• 대한토목학회논문집
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• 제42권2호
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• pp.263-272
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• 2022

폭염과 도시열섬현상은 기후변화가 진행됨에 따라 피해가 더욱 커지고 있으며, 2050년까지 폭염 발생빈도는 2~6배가 증가될 것으로 예측된다. 특히, 폭염기간동안 건설공사현장에서의 근로자가 느끼는 더위체감지수는 매우 높으며, 도시열섬현상까지 고려하게 되면 체감지수는 더욱 높아진다. 열에 취약한 건설현장 환경과 건설근로자의 상황은 나아지지 않고 있으며, 피해를 줄이기 위해서는 효과적인 대응이 필요한 시점이다. 본 연구에서는 인공위성영상 이미지와 Land Surface Temperature (LST)와 Long Short Term Memory (LSTM) 딥러닝 모델 기법을 적용하여 33℃ 이상 온도가 되는 지역을 분석하고, 폭염에 취약한 건설공사현장을 식별하여 폭염 및 도시열섬현상의 복합적인 피해를 가중시킬 수 있는 가장 취약한 지역을 예측하여 도출하였다. 예측 결과를 통해 건설근로자의 안전을 보장하고, 건설현장 경보시스템의 기반이 될 수 있기를 기대한다.

• 통합자연과학논문집
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• 제17권2호
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• pp.33-41
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• 2024

Abnormal climate is a phenomenon in which meteorological factors such as temperature and precipitation are significantly higher or lower than normal, and is defined by the World Meteorological Organization as a 30-year period. However, over the past 30 years, abnormal climate phenomena have occurred more frequently around the world than in the past. In Korea, abnormal climate phenomena such as abnormally high temperatures on the Korean Peninsula, drought, heatwave and heavy rain in summer are occurring in March 2023. Among them, heatwaves are expected to increase in frequency compared to other abnormal climates. This suggests that heatwave should be recognised as a disaster rather than just another extreme weather event. According to several previous studies, greenhouse gases and meteorological factors are expected to affect heatwaves, so this paper uses logistic regression and discriminant analysis on meteorological element data and greenhouse gas data in Gwangju from 2008 to 2022. We analyzed the impact of heatwaves. As a result of the analysis, greenhouse gases were selected as effective variables for heatwaves compared to the past, and among them, chlorofluorocarbons were judged to have a stronger effect on heatwaves than other greenhouse gases. Since greenhouse gases have a significant impact on heatwaves, in order to overcome heatwaves and abnormal climates, greenhouse gases must be minimized to overcome heatwaves and abnormal climates.

• 대한원격탐사학회지
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• 제36권5_3호
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• pp.1077-1093
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• 2020

해수면 온도는 전 세계 해양, 기상 현상에 영향을 주고 해양 환경 변화와 생물에게 영향을 주는 중요한 요소이다. 특히, 우리나라 남해안을 비롯한 연안 지역의 경우 어업 및 양식업 등의 수산업이 많이 발달하여, 매년 고수온 현상으로 인한 사회·경제적 피해가 발생하고 있다. 따라서 위성 자료와 같은 광범위한 지역을 감시할 수 있는 자료를 활용한 해수면 온도 및 공간적 분포의 예측기술 개발을 통하여 피해를 예방할 수 있는 시스템을 구축할 필요가 있다. 해수면 온도 예측은 기존의 수치 모델을 통해서 예측을 진행하였지만, 다수의 역학적 요인들을 사용하여 예측 결과 산출 시 복잡함이 존재한다. 최근 기계학습 및 딥러닝 기법이 발달함에 따라 해양 분야의 예측에 적용하는 연구가 진행되고 있다. 본 연구는 그 중 시·공간적인 일관성 및 정확도가 높은 장단기 기억(Long Short Term Memory, LSTM)과 합성곱 장단기 기억(Convolutional Long Short Term Memory, ConvLSTM) 딥러닝 기법을 사용하여 남해지역의 해수면온도 예측 및 2017년부터 2019년까지의 고수온 발생 건에 대해서 예측 결과의 공간 분포와 공간 분포와 예측 가능성에 대해 분석을 하였다. 1일 예측 모델의 정확도는 RMSE 기준으로 ConvLSTM(전체: 0.33℃, 봄: 0.34℃, 여름: 0.27℃, 가을: 0.32℃, 겨울: 0.36℃)이 LSTM 기반의 예측 모델(전체: 0.40℃, 봄: 0.40℃, 여름: 0.48℃, 가을: 0.39℃, 겨울: 0.34℃)보다 우수한 성능을 보였다. 2017년 고수온 발생 사례에 대해 해수면 온도 예측과 고수온 탐지 성능에서 ConvLSTM은 5일까지 경보를 탐지하였지만, LSTM의 경우 2일 예측 이후 해수면 온도를 과소 추정하는 경향이 커짐에 따라 탐지하지 못하였다. 시공간적인 해수면 온도 예측 시 ConvLSTM이 LSTM에 비해 적절한 모델로 판단된다.

• 한국환경과학회지
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• 제29권6호
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• pp.683-689
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• 2020

According to a NASA Goddard Institute for Space Studies report, temperatures have risen by approximately 1℃ so far, based on temperatures recorded in 1880. The 2003 heatwave in Europe affected approximately 35,000 people across Europe. In this study, a cooling fog, which is used in smart cities, was designed to efficiently reduce the temperature during a heatwave and its pilot test results were interpreted. A model experiment of the cooling fog was conducted using a chamber, in which nano mist spray instruments and spray nozzles were installed. The designed cooling fog chamber model showed a temperature reduction of up to 13.8℃ for artificial pavement and up to 8.0℃ for green surfaces. However, this model was limited by constant wind speed in the experiment. Moreover, if the cooling fog is used when the wind speed is more than 3m/s in the active green zone, the temperature reduction felt by humans is expected to be even greater. As a second study, the effect of cooling fog on temperature reduction was analyzed by installing a pilot test inside the Land Housing Institute (LHI). The data gathered in this research can be useful for the study of heat reduction techniques in urban areas.

• 환경정책연구
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• 제14권3호
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• pp.21-40
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• 2015

폭염은 과거 하절기에도 있어 왔던 현상이나, 최근 기후변화로 인하여 발생빈도 및 강도가 심화되고 폭염 발생시기의 불확실성이 가중됨에 따라 그 피해는 더욱 커지고 있다. 이에 폭염 대응은 폭염 발생 후 대응뿐만 아니라 사전에 그 피해를 예방할 수 있도록 중장기적 차원의 접근이 요구된다고 할 수 있다. 이에 국내 폭염 대응은 현재의 폭염에 대응하는 단기적인 대책에 미래 기후변화를 고려한 사전 예방적 차원의 관련 분야를 망라하는 포괄적 대책, 그리고 이를 중장기적으로 관리함으로써 수정 보완해가는 대책으로 수립되어야 한다. 국내 폭염으로 인한 피해 및 이에 대한 현재의 국내 폭염 대책을 고찰하고 대책통합과 적응관리의 프레임워크를 적용하여 기후변화를 고려한 폭염 대응의 중장기적 적응대책 수립 관리 방안을 제시하였다.

• 한국방재학회:학술대회논문집
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• 한국방재학회 2008년도 정기총회 및 학술발표대회
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• pp.343-347
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• 2008

In Korea it continues to grow elderly population, especially the elderly who lived alone and above-average temperatures is increased by global worming lately. So that, to take immediate action and to solve social isolation for elderly people living alone, we prospect it plays an important role ubiquitous information technology(IT) such as Geosensor based on GIS, RFID and wireless sensor networks, etc. In this paper, we searched domestic and foreign response status of heat wave for the elderly and proposed u-Care service for the elderly to stay indoors during heatwave warning. In future, we will design u-Care system and carry out various researches on accuracy, revitalization, the law, etc.

• 한국정보처리학회:학술대회논문집
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• 한국정보처리학회 2020년도 추계학술발표대회
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• pp.781-783
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• 2020

여름철만 되면 폭염 취약계층의 피해 소식이 꾸준히 발생하고 있다. 본 연구는 폭염 취약계층을 예측하기 위한 방법으로 통신사와 공공데이터에서 유동인구데이터, 전기사용량, 온도데이터, 건물 면적, 병원 접근성 등을 활용하여 분석하였다. 디지털 트윈 기법을 활용해 분석결과 높은 온도대비 면적당 전기사용량이 적으며 동시에 유동인구가 많고 병원 접근성이 떨어질수록 폭염 취약계층일 확률이 높을 것으로 예측하였다.

• 보건교육건강증진학회지
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• 제31권4호
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• pp.51-62
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• 2014

Objectives: The objective of study was to calculate the municipal level environmental burden of disease (EBD) due to heat wave. Methods: The data used were Korea National Health Insurance 2011 claim data and 2011 death registry. Heatwave related diseases included hypertensive heart diseases, ischemic heart diseases, cerebrovascular disease, and heat related illness. According to the method that WHO proposed, the study computed population-attributable fraction with relative risk which come from previous study and proportion of exposure which the study calculated with historical meteorology data. Results: The Average of 251 municipal EBD was 2.11 per thousand persons. The value of years lost due to disability was 11 times higher than that of years of life lost. On average EBD of county and southern geographical areas tended to be higher than those of District or city areas. The relationship between municipal deprivation index (composite deprivation index) and EBD showed the positive association, which means that the worse deprived municipal is, the higher EBD takes. Conclusions: Climate change is getting one of the major risk factors of cardio-cerebrovascular disease, which is the second leading cause of death. The study results suggested the urgent policy planning and reaction of climate change adaptation.

• 대한설비공학회:학술대회논문집
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• 대한설비공학회 2008년도 하계학술발표대회 논문집
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• pp.1099-1104
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• 2008

Recent year, mean energy consumptions of a people are higher than other country. And international oil price became over 120 dollar. This energy environment as well as energy war. Maybe, the Meteorological Administration is going to enforce scorching heatwave special report system from that come summer. Besides, 2008 summer, maximum demand power is expected by 64,240,000kW. The electric power equipment reserve rate appeared in to keep 12.5% level. Chilled water storage system witch is one of electric load administration system. Heat pump system used cooling tower heat recovery is advantage that use is possible to summer in small a public bath building. In this paper, we suggest that heat pump system by heat recovery using cooling tower when it is heating operation of ambient air temperature. To apply cooling tower heat recovery heat pump to chilled water heat storage type and achieved performance evaluation about operation. As a result, performance of heat pump system that about 121% in cooling mode, 138% in heating mode higher than KEPCO standard. And heating operation possible to ambient air temperature about $23^{\circ}C$, which of appear cooling tower outlet temperature about $13^{\circ}C$.

• 전자통신동향분석
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• 제36권4호
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• pp.92-102
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• 2021

Outdoor sports activities have been restricted by serious air pollution, such as fine dust and yellow dust, and abnormal meteorological change, such as heatwave and heavy snow. These environmental problems have rapidly increased the demand for indoor sports activities. Virtual sports, such as virtual golf, virtual baseball, virtual soccer, etc., allow playing various sports games without going outdoors. Indoor sports industries and markets have seen rapid growth since the advent of virtual sports. Most virtual sports platforms use screen-based virtual reality techniques, which are why they are called screen sports. However, these platforms cannot support various sports games, especially virtual match games, such as squash, boxing, and so on, because existing screen-based virtual reality sports techniques use real balls and players. This article presents screen-based haptic-augmented reality technologies for a new virtual sports platform. The new platform does not use real balls and players to solve the limitations of previous platforms. Here, various technologies, including human motion tracking, human action recognition, haptic feedback, screen-based augmented-reality systems, and augmented-reality sports content, are unified for the new virtual sports platform. From these haptic-augmented reality technologies, the proposed platform supports sports games, including indoor virtual matches, that existing virtual sports platforms cannot support.