• Title/Summary/Keyword: Forest fire

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Efficient Deep Learning Approaches for Active Fire Detection Using Himawari-8 Geostationary Satellite Images (Himawari-8 정지궤도 위성 영상을 활용한 딥러닝 기반 산불 탐지의 효율적 방안 제시)

  • Sihyun Lee;Yoojin Kang;Taejun Sung;Jungho Im
    • Korean Journal of Remote Sensing
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    • v.39 no.5_3
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    • pp.979-995
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    • 2023
  • As wildfires are difficult to predict, real-time monitoring is crucial for a timely response. Geostationary satellite images are very useful for active fire detection because they can monitor a vast area with high temporal resolution (e.g., 2 min). Existing satellite-based active fire detection algorithms detect thermal outliers using threshold values based on the statistical analysis of brightness temperature. However, the difficulty in establishing suitable thresholds for such threshold-based methods hinders their ability to detect fires with low intensity and achieve generalized performance. In light of these challenges, machine learning has emerged as a potential-solution. Until now, relatively simple techniques such as random forest, Vanilla convolutional neural network (CNN), and U-net have been applied for active fire detection. Therefore, this study proposed an active fire detection algorithm using state-of-the-art (SOTA) deep learning techniques using data from the Advanced Himawari Imager and evaluated it over East Asia and Australia. The SOTA model was developed by applying EfficientNet and lion optimizer, and the results were compared with the model using the Vanilla CNN structure. EfficientNet outperformed CNN with F1-scores of 0.88 and 0.83 in East Asia and Australia, respectively. The performance was better after using weighted loss, equal sampling, and image augmentation techniques to fix data imbalance issues compared to before the techniques were used, resulting in F1-scores of 0.92 in East Asia and 0.84 in Australia. It is anticipated that timely responses facilitated by the SOTA deep learning-based approach for active fire detection will effectively mitigate the damage caused by wildfires.

Effects of Fire on Forest Vegetation in Mt. Samma (산불이 삼마산의 삼림식생에 미치는 영향)

  • Kim, Woen;Park, Jung-Hye;Cho, Young-Ho
    • The Korean Journal of Ecology
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    • v.22 no.3
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    • pp.145-153
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    • 1999
  • Authors report the changes of the community structure and secondary succession after fire in Mt. Samma (333 m). Approximately six ha of the red pine (Pinus densiflora) forest and its floor vegetation were burned and cutted down. The vegetation and soil properties were investigated in the burned and unburned sites from April to October, 1998. The dominant species based on SDR₃ in the burned site were Lespedeza cyrtobotrya (96.87), Quercus serrata (77.90), Cyperus amuricus (46.22) and Miscanthus sinensis var. purpurascens (38.33), whereas the dominant species in the unburned site were Pinus densiflora (100.00) and Q. variabilis (66.10) at the tree layer, Q. serrata (100.00) and Zanthoxylum schinifolium (29.64) at the shrub layer., and Q. serrata (76.30) and M. sinensis var. purpurascens (72.84) at the herb layer. The biological spectra based on SDR₃ were Th-D₁-R/sub 5/-e for the burned and H (M)-D₁-R/sub 5/-e type for the unburned site, respectively. The index of similarity (CCs) between the burned and unburned sites was 0.41. The degree of succession (DS) were 609 for the burned and 1168 for the unburned site, respectively. The species diversity (H) and evenness indices (e) of the burned site were lower than those of the unburned site, but the dominance indices (C) was higher in the burned site. In the analysis of soil properties, pH, the content of NO₃/sup -/-N, available phosphrous, and exchangeable cations (K/sup +/, Ca/sup 2+/, Na/sup +/, Mg/sup 2+/) in the burned site were higher than those in the unburned site, whereas the contents of organic matter, total carbon, total nitrogen and NH₄/sup +/-N were lower in the burned site. The results show that dominant species in the burned site change from Miscanthus-Lespedeza→Lespedeza→Quercus and finally to Quercus forest, and the changes of soil properties also affect the early vegetational succession after fire.

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Effects of Fire Retardant Treatment on Mechanical Properties and Fire Retardancy of Particleboard and Complyboard (내화처리(耐火處理)가 파아티클보오드와 콤플라이보오드의 기계적성질(機械的性質) 및 내화도(耐火度)에 미치는 영향(影響))

  • Kwon, Jin-Heon;Lee, Phll-Woo
    • Journal of the Korean Wood Science and Technology
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    • v.13 no.4
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    • pp.3-57
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    • 1985
  • This research was conducted to examine the feasibility of developing fire retardant particleboard and complyboard. Particleboard were manufactured using meranti particle(Shorea spp.)made with Pallmann chipper, and complyboard meranti particle and apitong veneer (Dipterocarpus spp.). Particles were passed through 4mm (6 mesh) and retained on 1mm (25 mesh). Urea formaldehyde resin was added 10 percent on ovendry weight of particle. Face veneer for complyboard was 0.9, 1.6 and 2.3mm in thickness and spread with 36 g/(30.48 cm)$^2$ glue on one side. Veneers were soaked with 10 percent solution of five fire retardant chemicals (diammonium phosphate, ammonium sulfate, monoammonium phosphate, Pyresote and Minalith), and particles with 5, 10, 15 and 20 percent solution of five chemicals. Particleboard and complyboard were evaluated on physical and mechanical properties, and fire retardancy. The results obtained were summarized as follows. 1. Among five fire retardant chemicals treated to particleboard and complyboard, the retention of ammonium sulfate in 5 percent solution showed the lowest as 1.39 kg/(30.48 cm)$^3$ exceeding the minimum retention of 1.125 kg/(30.48 cm)$^3$ recommended by Forest Products Laboratory and Koch. 2. Particleboard and complyboard treated with diammonium phosphate showed higher modulus of rupture (MOR), modulus of elasticity (MOE), internal bond strength and screw holding power than those with the other chemicals. 3. MOR and MOE of complyboard treated with fire retardant chemicals were greater than those of fire retardant particleboard. 4. Thickness swelling of fire retardant complyboard was lower than that of fire retardant particleboard. 5. The moisture content of the boards treated with Pyresote and Minalith increased and with monoammonium phosphate reduced. 6. Fire retardant particleboard showed no ignition, and fire retardant complyboard started ignition, but time required to ignite was prolonged comparing the controlboard. Complyboard with only shell veneer treated showed ignition and lingering flame, but lingering flame time was shorter than controlboard. Complyboard with treated both core and veneer showed ignition but not lingering flame. 7. Flame length, carbonized area and weight loss were smaller than controlboard but had no significant difference among chemicals treated. 8. Temperature of unexposed surface of fire retardant particleboard was lowered with the increasing concentration of five chemicals. 9. Temperature of unexposed surface of fire retardant particleboard was lowered with the highest in Pyresote and the lowest in Minalith. 10. Temperature of unexposed surface of fire retardant complyboard was lower than that of controlboard.

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Studies on Press Drying of Fire-Retardant Treated Plywood (내화처리합판(耐火處理合板)의 열판건조(熱板乾燥)에 관(關)한 연구(硏究))

  • Kim, Jong Man
    • Journal of Korean Society of Forest Science
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    • v.56 no.1
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    • pp.1-25
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    • 1982
  • Plywood used for construction as a decorative inner material is inflammable and can cause fire accidents. causing destruction of human life and property. To diminish the fire disaster, fire retardant plywood is indeed required. In the methods of manufacturing the fire retardant plywood, a soaking method is occasionally used. However after soaking plywood into fire retardant chemical solutions redrying of soaked plywood is of the utmost importance. In this study 3.5mm and 5.0mm thickness plywoods were selected for fire retardant treatment. Treating solutions were prepared for 20% dilute solutions of ammonium sulfate, monoammonium phosphate, diammonium phosphate, borax-boric acid minalith, and water solution, 1-, 3-, 6-, and 9 hour-soaking treatments in borax-boric acid and minalith, and 6- and 9 hours in the other chemicals were applied and after the treatment hot drying was applied to treated plywoods at $90^{\circ}C$, $120^{\circ}C$ and $150^{\circ}C$ of press temperature. Drying rates, drying curves, water absorption rates of fire retardant chemicals, weight per volume and fire retardant degree of plywood were investigated. The results may be summarized as follows: 1) In the 9 hours-soaking treatment of fire retardants by hot and cold bath method, the chemical retentions of 3.5mm thickness plywood could be attained within the range ($1.125-2.25kg/(30cm)^3$) of minimum retention specification as follows: $1.353kg/(30cm)^3$ in monoammonium phosphate, $1.331kg/(30cm)^3$ in diammonium phosphate, $1.263kg/(30cm)^3$ in ammonium sulfate, $1.226kg/(30cm)^3$ in borax-boric acid. But the chemical retention, $0.906kg/(30cm)^3$, in minalith could not be attained within the range of minimum retention specification. And also in case of 5.0mm thickness plywood, chemical retentions, as $1.356kg/(30cm)^3$ and $1.166kg/(30cm)^3$ respectively, of ammonium sulfate and diammonium phosphate could be attained within the range minimum retention specification, but the other fire retardant chemicals could not. 2) In the 6- and - hours-soaking treatments of 3.5mm and 5.0mm thickness plywood, the drying curve sloped of chemical treated plywood was smaller than that of water treated. The drying rate related to thickness of treated plywood, was about three times as fast in 3.5mm thickness plywood compared with 5.0mm thickness plywood. 3) In the treatment at $120^{\circ}C$ of hot platen temperature, the drying rates of chemical-treated plywood showed the highest quantity in diammonium phosphate of 3.5mm and 5.0mm thickness plywood. But the drying rate of water treated plywood was highest during the 6- and 9 hours-soaking treatments. 4) The drying rate remarkably increased with proportion to increase of the platen temperature, and the values were respectively 1.23%/min., 6.54%/min., 25.75%/min. in hot platen temperature of $90^{\circ}C$, $120^{\circ}C$, $150^{\circ}C$ in 3.5mm thickness plywood and 0.55%.min., 2.49%/min., 8.19%/min. in hot platen temperature of $90^{\circ}C$, $120^{\circ}C$, $150^{\circ}C$ in 5.0mm thickness plywood. 5) In the fire retardant degree of chemical treated plywood, the loss in weight was the smallest in diammonium phosphate, next was in monoammonium phosphate and ammonium sulfate, and the greatest was in borax-boric acid and minalith. And the fire-retardant effect in burning time, flame-exhausted time and carbonized area were greatest in diammouniun phosphate, next were in monoammonium phosphate and ammonium sulfate, and the weakest were in borax-boric acid and minalith.

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USN Environmental Gas Sensing System using Quad Rotor (초소형 비행체 Quad Rotor를 이용한 USN 환경 가스 센싱 시스템)

  • Lee, Byung-Seok;Lee, Joon-Hwa;Kim, Gyu-Sik;Kim, Jo-Chun
    • Proceedings of the KIEE Conference
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    • 2008.04a
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    • pp.45-46
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    • 2008
  • There are various polluting emissions related to the air quality such as $NO_x$, $CO_2$, CO, VOCs, $O_3$, $SO_2$, $CH_4$, $H_2S$, $NH_3$, etc. We need the system that reduces emission of these environment gases and detects risk factors in modern society. Therefore, if we use the USN(Ubiquitous Sensor Network) technology and a MAV(Micro Air Vehicle) Quad Rotor which can be hovering and moving free for setting up the environment gas sensing system, the realtime measurement on environment gases is facilitated and by extension, in application of traffic watchdog, forest fire surveillance and counter-terrorism efforts, we anticipate making better use of a Quad Rotor.

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Statistical estimation of forest fire risk considering spatial autocorrelation (공간상관성을 고려한 산불발생위험의 통계적 추정)

  • Kwak, Han-Bin;Lee, Woo-Kyun;Lee, Si-Young;Won, Myoung-Soo;Koo, Kyo-Sang;Lee, Myung-Bo;Lee, Byung-Doo
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
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    • 2010.09a
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    • pp.93-94
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    • 2010
  • 본 연구는 공간통계적 방법을 이용하여 산불발생의 위험도를 통계적으로 예측하고자 하였다. 연구 재료는 전국에서 발생한 1991년부터 2008년까지 산불발생 위치자료를 이용하였다. 점사상을 양적데이터로 전환하기 위해 전국을 공간격자로 구성하여 격자형 자료화 하여 사용하였다. 전국산불 발생위치를 산불발생위치들 간의 공간상관성을 고려하여 일반적인 통계모형에 공간통계적인 기법을 더하여 산불발생의 위치를 더욱 정확하게 추정하고자 하였다. 이를 위해 회귀모형과 공간모형의 혼합모형의 한 방법인 regression kriging 방법을 적용하였다. 그 결과 공간상관성을 고려한 공간통계적 방법은 산불발생의 공간적 군집을 더욱 정확하게 예측할 수 있었다.

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폭발물 및 고체 추진제 내의 충격파-화학반응 상호관계

  • 김기봉
    • Journal of the KSME
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    • v.25 no.3
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    • pp.209-215
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    • 1985
  • 충격파에 의해 폭말물에 일어나는 화학반응 진행현상을 Forest Fire 모델과 함께 고온 부위에 의한 점화와 표면연소자는 현상학적인 근거위에 개발한 모델 두가지(IAG, Sandia)를 설명하였고 이 위에 고온부위 개념에 물리적인 설명을 부여한 새로운 모델을 소개하였다. 나중 세가지 모 델들을 PBX-9404에 대한 여러 가지 실험결과와 비교하였는 바 화학반응 초기의 압력증가현상은 주로 점화항(고온 부위에 의한)에 기인하는 것으로써 모두 만족할만한 결과를 보여주고 있으며 후기의 현상은 실험치와 약간 달라지는것(크거나 혹은 작거나)이 보인다. 이 오차가 과연 어느 만큼 실험 오차이며, 또 어느만큼이 모델 오차인지에 대하여는 아직 자료의 불충분으로 확정지어 말할 수 없다. 예를 들어 그림 4에서는 실험결과가 이론결과 보다 압력을 더 큰 것으로 나타 내고 있으며 그림 5에서는 그 반대 현상을 보인다 앞으로 이 방면에 더 연구가 진행되어야 하 리라고 고려되며 연후에 이 모델들을 다른 폭발물에 적용시켜 일반화시키는 일이 남아 있다.

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A Study of Forest Fire Detection with Decision Rule (의사결정기법을 이용한 산불탐지 기법 연구)

  • Park, Woo-Jin;Huh, Yong;Yu, Ki-Yun;Kim, Yong-Il
    • 한국공간정보시스템학회:학술대회논문집
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    • 2005.05a
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    • pp.3-8
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    • 2005
  • 위성영상을 이용한 산불탐지기법은 단순한 화재의 유무뿐만 아니라 온도, 면적, 상태 등과 같은 다양한 정보를 얻을 수 있는 수준으로 개발되었다. 하지만 실제 적용결과에 있어서는 서로 다른 탐지결과를 보이기 때문에 어떤 탐지기법을 선택하고 기법에 사용되는 임계값들을 어떻게 결정해야 하는가라는 문제점이 발생한다. 본 연구에서는 의사결정기법을 이용하여 개별 탐지기법의 결과를 분석하여 최적해를 얻고자 하였다. 이를 위하여 국내에서 발생한 산불에 주요 탐지기법을 적용, 정확도를 평가한 후 의사결정기법을 적용하여 보다 정확한 결과를 얻는 연구를 수행하였다. 그 결과 단일 탐지기법에서 발생하는 오류(false alarm)을 일정부분 보완할 수 있었다. 하지만 충분한 실측자료가 부족하여 정확한 평가 및 검증에는 한계가 있었다.

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A Quantitative Analysis for Forest Fire Burned Area Using IHS Transformation (IHS 변환을 이용한 산화지 정량화 분석)

  • Jung, Tae-Woong;Yoon, Bo-Yeol;Kim, Choen
    • 한국공간정보시스템학회:학술대회논문집
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    • 2005.05a
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    • pp.459-462
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    • 2005
  • 위성화상 또는 항공사진을 이용하여 산화지를 탐지하고 정량화하기 위한 여러 가지 방법적인 시도가 있었다. 보다 정확한 산화지 탐지를 위해, 본 연구에서는 기존의 고해상도 범색화상과 중 저해상도 다중분광 화상의 융합(fusion)에 주로 이용되었던 IHS(Intensity, Hue, Saturation) 색채변환을 산화지 탐지와 정량화에 적용하였다. IHS 색채변환을 이용한 Hue 조합화상의 산화지 최대우도분류 결과는 Landsat-7 ETM+ 7:4:1 조합화상보다 놀은 사용자분류 정확도를 나타냈으며 색상(Hue)과 채도(Saturation)가 명도(Intensity)에 비해 ETM+ 화상의 분광특성을 잘 반영하였다.

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Correlation Analysis of forest fire data based on Clustering Method (클러스터링 기법을 이용한 산불 데이터의 상관관계 분석)

  • Kim, Eun-Hee;Chi, Jeong-Hee;Shon, Ho-Sun;Ryu, Keun-Ho;Lee, Chung-Ho
    • 한국공간정보시스템학회:학술대회논문집
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    • 2005.11a
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    • pp.81-86
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    • 2005
  • 이 논문에서는 산불 발생의 패턴을 예측하기 위해 데이터 마이닝의 클러스터링 기법을 이용하여 산불 데이터를 그룹화하고 그 결과를 이용하여 산불 데이터의 상관관계를 분석하는 방법을 제안하였다. 즉, 클러스터링 기법을 이용하여 산불 데이터를 사용자가 원하는 수의 그룹으로 분류하고, 생성된 산불 데이터 클러스터 모델을 이용하여 새로운 유형의 산불패턴을 예측 할 수 있도록 하였다. 또한 결과 클러스터의 생성을 위해 이전의 산불 분포 데이터를 저장 관리하여 클러스터 간의 상관관계 분석을 통해 시퀀스를 생성하였고, 생성된 각각의 클러스터 시퀀스를 통합하여 클러스터들의 시퀀스를 추출하여 산불이 발생한 이후의 향후 발생 가능한 산불 유형을 예측하기 위한 방법을 제공하였다. 이는 과거에 발생된 산불의 유형뿐만 아니라 새로운 형태의 산불 유형 분류나 분석에 이용 가능하다.

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