysis, it is usually necessary to give the damage assessment results within a few minutes to determine the physical damage (crack length, crater size, etc.) and functional damage (decreased power generation capacity, dam stability descent, etc.), so that other defense and security departments can take corresponding measures to control potential other hazards. Although traditional numerical calculation methods can accurately calculate the crack length and crater size under certain combat conditions, it usually takes a long time and is not suitable for rapid damage assessment. In order to solve similar problems, this article combines simulation calculation methods with machine learning technology interdisciplinary. First, the common concrete gravity dam shape was selected as the simulation calculation object, and XFEM (Extended Finite Element Method) was used to simulate and calculate 19 cracks with different initial positions. Then, an LSTM (Long-Short Term Memory) machine learning model was established. 15 crack paths were selected as the training set and others were set for test. At last, the LSTM model was trained by the training set, and the prediction results on the crack path were compared with the test set. The results show that this method can be used to predict the crack propagation path rapidly and accurately. In general, this article explores the application of machine learning related technologies in the field of mechanics. It has broad application prospects in the fields of damage assessment and vulnerability analysis.

Electrical properties and microstructure of microwave dielectric ceramics (Ca0.7Sr0.3)m(TiyZr1-y)O3 (고주파 유전체 세라믹 (Ca0.7Sr0.3)m(TiyZr1-y)O3의 전기적 특성 및 미세구조)

  • Chun, Myoung-Pyo;Park, Myoung-Sung;Kang, Kyung-Min;Nam, Joong-Hee;Cho, Jeong-Ho;Kim, Byung-Ik
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.20 no.1
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    • pp.21-24
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    • 2010
  • The effects of mole ratio(A/B) m and Ti-ion on the dielectric properties and microstructure of the microwave dielectric ceramics $(Ca_{0.7}Sr_{0.3})_m(Ti_yZr_{1-y})O_3$ were investigated. Ti ions substituted on Zr-sites in these modified $CaZrO_3$ composition strongly affect the sintering density and microstructure of the fired ceramic body. With increasing the amount of Ti substituted on Zr-sites, the sintered density rapidly increased and the dense microstructure was obtained for the compositions having mole ratio of 1.01, whereas the sintered density and microstructure are nearly constant with the content of Ti-ion for the compositions having mole ratio of 0.99. With increasing the content of Ti ion, the curve of TCC (Temperature Coefficient of Capacitance) as a function of temperature rotated clockwise and satisfied the COG characteristics for both of compositions with mole ratio of 0.99 and 1.01. The content of Ti ion seems to be more effective than mole with respect to the controlling of firing and TCC.

The Study on Decomposition of Metal-working Fluids Against Microbes (미생물을 이용한 절삭유제의 부패성능 평가에 관한 연구)

  • Kim, Young-Wun;Hong, Kwang Min;Chung, Kunwo;Park, Chan-Jo
    • Korean Chemical Engineering Research
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    • v.44 no.4
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    • pp.350-355
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    • 2006
  • Growth curves of microbes were examined to evaluate decomposition of metal-working fluids and decomposition properties of metal-working fluids were experimented using controled microbes such as E. coli and K. pnemoniae. According to the results of growth curve of microbes, the growth period depended on species of microbes, 2 h of E. coli, 3 h of K. pneumoniae, 4 h of P. aeruginosa and 3 h of P. oleovarans after incubation. The colony count of E. coli and K. pneumoniae controled to OD of 0.5 ranged from $4.4{\sim}10.0{\times}10^5CFU/mL$ and $1.8{\sim}9.5{\times}10^7CFU/mL$, respectively. The decomposition of metal-working fluids was excellently progressed in the range of pH 6~8 than below pH 4 and above pH 10. In the case of controled fluids to pH 6~8, the decomposition of the fluid containing ester group was more accelerated than that of the fluid containing ethylene glycol.

The molten KOH/NaOH wet chemical etching of HVPE-grown GaN (HVPE로 성장된 GaN의 용융 KOH/NaOH 습식화학에칭)

  • Park, Jae Hwa;Hong, Yoon Pyo;Park, Cheol Woo;Kim, Hyun Mi;Oh, Dong Keun;Choi, Bong Geun;Lee, Seong Kuk;Shim, Kwang Bo
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.24 no.4
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    • pp.135-139
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    • 2014
  • The hydride vapor phase epitaxy (HVPE) grown GaN samples to precisely measure the surface characteristics was applied to a molten KOH/NaOH wet chemical etching. The etching rate by molten KOH/NaOH wet chemical etching method was slower than that by conventional etching methods, such as phosphoric and sulfuric acid etching, which may be due to the formation of insoluble coating layer. Therefore, the molten KOH/NaOH wet chemical etching is a better efficient method for the evaluation of etch pits density. The grown GaN single crystals were characterized by using X-ray diffraction (XRD) and X-ray rocking curve (XRC). The etching characteristics and surface morphologies were studied by scanning electron microscopy (SEM). From etching results, the optimum etching condition that the etch pits were well independently separated in space and clearly showed their shape, was $410^{\circ}C$ and 25 min. The etch pits density obtained by molten KOH/NaOH wet chemical etching under optimum etching condition was around $2.45{\times}10^6cm^{-2}$, which is commercially an available materials.

Wet chemical etching of molten KOH/NaOH eutectic alloy to evaluate AlN single crystal (AlN 단결정의 품질평가를 위한 molten KOH/NaOH eutectic alloy의 화학적 습식에칭)

  • Park, Cheol Woo;Park, Jae Hwa;Hong, Yoon Pyo;Oh, Dong Keun;Choi, Bong Geun;Lee, Seong Kuk;Shim, Kwang Bo
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.24 no.6
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    • pp.237-241
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    • 2014
  • We investigated the optimal etching conditions and properties of the surface change due to molten KOH/NaOH chemical wet etching using an AlN wafer which has been put to practical use in the present study. Results were observed using a scanning electron microscope after 5 minutes etching at $350^{\circ}C$, was found to have a surface form of the respective other Al-face, the N-face. In particular, etch-pit in the form of a hexagon, which is observed in the Al-face appeared, It was calculated at $2{\times}10^6/cm^2{\sim}10^{10}/cm^2$ dislocation density. In the case of N-face, lattice defects in the form of the hexagonal pyramids is formed. It was discovered that in order to observe the orientation of the wafer, which corresponds to the C-axis direction of the resulting hexagonal AlN which was analyzed using XRD (0002) and is a state of being oriented in the (0004) plane. The Radius of curvature of AlN wafer was 1.6~17 m measured by DC-XRD rocking curve position.

Fabrication and characterization of GaN substrate by HVPE (HVPE법으로 성장시킨 GaN substrate 제작과 특성 평가)

  • Oh, Dong-Keun;Choi, Bong-Geun;Bang, Sin-Young;Eun, Jong-Won;Chung, Jun-Ho;Lee, Seong-Kuk;Chung, Jin-Hyun;Shim, Kwang-Bo
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.20 no.4
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    • pp.164-167
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    • 2010
  • Bulk GaN single crystal with 1.5 mm thickness was successfully grown by hydride vapor phase epitaxy (HVPE) technique. Free-standing GaN substrates of $10{\times}10,\;15{\times}15$ mm size were fabricate after lift-off of sapphire substrate and their optical properties were characterized properties for device applications. X-ray diffraction patterns showed (002) and (004) peak, and the FWHM of the X-ray rocking curve (XRC) measurement in (002) was 98 arcsec. A sharp photoluminescence spectrum at 363 nm was observed and defect spectrum at visible range was not detected. The hexagonal-shaped etch-pits are formed on the GaN surface in $200^{\circ}C\;H_3PO_4$ at 5 minutes. The defect density calculated from observed etch-pits on surface was around $5{\times}10^6/cm^2$. This indicates that the fabricated GaN substrates can be used for applications in the field of optodevice, and high power electronics.

Genetic Analysis and Characterization of a Bacteriophage ØCJ19 Active against Enterotoxigenic Escherichia coli

  • Kim, Gyeong-Hwuii;Kim, Jae-Won;Kim, Jaegon;Chae, Jong Pyo;Lee, Jin-Sun;Yoon, Sung-Sik
    • Food Science of Animal Resources
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    • v.40 no.5
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    • pp.746-757
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    • 2020
  • Enterotoxigenic Escherichia coli (ETEC) is the major pathogenic E. coli that causes diarrhea and edema in post-weaning piglets. In this study, we describe the morphology and characteristics of ØCJ19, a bacteriophage that infects ETEC, and performed genetic analysis. Phage ØCJ19 belongs to the family Myoviridae. One-step growth curve showed a latent phase of 5 min and burst size of approximately 20 phage particles/infected cell. Phage infectivity was stable for 2 h between 4℃ and 55℃, and the phage was stable between pH 3 and 11. Genetic analysis revealed that phage ØCJ19 has a total of 49,567 bases and 79 open reading frames (ORFs). The full genomic sequence of phage ØCJ19 showed the most similarity to an Escherichia phage, vB_EcoS_ESCO41. There were no genes encoding lysogeny, toxins, virulence factors, or antibiotic resistance in this phage, suggesting that this phage can be used safely as a biological agent to control ETEC. Comparative genomic analysis in terms of the tail fiber proteins could provide genetic insight into host recognition and the relationship with other coliphages. These results showed the possibility to improve food safety by applying phage ØCJ19 to foods of animal origin contaminated with ETEC and suggests that it could be the basis for establishing a safety management system in the animal husbandry.

Effect of annealing pressure on the growth and electrical properties of $YMnO_3$ thin films deposited by MOCVD

  • Shin, Woong-Chul;Park, Kyu-Jeong;Yoon, Soon-Gil
    • Journal of Korean Vacuum Science & Technology
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    • v.4 no.1
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    • pp.6-10
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    • 2000
  • Ferroelectric YMnO$_3$ thin films were deposited on $Y_2$O$_3$/si(100) substrates by metalorganic chemical vapor deposition. The YMnO$_3$ thin films annealed in vacuum ambient (100 mTorr) above 75$0^{\circ}C$ show hexagonal structured YMnO$_3$. However, the film annealed in oxygen ambient shows poor crystallinity, and the second phase as $Y_2$O$_3$ and orthorhombic-YMnO$_3$ were shown. The annealing ambient and pressure on the crystallinity of YMnO$_3$ thin films is very important. The C-V characteristics have a hysteresis curve with a clockwise rotation, which indicates ferroelectric polarization switching behavior. When the gate voltage sweeps from +5 to 5 V, the memory window of the Pt/YMnO$_3$/Y$_2$O$_3$/Si gate capacitor annealed at 85$0^{\circ}C$ is 1.8 V. The typical leakage current densities of the films annealed in oxygen and vacuum ambient are about 10$^{-3}$ and 10$^{-7}$ A/cm$^2$ at applied voltage of 5 V.

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Development of Vibroacoustic Stimulation Seat for a Movie Theater Chair (영화관 의자용 음향진동자극 시트의 개발)

  • Moon, Deok-Hong
    • Journal of Power System Engineering
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    • v.17 no.1
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    • pp.42-49
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    • 2013
  • The global movie industry is continuing rapid growth through application of the latest technology. 3D movies are being produced and shown for a more effective viewing experience. Special chairs for audiences are being experimentally manufactured and installed for the greatest viewing effect. This special chair has a structure that applies vibrating stimuli to specific parts of the body by attaching vibration transducers to theater chairs and synchronizing it with each scene of the movie. In a previous study, it has been confirmed that we can analyze the vibration transfer characteristics of sponge seats through the application of an experimental modal analysis method and obtain design variables easily. In this paper, we examine the major design parameters needed in the development of a foaming sponge seat in which auxiliary springs are inserted to improve the vibration transfer effect of a chair seat. Through analyzing several prototypes by applying experimentation as well as the experimental modal analysis method, it was confirmed that the effect of vibration transfer can be improved through the use of an auxiliary member.

Plastic Deformation Characteristic of AZ31 Magnesium Alloy Sheet (AZ31 마그네슘 합금판재의 소성변형특성)

  • Park J. G.;Kuwabara T.;You B. S.;Kim Y. S.
    • Transactions of Materials Processing
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    • v.14 no.6 s.78
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    • pp.520-526
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    • 2005
  • In recent years, there has been a growth of the manufacture and application of magnesium products because of its small specific gravity as well as its relatively high strength. However, there are so many studies to assure good formability because magnesium sheet alloy is difficult to form. In this study, uniaxial tensile and biaxial tensile tests of AZ31 magnesium sheet alloy with thickness of 1.2mm were performed at room temperature. Uniaxial tensile tests were performed until $7{\%}$ of engineering strain. Lankford values and stress-strain curve were obtained. Biaxial tensile tests with cruciform specimen were performed until the breakdown of the specimen occurs. The yield loci were calculated by application of plastic work theory. The results are compared with the theoretical predictions based on the Hill and Logan-Hosford model. In this study, Hill's 1979 yield function for the case of m=2.8 and Logan-Hosford yield function for the case of M=8 give good agreements with experimental results. However, next study will be performed at warm-temperature because the specimens are broken under the $0.5{\%}$ of equivalent strain at biaxial tensile test.