• 제목/요약/키워드: Forest-fire

검색결과 849건 처리시간 0.029초

Application and evaluation of machine-learning model for fire accelerant classification from GC-MS data of fire residue

  • Park, Chihyun;Park, Wooyong;Jeon, Sookyung;Lee, Sumin;Lee, Joon-Bae
    • 분석과학
    • /
    • 제34권5호
    • /
    • pp.231-239
    • /
    • 2021
  • Detection of fire accelerants from fire residues is critical to determine whether the case was arson or accidental fire. However, to develop a standardized model for determining the presence or absence of fire accelerants was not easy because of high temperature which cause disappearance or combustion of components of fire accelerants. In this study, logistic regression, random forest, and support vector machine models were trained and evaluated from a total of 728 GC-MS analysis data obtained from actual fire residues. Mean classification accuracies of the three models were 63 %, 81 %, and 84 %, respectively, and in particular, mean AU-PR values of the three models were evaluated as 0.68, 0.86, and 0.86, respectively, showing fine performances of random forest and support vector machine models.

지표화 연료의 열량분석에 관한 실험방법 연구 (A Study of Calory Analysis Methods about Surface Fire Fuel)

  • 김장환;김응식;박형주;이명보;김동현
    • 한국화재소방학회논문지
    • /
    • 제22권3호
    • /
    • pp.258-264
    • /
    • 2008
  • 본 논문에서는 산불의 한 형태인 지표화의 체계적인 연구를 위해 열량분석과 연소특성에 관한 실험방법과 측정 시스템을 제안하여 향후 산불 관련 연구에 있어서 이를 활용하고자 한다. 또한 제안된 방법과 시스템의 효용성을 나타내고자 부분적인 결과를 논문에 제시 하였다. 이를 위하여 지표화의 대표적인 연소 물질인 침엽수종과 활엽수종 낙엽을 선정하여 밀도 및 시료의 용기 크기를 변화시켜 가며 실험하였다. 열량분석은 통상 사용되는 분석기기 중 열중량 분석기(TGA : Thermogravimetric Analyzer), 연소열 측정장치(Oxygen Bomb Calorimeter)를 이용하여 분석하였으며, 연소특성은 기존의 이론적 모델로 가장 잘 알려져 있는 Pool fire모델에 따른 모의 연소실험을 통하여 지표화 상부의 열 유체속도, 연소온도, 화염 높이에 따른 열방출 속도, 연소 질량감소 속도 둥을 측정하여 분석하였다. 언급된 변수들은 지표화의 위험성 및 산불확산 예측에 기초 자료로 사용할 수 있다.

소방공무원의 외상사건 경험 및 산림산책이 소진에 미치는 영향 (The Effects of Firefighters' Experience of Trauma and Forest Walks on Burnout)

  • 신선희;공하성
    • 대한안전경영과학회지
    • /
    • 제22권2호
    • /
    • pp.57-71
    • /
    • 2020
  • The purpose of this study is to explore the effects of fire officers' experience of traumatic events and subsequent forest healing on their occupational burnout. The results are as follows: First, the experience of traumatic events, social and psychological healing, and relieving stress by strolling had a significant effect on burnout. The more fire officers are exposed to traumatic events, the more they lose self-control in social and psychological aspects, and the lower the level of stress relieved through strolling, the higher the level of burnout. Thi sresult suggests that the more fire office rsare called out for fire fighting, the more they see their colleagues with severein juries, and the higher the level of mental and physical an xiety, the more they areex hausted. Moreover, for es thealing help store duce the irmental and physi calfatig uecaused by traumatic events, thu spreven ting them from suffering from burn out. Second, the experience of traumatic events, social and psychological healing, and relieving stress by strolling had a significant impact on occupational stress. The more fire officers are exposed to traumatic events, the more they lose self-control in social and psychological aspects, and the lower the level of stress relieved through strolling, the higher the level of occupational stress. This result indicates that to relieve job stress caused by fire fighting, increased forest healing activities, including various programs such as psychotherapy, developing interpersonal relationships and self-control, and creating a positive mind-set, can reducejobstress and help fire officers recover from it. Lastly, job stress had a mediation effect on the effects of the experience of traumatic events and forest healing on burnout. This implies that burnout can be prevented when fire officers gain high emotional stability through social and psychological healing and stress-relief strolling over a traumatic experience, and stronger support from the organization and family can keep them from being emotionally drained, thus contributing to the prevention of burnout.

STUDY ON PREPARING FOREST DISASTER MAP USING GISANDRS

  • Jo Myung-Hee;Song Wan-Young
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2005년도 Proceedings of ISRS 2005
    • /
    • pp.687-690
    • /
    • 2005
  • Recently there have been a lot of kinds of damages in forest area such as forest fires, forest pest, landslide so that the efficient methods to mange those information and the way to face them are deadly needed. In this study, there were preparing the various vegetation index map and comparing them with the field surveying the tried to figure out which vegetation index algorism is the best proper to present forest fire damaged area. These all were based on Landsat ETM+ satellite image (2000.10.16). The result of this study is to select the high correlation algorism among the various vegetation indexes and then construct the forest fire disaster map, the case of forest fires damaged area.

  • PDF

Combustion and Mechanical Properties of Fire Retardant Treated Waste Paper-Waste Acrylic Raw Fiber Composite Board

  • Eom, Young Geun;Yang, Han-Seung;Kim, Hyun-Joong
    • Journal of the Korean Wood Science and Technology
    • /
    • 제31권3호
    • /
    • pp.1-10
    • /
    • 2003
  • Shredded waste newspapers, waste acrylic raw fibers, and urea-formaldehyde (UF) adhesives, at 10% by weight on raw material, were used to produce recycled waste paper-waste acrylic raw fiber composite boards in laboratory scale experiments. The physical and mechanical properties of fire retardant treated recycled waste paper-waste acrylic raw fiber composite boards were examined to investigate the possibility of using the composites as internal finishing materials with specific gravities of 0.8 and 1.0, containing 5, 10, 20, and 30(wt.%) of waste acrylic raw fiber and 10, 15, 20, and 25(wt.%) of fire retardant (inorganic chemical, FR-7®) using the fabricating method used by commercial fiberboard manufacturers. The bending modulus of rupture increased as board density increased, decreased as waste acrylic raw fiber content increased, and also decreased as the fire retardant content increased. Mechanical properties were a little inferior to medium density fiberboard (MDF) or hardboard (HB), but significantly superior to gypsum board (GB) and insulation board (IB). The incombustibility of the fire retardant treated composite board increased on increasing the fire retardant content. The study shows that there is a possibility that composites made of recycled waste paper and waste acrylic raw fiber can be use as fire retardant internal finishing materials.

송전용 폴리머 애자에 대한 산불 영향 평가 (The Influence of Forest Fire on the Polymer Insulator for Transmission Lines)

  • 최인혁;이동일;이철호;강병규;이원교;박준호
    • 한국전기전자재료학회논문지
    • /
    • 제20권9호
    • /
    • pp.787-792
    • /
    • 2007
  • To understand the effects of forest fires on polymer insulators for transmission lines, the forest fire simulation tests were performed with polymer and porcelain insulators at Gochang testing center. These tests consisted of energizing 90 kV at line-to-ground voltage of 154 kV lines and open flame rising up to $600-630^{\circ}C$ as being measured at insulator surface. Mechanical and electrical characteristics such as specific mechanical load, leakage current, low frequency dry flashover voltage and impulse flashover voltage were analyzed for the polymer insulators before, during and after simulation tests compared with porcelain insulators. At the end of fire simulation tests, there was no detrimental deterioration of any insulators. All insulators passed the criteria of KEPCO specification. This study showed that forest fire simulation had no impact on polymer insulators.

Near Real Time Burnt Scars Monitoring using MODIS in Thailand

  • Tanpipat Veerachai;Honda Kiyoshi;Akaakara Siri
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2005년도 Proceedings of ISRS 2005
    • /
    • pp.149-152
    • /
    • 2005
  • A new methodology to detect forest fire burnt scars at near real time using MODIS (Moderate-resolution Imaging Spectroradiometer) data is presented here with a goal of introducing a new and improved capability to detect forest fire burnt scars in Thailand. This new technology is expected to increase the efficiency and effectiveness of the forest fire tackling resources distribution and management of the country. Using MODIS data in burnt scars detection has two major advantages - high availability of data and high resolution per performance ratio. Results prove the near real time algorithm suitable and working well in order to monitor the forest fire dynamic movement. The algorithm is based on the threshold separated linear equation of burnt and un-burnt. A ground truth experiment confirms the burnt and un-burnt? areas characteristics (temperature and NDVI). A threshold line on a scatter plot of Band I and Band 2 is determined to separate the burnt from un-burnt pixels. The different threshold values of NDVI and temperature use to identify pixels' anomaly, abnormal low NDVI and high temperature. The overlay (superimpose) method is used to verify burnt pixels. Since forest fire is a dynamic phenomenon, MODIS burnt scars information is suiting well to fill in the missing temporal information of LANDSAT for the forest fire control managing strategy in Thailand. This study was conducted in the Huai-Kha-Kaeng (HKK) Wildlife Sanctuary, Thailand

  • PDF

산불이 토양의 물리ㆍ화학적 특성에 미치는 영향 (Effects of forest fire on physical and chemical properties of soil)

  • 박관수
    • 한국토양환경학회지
    • /
    • 제4권1호
    • /
    • pp.119-126
    • /
    • 1999
  • This study was carried out to estimate the effect of forest fire on physical and chemical properties of soil The forest fire was in April 1995 at Kongju of Chungnam. Soil samples were collected at 0~5cm, 5~10cm, and 10~20cm soil depths in September 1998 from the burned and unburned sites. Soil organic matter concentrations at 0~5cm and 5~10cm soil depths were significantly greater in unburned site than in burned site. Soil concentrations were greater in unburned site than in burned site at all soil depths. Cation exchange capacity was significantly higher in unburned site than in burned site at 0~5cm soil depth. There were no differences in available soil P, exchangeable soil K, Ca, and Mg, and pH of soil between burned and unburned sites. Soil water content at 0~5cm soil depth was significantly greater in unburned site than in burned site. Bulk density at 0~5cm soil depth was significantly higher in burned site than in unburned site. Forest fire had an adverse effect on physical and chemical properties of soil in this study, Burning of vegetation and forest 리oor organic matter in burned site may reduce organic matter supply to soil and increase soil erosion. Consequently, forest fire may have adverse influence on long-term site productivity.

  • PDF

The Influence of Forest Fire Simulation on the Properties of Polymer Insulators

  • Lee, Won-Kyo;Choi, In-Hyuk;Lee, Dong-Il;Han, Se-Won
    • Transactions on Electrical and Electronic Materials
    • /
    • 제10권5호
    • /
    • pp.161-164
    • /
    • 2009
  • Forest fire simulation tests were performed with polymer and porcelain insulators at GOCHANG Power Testing Center. These tests consisted of open flames causing a temperature rise of up to $600{\sim}800^{\circ}C$ measured at the insulator surfaces. Mechanical and electrical characteristics such as the specific mechanical load, the low frequency dry flashover voltage and the impulse flashover voltage were analyzed for the polymer insulators before, during and after the simulation tests and then compared to the porcelain insulators. At the end of the fire simulation tests, there was no detrimental deterioration of any of the insulators. All the insulators passed the KEPCO specification criteria. This study showed that the forest fire simulation had no impact on the polymer insulators.