• Title/Summary/Keyword: 재난/재해

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A Study on the GK2A/AMI Image Based Cold Water Detection Using Convolutional Neural Network (합성곱신경망을 활용한 천리안위성 2A호 영상 기반의 동해안 냉수대 감지 연구)

  • Park, Sung-Hwan;Kim, Dae-Sun;Kwon, Jae-Il
    • Korean Journal of Remote Sensing
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    • v.38 no.6_2
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    • pp.1653-1661
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    • 2022
  • In this study, the classification of cold water and normal water based on Geo-Kompsat 2A images was performed. Daily mean surface temperature products provided by the National Meteorological Satellite Center (NMSC) were used, and convolution neural network (CNN) deep learning technique was applied as a classification algorithm. From 2019 to 2022, the cold water occurrence data provided by the National Institute of Fisheries Science (NIFS) were used as the cold water class. As a result of learning, the probability of detection was 82.5% and the false alarm ratio was 54.4%. Through misclassification analysis, it was confirmed that cloud area should be considered and accurate learning data should be considered in the future.

Development of an outline project cost calculation module for disaster prevention facilities in the living area due to winds and floods (풍수해 생활권 방재시설에 대한 개략 사업비 산정 모듈 개발)

  • Kim, Sol;Lee, Dong Seop;Lee, Jong Jin
    • Journal of Korea Water Resources Association
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    • v.56 no.1
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    • pp.45-52
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    • 2023
  • Due to natural disasters such as heavy rain that occurred in the metropolitan area in August 2022, human casualties and property damage are increasing. Accordingly, the government is making efforts to respond to natural disasters, but due to the absence of related standards and standardized standards, problems such as increased construction costs and deterioration in construction quality for disaster prevention facility maintenance projects are occurring. Accordingly, a rough construction cost estimation module was developed and applied to 25 new pumping stations in Korea. As a result of the analysis, the accuracy of the rough construction cost derived through the module recorded 70% of the detailed design cost, which is 4% higher than the previously used rough construction cost accuracy of 66% by the Ministry of Environment. Accordingly, it is expected that the efficiency of the disaster prevention project can be increased if the developed module is used to calculate the rough construction cost for storm and flood disaster prevention in the future.

Sensitivity Analysis in the Prediction of Coastal Erosion due to Storm Events: case study-Ilsan beach (태풍 기인 연안침식 예측의 불확실성 분석: 사례연구-일산해변)

  • Son, Donghwi;Yoo, Jeseon;Shin, Hyunhwa
    • Journal of Coastal Disaster Prevention
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    • v.6 no.3
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    • pp.111-120
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    • 2019
  • In coastal morphological modelling, there are a number of input factors: wave height, water depth, sand particle size, bed friction coefficients, coastal structures and so forth. Measurements or estimates of these input data may include uncertainties due to errors by the measurement or hind-casting methods. Therefore, it is necessary to consider the uncertainty of each input data and the range of the uncertainty during the evaluation of numerical results. In this study, three uncertainty factors are considered with regard to the prediction of coastal erosion in Ilsan beach located in Ilsan-dong, Ulsan metropolitan city. Those are wave diffraction effect of XBeach model, wave input scenario and the specification of the coastal structure. For this purpose, the values of mean wave direction, significant wave height and the height of the submerged breakwater were adjusted respectively and the followed numerical results of morphological changes are analyzed. There were erosion dominant patterns as the wave direction is perpendicular to Ilsan beach, the higher significant wave height, and the lower height of the submerged breakwater. Furthermore, the rate of uncertainty impacts among mean wave direction, significant wave height and the height of the submerged breakwater are compared. In the study area, the uncertainty influence by the wave input scenario was the largest, followed by the height of the submerged breakwater and the mean wave direction.

Recovery Cost Evaluation and Practical Application for Index Assessment of Private Facilities Damaged by Natural Disaster (자연재난 복구비용 산정을 위한 기법 및 실용화 연구)

  • Jung, Woo-Young;Kim, Sung-Jun;Choi, Hyun-Kyu
    • Journal of the Korean Society of Hazard Mitigation
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    • v.9 no.3
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    • pp.67-73
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    • 2009
  • Financial supports of private facilities which were damaged by natural disaster are currently performed partially by a government and the guideline of corresponding recovery costs be the natural disaster prevention law in South Korea. However, current financial recovery guidelines for the damaged private facilities has not been estimated objectively so far. This research presents advanced recovery cost search and assesment methods for the damaged private facilities under natural disaster. To produce more accurate data, an investigation for practical field markets which are appointed in Kangwon area is conducted and the proposed recovery values per each item are compared to exact field market values. Finally. more realistic and accurate recovery cost guideline including evaluation and more effective market surveying method are suggested here. A theoretical and practical program for systematic recovery cost calculation is proposed and expected to be used at public institution before long.

An Approach to Urban Planning System for Disaster Prevention through Location/Allocation of EMS(Emergency Medical Service) - Focused on Optimum Location of Safety Centers in Jinju - (응급의료서비스 입지/배분을 통한 도시방재시스템의 도시계획적 접근 - 진주시 안전센터의 최적입지를 중심으로 -)

  • Choi, Jin Do;Kim, Yeong;Kim, Sung Duk
    • 한국방재학회:학술대회논문집
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    • 2011.02a
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    • pp.112-112
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    • 2011
  • 오늘날 우리 사회의 생활과 문화의 질이 향상됨에 따라 공공 및 개인의 안전과 건강에 대한 관심이 증대되고 있다. 특히, 재난과 비상사태는 생명에 대한 희생뿐만 아니라 훨씬 더 심각한 경제적인 결과를 초래한다. 이러한 응급사태에 개비하여 적절히 준비되지 않았거나 재난의 예방 및 완화시킬 방법을 가지고 있지 못한다면 도시의 발전적인 프로젝트는 예고 없이 도시를 강타하는 재난 및 비상사태에 의해 무산되고 만다. 이러한 여건 하에 재난과 응급사고를 효율적으로 대처하는 응급처치와 서비스에 대한 급격한 관심과 함께 일정한 결정적 대응시간 내에 각종사고와 재해로부터 방어할 수 있는 공공서비스에 대한 필요성이 크게 증가되었다. 본 연구에서는 신고, 응급구조, 환자이송 등 도시의 병원 전 단계 의료환경에 대해서 조사하였다. 본 연구의 목적은 반응시간과 출동거리를 분석함으로써, 응급사고에 즉시 응급구조서비스를 제공하기 위해 안전센터(119센터)의 최적 입지를 확인하는 것이다. 이를 위해서 사고발생, 반응시간, 출동거리 등을 응급의료 활동과 관련된 연구논문, 대상지 전역의 소방기록물과 출동일지 등의 통계자료를 활용하여 신속한 응급의료 서비스를 위한 패턴을 분석 하였다. 또한 응급구조대의 조직과 활동의 분석을 통해 응급의료시설의 최적 입지설정을 위한 제도적 개선대안을 마련해 보았다. 대상지 연구를 위해, 구조활동 및 소방서비스의 최근 통계자료의 조사를 통해 진주시의 모든 119센터의 입지와 응급의료서비스 및 사고발생 현황을 나타내었다. 자료 분석을 위해서 SPSS14.0을 사용하였으며, 지역의 특성 분포, 안전센터별 대응시간, 이송시간 등을 소방 GPS시스템과 입지할당모형 중 Center Point Model(CPM)을 적용하였다. 결과적으로 본 연구를 통해 대상지역의 119안전센터의 서비스 질이 나쁜 지역을 지리학적인 관점에서 최적 입지/배분 패턴의 설정을 통해 확인할 수 있었으며, 이를 통해 미래 응급의료서비스의 효율적인 입지/배분을 통해 공공 및 개인의 안전과 건강에 기여할 수 있을 것으로 기대된다.

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Analysis of Pedestrian Evacuation Behaviors by the Evacuation Information Scenarios Using Social Force Model: Focusing on Sejong City (Social Force Model을 활용한 보행자 대피행태 및 정보제공 시나리오분석: 세종시를 중심으로)

  • Choi, Seung hyun;Jung, Ho yong;Do, Myung sik
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.1
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    • pp.31-41
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    • 2018
  • This study aims to analyze region-based pedestrian evacuation behaviors and information offering effect using Social Force Model, which is micro simulation. All pedestrians were assumed to move to shelters through pedestrian roads according to guidance information at emergency situations, and the pedestrians were classified into adults and the handicapped. According to the results of the road network analysis and simulation analysis, the shelters to which pedestrians can move within the shortest time from each zone were selected as optimum shelters. From this study, the analysis showed that the information provision effects are informative even though total evacuation time increases due to the increase of pedestrian conflict. This study can be used as baseline data for urban area's pedestrian disaster prevention plans.

Integrated Command System for Firefight Satety in Special Disaster Area (특수재난현장 진압대원의 안전을 위한 통합 지휘시스템에 관한 연구)

  • Roh, Tae-Ho
    • Fire Science and Engineering
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    • v.29 no.6
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    • pp.98-108
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    • 2015
  • An integrated command system is critical for the safety of firefighters and effective work in the headquarters of a special disaster areas such as natural disaster or large man-made hazard. The integrated command system requires environmental information such as temperature, humidity, and $CO_2$ levels, as well as personal physical information such as pulse and air respirator levels. An Analog to Digital Converter (ADC) chip converts sensed information into digital signals, and a Micro Controller Unit (MCU) transmits the digital signals to a transmission board using serial communication through a Serial Peripheral Interface (SPI). The digital signals are saved in a transmission board and transmitted to the integrated command system by a Radio Frequency (RF) unit. The location of fire-fighters in a building are determined using a gyro sensor and an inertial sensor. The collected information is applied to the integrated command system for firefighter safety and to ensure that they can effectively carry out their duties. Tthis study theoretically and experimentally investigated the technologies of RF transmission, indoor position, and an integrated command system that supports decision making using the transmitted information.

Development of Safety Equipment Database for Effective Management in Wooden Cultural Heritage (효율적 목조 문화재 방재관리를 위한 방재설비 데이터베이스구축)

  • Kim, Donghyun;Lee, Ji-hee;Yi, Myungsun
    • Fire Science and Engineering
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    • v.30 no.5
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    • pp.46-53
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    • 2016
  • Wooden cultural heritage is vulnerable to fire, flooding and other hazards. Therefore, an effective disaster prevention and mitigation strategy for them should include preventive measures in a full range of management. These were used to construct a disaster safety system for 508 wooden cultural heritage items by the Cultural Heritage Administration. According to the type of ownership and administration, national and public heritage is controlled by personal management or commissional management. Among them, it is arranged with the safety security institute for important cultural properties. In addition, they have problems of field management with no computerization about the management information for a disaster facility system. Therefore, this study aimed to develop a DB platform that can share information with many users who need to manage cultural heritage. Through a field survey, it is feasible to develop a disaster facility system to provide the information, such as the main data, quantity and location.

Estimation of Snow Damages using Multiple Regression Model - The Case of Gangwon Province - (대설피해액 추정을 위한 다중회귀 모형의 적용성 평가 - 강원도 지역을 중심으로 -)

  • Kwon, Soon Ho;Chung, Gunhui
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.37 no.1
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    • pp.61-72
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    • 2017
  • Due to the climate change, damages of human life and property caused by natural disaster have recently been increasing consistently. In South Korea, total damage by natural disasters over 20 years from 1994 to 2013 is about 1.0 million dollars. The 13% of total damage caused by heavy snow. This is smaller amount than the damage by heavy rainfall or typhoon, but still could cause severe damage in the society. In this study, the snow damage in Gangwon region was estimated using climate variables (daily maximum snow depth, relative humidity, minimum temperature) and scoio-economic variables (Farm population density, GRDP). Multiple regression analysis with enter method was applied to estimate snow damage. As the results, adjusted R-square is above 0.7 in some sub-regions and shows the good applicability although the extreme values are not predicted well. The developed model might be applied for the prompt disaster response.

A Study on IoT based Forensic Policy for Early Warning System of Plant & Animal as A Subsystem of National Disaster Response and Management (국가재난형 동·식물 조기경보시스템을 위한 IOT기반의 포렌식 정책 연구)

  • Chung, Ho-jin;Park, Dea-woo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2014.05a
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    • pp.295-298
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    • 2014
  • In recently, a climatic change(such as subtropical climate and frequent unusual high temperature) and the open-trade policies of agricultural & livestock products are increasing the outbreak risk of highly pathogenic avian influenza(HPAI) and foot and mouth disease(FMD), and accordingly the socio-economic damage and impacts are also increasing due to the cases such as damage from the last 5 times of FMD outbreak(3,800 billion won), from 10 years public control cost of Pine Wilt Disease (PWD)(238.3 billion won), and from the increased invasive pests of exotic plant like isoptera. Therefore, the establishment of new operation strategy of IoT(Internet of Things) based satellite early warning system(SEWS) for plants and animals as a subsystem of national disaster response and management system is being required, where the forensic technology & measures should be applied as a government policy to estimate the post compensation and to carry out the legal responsibility.

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