• Proceedings of the Korea Information Processing Society Conference
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• 2021.11a
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• pp.801-804
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• 2021

소비자의 과거 위치 데이터를 기반으로 다음 경로를 예측하는 것은 마케팅 부분에서 매우 중요한 부분이다. 그러나 전체 데이터를 이용해서 다음 위치를 제공하는 연구는 많았지만 이는 시간이 오래걸리기 때문에 서비스 제공에 이용하기에는 무리가 있다. 그래서 실시간으로 다음 경로를 예측 할 수 있는 서비스를 만들어 보았다. 데이터를 모으는 과정부터 데이터 베이스에 저장하고 활용해 시각화 하는 과정까지 총괄하는 서비스를 만들었다. 이 논문에서는 이동 데이터를 분석해 다음 위치를 예측하는 부분을 다룬다. 이동데이터를 전처리할때 학습의 편이를 위해 데이터의 형태를 [위도, 경도, 시간] 에서 [라벨값, 시간]으로 바꾸었다. 이 데이터를 CNN을 이용해 학습시킴으로서 실시간으로 예측값을 제공할 수 있다.

• Proceedings of the Korean Society of Computer Information Conference
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• 2023.01a
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• pp.153-154
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• 2023

대한민국의 교통 혼잡 비용은 2018년 기준 67조 원으로 국내총생산(GDP)의 3.6%를 차지하고 있다. 또한 국민 교통 고통지수는 매년 상승하고 있는 추세이다. 본 논문에서는 인구 밀집도가 가장 높은 서울시의 교통 혼잡 문제를 해결하기 위해 빅데이터 분석을 통한 효과적인 정책을 제공하고자 한다. 국가 표준 링크 아이디(LINK_ID)와 노드 아이디(NODE_ID)를 통해 위도 경도 데이터를 추출하고, 정체성이 높은 도로를 시각화해 추려진 특성과 공통점을 파악한다. 이를 토대로 정체성을 낮출 방안을 제공하고자 한다.

• Proceedings of the Korean Vacuum Society Conference
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• 2012.08a
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• pp.291-292
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• 2012

MOSFET 구조에서 metal oxide에 기반을 둔 게이트 유전체의 연구는 실리콘(Si)을 기반으로 한 반도체 발명이래로 가장 인상적인 발전을 이뤄 왔다. 이는 metal oxide의 높은 유전상수 특성이 $SiO_2$보다 우수하고, 유전체 박막의 두께 감소로 인한 전기적 특성 저하를 보완하기 때문이다. 특히 지난 10년 동안, Hafnium에 기반을 둔 $HfO_2$는 차세대 반도체용 유전 물질로 전기적 구조적 특성에 대한 연구가 활발히 진행되어왔다. 그러나 현재까지 $HfO_2$에 대한 nano-mechanical 특성 연구는 미미하여 이에 대한 연구가 필요하다. 이에 본 연구에서는 Hf 및 $HfO_2$ 박막의 증착 및 열처리 조건을 다르게 하여 실험을 진행하였다. 시료는 rf magnetron sputter를 이용하여 Si 기판위에 Hafnium target으로 산소유량(4, 6 sccm)을 달리하여 증착하였고, 이후 furnace에서 400에서 $800^{\circ}C$까지 질소분위기에서 20분간 열처리를 실시하였다. 실험결과 산소 유량을 6 sccm으로 증착한 시료의 current density 성능이 모든 열처리 과정에서 증가하였다. Nano-indenter로 측정하고 Weibull distribution으로 정량적 계산을 한 경도 (Hardness)는 as-deposited 시료를 기준으로 $400^{\circ}C$에서는 감소했으나 온도가 높아질수록 증가하였다. 특히, $400^{\circ}C$ 열처리한 시료에서 산소농도에(4 sccm : 5.35 GPa, 6 sccm : 6.15 GPa)따른 두 시료간의 변화가 가장 두드러졌다. 반면에, 탄성계수 (Elastic modulus)는 산소농도 6 sccm을 넣고 증착된 시료들이 4 sccm을 넣고 증착한 시료보다 모두 높은 값을 나타냈다. 또한, $800^{\circ}C$ 열처리한 시료에서 산소농도에(4 sccm : 128.88 GPa, 6 sccm : 149.39 GPa)따라 표면의 탄성에 큰 차이가 있음을 확인하였다. 이는 증착된 $HfO_2$ 시료들이 비정질 상태에서 $HfO_2$로 결정화되는 과정에서 산소가 증가할수록 박막의 defect이 감소되기 때문으로 사료된다.

• Composites Research
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• v.15 no.3
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• pp.1-10
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• 2002

The effect of size of SiC particles and additive Mg content on the mechanical properties and wear characteristics were investigated for the SiCp/AC8A composites fabricated by pressureless infiltration process. Results showed that the hardness and the bending strength increased with decreasing the size of SiC particle. By increasing the Mg content the hardness of SiCp/AC8A composites increased due to the hard reaction products, however the bending strength decreased by formation of coarse precipitates and high porosity level. The SiCp/AC8A composites exhibited about 6 times higher wear resistance compared with AC8A alloy at high sliding velocity and as increasing the particle size, wear resistance was improved. The major wear mechanical of SiCp/AC8A composites exhibited the abrasive wear at low to high sliding velocity whereas AC8A alloy showed adhesive and melt wear at high sliding velocity.

• Journal of the Korean Society of Marine Environment & Safety
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• v.21 no.2
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• pp.140-146
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• 2015

This paper analyzed recurvature of typhoons by using 20 years meteorological data from 1992 to 2011. The results of this study are as follows. Yearly numbers of typhoon recurvature showed decreasing tendency gradually with decrease of numbers of typhoon occurrence. Typhoons recurvature were especially many between August and October and number of typhoon recurvature between July and October was occupied counts for 71 % of the whole typhoon recurvature. Life of typhoon recurvature in the North Pacific was most frequent at 5 days and 7 days. Mean life of typhoon recurvature was 6.8 days and this numerical value was longer than mean life of the whole typhoon including recuevatute and non-recurvature. Most of typhoons recurvature changed their direction north-eastwards in 20-34 degrees north latitude and 120-139 degrees east longitude. Mean latitude recurvature and longitude recurvature were 25 degrees north latitude and 135 degrees east longitude, respectively.

• Journal of the Korean Applied Science and Technology
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• v.35 no.1
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• pp.80-88
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• 2018

In this study, we prepared hybrid composites by using low temperature sol-gel process for transparent and hard coating film. The hybrid composites consist of $ZrO_2/TiO_2/organosilane$, of which organosilane was introduced 3-(trimethoxysilyl)propyl methacrylate due to the role of a photocurable ceramic material for low temperature process. The ceramic composites with various composition ratios were coated on a polycarbonate substrate using a sol-gel process of low temperature process, and characterized optical and mechanical properties of coated thin film. The transparencies of coated thin films were 97.5 % or more, and the pencil hardness were 9H or more. In the case of the ZTS-2-1, the nano-indentation hardness was measured at the highest value of 1.14 GPa.

• Korean Chemical Engineering Research
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• v.54 no.3
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• pp.387-393
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• 2016

Fluorinated polyurethane coating solutions were synthesized from perfluoroalkyl alcohol, toluene diisocyanate, and polycarbonate diol as starting materials. Next, coating films were prepared by spin-coating the fluorinated polyurethane coating solutions on the PC substrates, followed by thermal curing at $120^{\circ}C$. The obtained fluorinated polyurethane coating films were characterized by FT-IR spectroscopy, UV-Vis spectrometer, contact angle tester and pencil hardness tester. Contact angle measurements of water on the coating films showed that the addition of perfluoroalkyl alcohol improved the water repellency and increased the contact angle from $81^{\circ}C$ to $111^{\circ}C$. However, the pencil hardness of coating films exhibited a constant grade of H, irrespective of the addition of perfluoroalkyl alcohol.

• Korean Chemical Engineering Research
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• v.52 no.4
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• pp.451-458
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• 2014

Waterborne polyurethane dispersion (WPUD) was prepared from polycarbonate diol (PCD), isophorone diisocyanate (IPDI) and dimethylol propionic acid (DMPA) as starting materials. Then, waterborne acrylic polyurethane dispersion (AUD) was synthesized by reacting the WPUD with different types of acrylate monomers, such as methyl methacrylate (MMA), 2-hydroxyethyl methacrylate (HEMA) and butyl acrylate (BA). Subsequently, the AUD was mixed with multi-walled carbon nanotube (MWCNT) to yield a conductive coating solution, and the mixture was coated on the polycarbonate substrate. The pencil hardness, abrasion resistance and chemical resistance of the coating films from AUD were improved than those from WPUD, while the electrical conductivity of the coating films from AUD was decreased than that of WPUD. Also, the effect of acrylate types on the properties of coating films was investigated. The AUD obtained from HEMA showed the strongest pencil hardness, while the AUD obtained from MMA exhibited the strongest abrasion resistance, chemical resistance and electrical conductivity among several types of acrylate monomers.

• Korean Chemical Engineering Research
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• v.54 no.6
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• pp.767-774
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• 2016

Three different alumina sols were prepared by hydrolyzing aluminum isopropoxide as a starting material in methanol solvent, followed by peptizing with acetic acid, nitric acid or hydrochloric acid as a peptizing agent by the Sol-Gel Method. Also, coating solutions were obtained by adding a silane coupling agent, (3-glycidyloxypropyl) trimethoxysilane to the alumina sols, deposited on polycarbonate substrates by dip-coating and densified by thermal curing. The effect of types of peptizing agents was studied on the properties of coating films. As a result, coating films, prepared with hydrochloric acid or nitric acid as a peptizing agent, showed excellent properties of pencil hardness of H or 2H and adhesion of 5B. On the other hand, coating films, prepared with acetic acid as a peptizing agent, exhibited poor properties of pencil hardness of HB and adhesion of 3B.

• Korean Chemical Engineering Research
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• v.52 no.3
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• pp.388-394
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• 2014

Inorganic-organic hybrid coating solutions were synthesized using titania sol from titanium isopropoxide (TTIP) as an inorganic component and mixture of two or three types of silane coupling agents, such as methacryloxypropyl trimethoxysilane (MPTMS), aminopropyl triethoxysilane (APS), glycidoxypropyl trimethoxysilane (GPTMS) and vinyltriethoxysilane (VTES) as an organic component. The hard coating films were obtained by spin-coating on the polycarbonate sheets and curing the inorganic-organic hybrid coating solutions. The coating films made from the mixture of two types of silane coupling agents showed poor pencil hardness and adhesion, while those from the mixture of three types of silane coupling agents exhibited an improved pencil hardness of 2H~4H and adhesion of 5B. The refractive indexes of coating films were increased from 1.56 to 1.63 at 550 nm by increasing the content of titania sols from 20 to 30 g.