• 전기전자학회논문지
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• 제26권3호
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• pp.364-372
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• 2022

본 논문에서는 FMCW(frequency modulated continuous wave) 레이다 센서를 활용한 사람과 사물을 분류하는 시스템 설계 및 구현 결과를 제시한다. 해당 시스템은 다중 객체 탐지를 위한 레이다 센서 신호처리 과정과 객체를 사람 및 사물로 분류하는 딥러닝 과정을 수행한다. 딥러닝의 경우 높은 연산량과 많은 양의 메모리를 요구하기 때문에 경량화가 필수적이다. 따라서 CNN (convolution neural network) 연산을 이진화하여 동작하는 BNN (binary neural network) 구조를 적용하였으며, 실시간 동작을 위해 하드웨어 가속기를 설계하고 FPGA 보드 상에서 구현 및 검증하였다. 성능 평가 및 검증 결과 90.5%의 다중 객체 구분 정확도, CNN 대비 96.87% 감소된 메모리 구현이 가능하며, 총 수행 시간은 5ms로 실시간 동작이 가능함을 확인하였다.

• 한국항행학회논문지
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• 제26권6호
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• pp.528-535
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• 2022

항공기 제작 및 운송 기술 발달로 국내 항공산업은 비약적인 발전을 이루었으나, 항공안전 사고는 지속해서 발생하고 있다. 관리 감독기관에서는 위험기반 항공안전데이터를 기반으로 위해 요인과 위험도를 분류하고, 운송사업자별 안전 경향성 파악과 취약분야를 도출하여 사전점검을 수행함으로써 사건·사고를 사전 예방중에 있다. 그러나 자연어 형식으로 기술된 항공안전데이터의 휴먼 분류는 지식과 경험, 성향에 따라 서로 다른 분류 결과를 초래하고, 이벤트 내용의 의미 파악 및 분류를 위한 작업에 상당한 시간을 소요케 한다. 이에, 본 논문에서는 KoBERT 모델을 fine-tunning하고 5천 건 이상의 항공안전데이터를 기계학습 시켜 신규 데이터의 분류 값을 예측한 결과 79.2%의 정확성을 보였다. 그리고 유사 이벤트에 대해 동일한 결과 예측과 fail 된 데이터 중 일부는 휴먼 에러에 의한 오류임을 확인할 수 있었다.

• 한국환경과학회지
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• 제26권2호
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• pp.159-172
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• 2017

Asthma deaths in Seoul peaked on the third, fifth, and second days after the PM concentration exceeded the daily average concentration standard. We classified the synoptic meteorological conditions, based on the days involving such cases, into three categories. Type 1 included the meteorological condition likely to cause high air pollution concentrations in the leeward region, the dominant wind direction of which is the northwest. Type 2 included the meteorological condition likely to cause high air pollution concentrations due to the weak wind velocity under stable atmospheric conditions. Type 3 was when the passage low atmospheric pressure and the expansion of high atmospheric pressure occurred at the rear, indicating a meteorological condition likely to cause high air pollution, in certain regions. Type 1 occurred 11 times, with high concentrations of over $100{\mu}g/m^3$ being observed in the southeastern part of Seoul. Type 2 occurred 24 times, often accompanied by a PM concentration of $100{\sim}400{\mu}g/m^3$. Type 3 occurred 11 times, and was accompanied by several days of yellow dust that accounted for the highest concentrations.

• 한국환경과학회지
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• 제19권4호
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• pp.509-516
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• 2010

This study was investigated the characteristics of indoor air concentration of fiber particles in 30 public facilities and 245 schools by PCM (phase contrast microscopy). Also SEM/EDX (scanning electron microscope / energy dispersive using X-ray analysis) was used to obtain physicochemical information of asbestos fiber and to classify asbestos and non-asbestos of fiber particles. The airborne concentrations of fiber particles were $0.0009\pm0.0009$ counts/mL in public facilities and $0.0012\pm0.0006$ counts/mL in schools by PCM. All the samples were satisfied with the IAQ (indoor air quality) level of 0.01 counts/mL. In classification of 4 type shapes, over 80% of the fiber particles were identified as single fiber type. And this study analysed airborne fiber particles in 4 sites for identifying asbestos of by SEM/EDX. The asbestos fibers in most samples could not be found.

• Journal of Information Processing Systems
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• 제19권3호
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• pp.310-322
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• 2023

Although the network environment is gradually improving, the virtual nature of the network is still the same fact, which has brought a great influence on the supervision of Weibo network public opinion dissemination. In order to reduce this influence, the user information of Weibo network public opinion dissemination is studied by using Python technology. Specifically, the 2019 "Ethiopian air crash" event was taken as the research subject, the relevant data were collected by using Python technology, and the data from March 10, 2019 to June 20, 2019 were constructed by using the implicit Dirichlet distribution topic model and the naive Bayes classifier. The Weibo network public opinion user identity graph model under the "Ethiopian air crash" on June 20 found that the public opinion users of ordinary netizens accounted for the highest proportion and were easily influenced by media public opinion users. This influence is not limited to ordinary netizens. Public opinion users have an influence on other types of public opinion users. That is to say, in the network public opinion space of the "Ethiopian air crash," media public opinion users play an important role in the dissemination of network public opinion information. This research can lay a foundation for the classification and identification of user identity information types under different public opinion life cycles. Future research can start from the supervision of public opinion and the type of user identity to improve the scientific management and control of user information dissemination through Weibo network public opinion.

• 한국식품과학회지
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• 제26권5호
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• pp.596-602
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• 1994

국내에서 재배량 및 생산량이 가장 많은 장마로부터 마의 점질물을 농축시키기 위한 건조조건, 초미세분쇄 조건 및 공기분급조건을 조사하였다. 마의 건조는 동결 건조방법이 마 고유의 색 및 점실물을 보존시킬 수 있는 가장 좋은 방법이었으며, 열풍건조시 $40^{\circ}C,\;70^{\circ}C,\;80^{\circ}C$등의 건조온도에서는 갈변과 점성이 소실되는 현상이 심하여 $50^{\circ}C$ 정도의 건조온도가 적당한 것으로 나타났다. 동결건조하여 초미세분쇄된 마의 공기분급시 ACWS가 높은 분획으로 갈수록 식이섬유, 단백질 및 지방 함량이 급격히 증가하였다. 특히 ACWS 15,000rpm을 기준으로 비교하면 분급하지 않은 마 분말보다 식이섬유와 단백질 함량이 $2.5{\sim}9.0$배 정도 농축되는 결과를 보여주었다. 탄수화물의 함량은 ACWS가 증가할수록 88.31%에서 16.84%로 감소하여 분급하는 ACWS에 따라 성분들의 분리가 일어나고 있음을 확인할 수 있었다. ACWS 15,000rpm 이상의 분획들의 WSI와 WAI는 그 이하의 분획들보다 $1.5{\sim}3.0$배 이상 높았으며, 입자의 모양과 크기도 구형이 아닌 $15{\mu}m$ 이하의 부정형의 작은 입자들로 구성되어 있었다. 전단 속도 1000l/s로 에서의 겉보기점도의 경우 ACWS 15,000rpm 이상의 분획은 0.0800 Pa s이었고, 그 이하의 분획은 0.0080 Pa s로 나타나 10배 정도 점질물이 농축되었다. 이와같은 결과를 종합해보면 마로부터 점질물을 분리, 농축하기 위해서는 마를 동결건조하고 $5{\sim}30{\mu}m$크기의 입자로 초미세분쇄한 뒤 ACWS 15,000 rpm 이상으로 공기분급을 실시하면 가능한 것으로 판단되었다.심부근 보다 5${\sim}10^{\circ}C$ 높았으므로 적절한 주파수의 선정이 중요하였다. 5. 고추장과 된장의 수분함량이 습량 기준으로 30% 이하일 때는 전류가 흐르지 않아 Ohmic heating의 적용이 불가능 하였으나, 30% 이상에서는 수분함량의 증가에 따라 가열속도는 급속히 증가하였다.하였다. 6. 수분(水分) potential 엽수분함량(葉水分含量)이 동일(同一)한 조건(條件)에서 콩보다 인삼(人蔘)이 낮았으며, 수분(水分) potential과 광합성(光合成) 및 기공식도도(氣孔傳導度)와는 고도(高度)의 정(正)의 상관(相關)이있었다. 7. 이상(以上)의 결과(結果)를 종합(綜合)해 볼 때, 인삼(人蔘)의 광합성(光合成)이 타식물(他植物)보다 낮은 것은 기공식도도(氣孔傳導度)와 수분(水分) potential이 낮은 것과도 밀접(密接)한 관계(關係)가 있을 것으로 생각된다.g\;/\;\ell$ 처리(處理)의 대부분(大部分)이 주당(株當) 본수(本數)가 거의 1개체(個體) 정도(程度)이도 발육상태(發育狀態)도 불량(不良)하였으나 NAA $4mg\;/\;\ell\;Kinetin\;2mg\;/\;\ell$ 그리고 활성탄(活性炭) $1g\;/\;\ell$ 첨가처리(添加處理)에서 만이 주당(株當) 본수(本數)가 2.3개이고 개체당(個體當) 발근수(發根數)가 월등(越等)히 많았다. 5. 실험결과(實驗結果) 마 경절편(莖節片) 배양(培養)의 Shoot유가(誘起)에 가장 효과적(效果的)인 배지(培地)는 1/8MS+1AA $2mg\;/\;\ell+Kinetin\;2mg\;/\;\ell$+활성탄(活性炭) $1g\;/\;\ell$ 이였으며, White+NAA $4mg\;/\;\ell+Kinetin\;2mg\;/\;\ell$+활성탄(活性炭)

• 한국환경과학회지
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• 제24권5호
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• pp.657-670
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• 2015

Visibility and Automatic Weather System(AWS) data near Nakdong river were analyzed to characterize fog formation during 2012-2013. The temperature was lower than its nearby city - Daegu, whereas the humidity was higher than the city. 157 fog events were observed in total during the 2 year period. About 65% of the events occurred in fall (September, October, and November) followed by winter, summer, and spring. 94 early morning fog events of longer than 30 minutes occurred when south westerly wind speed was lower than 2 m/s. During these events, the water temperature was highest followed by soil surface and air temperatures due to the advection of cold and humid air from nearby hill. The observed fog events were categorized using a fog-type classification algorithm, which used surface cooling, wind speed threshold, rate of change of air temperature and dew point temperature. As a result, frontal fog observed 6 times, radiation 4, advection 13, and evaporation 66. The evaporation fog in the study area lasted longer than other reports. It is due to the interactions of cold air drainage flow and warm surface in addition to the evaporation from the water surface. In particular, more than 60% of the evaporation fog events were accompanied with cold air flows over the wet and warm surface. Therefore, it is needed for the identification of the inland fog mechanism to evaluate the impacts of nearby topography and land cover as well as water body.

• 한국대기환경학회지
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• 제29권5호
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• pp.553-573
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• 2013

This paper aims to give a summary and review of the research trend about subjects of Asian Dust (AD) storm in the last three decades. The AD research was focused on classification of synoptic scale data and finding inflow pathway in early stage. Recently, new approaches have been made to explain chemical composition, transportation, transboundary movement reaction of AD, using satellite data, 3D modeling, the aerosol time of flight mass spectroscopy, etc. During AD events, a large amount of dust particles flow into Korea and Japan from AD source areas, and they are highly likely to be mixed with toxic substances when air mass contained AD particles pass over seriously polluted areas. We concluded that, considering that AD events were classified into two cases according to the source area and pathway, the concentrations of crustal components did not increase at the initial stage of AD events, Whereas ammonium-sulfate, trace metal element, OC, EC relatively increased in the early stage. This explains AD events have the possibility of being accompanied with polluted air mass or particles. Also, we further need to compare and summarize the results of AD studies which already have been conducted, and prepare strategies for particle management, particularly for Black Carbon (BC) and Brown Carbon (BrC) which are considered to induce climate change effects.

• 한국대기환경학회지
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• 제29권6호
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• pp.838-848
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• 2013

The Community Multiscale Air Quality (CMAQ) model is capable of providing high quality atmospheric chemistry profiles through the utilization of high-resolution meteorology and emissions data. However, it cannot simulate air quality accurately if input data are not appropriate and reliable. One of the most important inputs required by CMAQ is the air pollutants emissions, which determines air pollutants concentrations during the simulation. For the CMAQ simulation of Korean peninsula, we, in general, use the Korean National Emission Inventory data which are estimated by Clean Air Policy Support System (CAPSS). However, since they are not provided by model-ready emission data, we should convert CAPSS emissions into model-ready data. The SMOKE is the emission model we used in this study to generate CMAQ-ready emissions. Because processing the emissions data is very monotonous and tedious work, we have developed CAPSS2SMOKE program to convert CAPSS emissions into SMOKE-ready data with ease and effective. CAPSS2SMOKE program consists of many codes and routines such as source classification code, $PM_{10}$ to $PM_{2.5}$ ratio code, map projection conversion routine, spatial allocation routine, and so on. To verify the CAPSS2SMOKE program, we have run SMOKE using the CAPSS 2009 emissions and found that the SMOKE results inherits CAPSS emissions quite well.

• International Journal of Naval Architecture and Ocean Engineering
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• 제8권5호
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• pp.487-495
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• 2016

In the offshore project such as semi-submersible FPU and FPSO, the free fall type life boat called TEMPSC (Totally Enclosed Motor Propelled Survival Craft) has been installed for the use of an emergency evacuation of POB (People on Board) from the topside platform. For the design of life boat arrangement for semi-submersible FPU in the initial design stage, the drop height and launch angle are required fulfill with the limitation of classification society rule and Company requirement, including type of approval as applicable when intact and damage condition of the platform. In this paper, we have been performed the numerical studies to find proper arrangement for the life boats consider drop height in various environmental conditions such as wave, wind and current. In the calculations, the contributions from static and low frequency (LF) motions are considered from the hydrodynamic and mooring analysis as well as damage angle from the intact and damage stability analysis. Also, Air-gap calculation at the life boat positions has been carried out to check the effect on the life boat arrangement. The air-gap assessment is based on the extreme air-gap method includes the effect of 1st order wave frequency (WF) motions, 2nd order low frequency roll/pitch motion, static trim/heel and set down.