• 제목/요약/키워드: Fire data analysis

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Analysis of Utilization and Perception of Special Weather Reports for Climate Change Adaptation: Focus on Dryness Advisory and Warning (기후변화적응을 위한 기상특보 인지도 및 활용도 분석: 건조특보를 중심으로)

  • Choi, Su-Jin;Kim, Eun-Byul;Jung, Woo-Sik;Kim, Baek-Jo;Park, Jong-Kil
    • Journal of Environmental Science International
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    • v.23 no.6
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    • pp.1121-1130
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    • 2014
  • This study aims to find the perception and utilization of the citizen about the dryness watch warning (DWW) among special weather reports. For this we have made up a descriptive questionnaire including the perception, utilization of special weather reports. Using the SPSS 17.0 program, descriptive statistics, t-test, ANOVA and Scheffe test were used to analyze the collected data. The results are as follows; The perception of DWW is measured by 4 point Likert scale and the average is $15.97{\pm}3.70$ (percentile=57.0). This value shows that the awareness level is not that high and according to the occupation, college students show the lowest awareness and housewives show the highest awareness. According to the age, the teens and twenties show the lowest awareness and fifties and sixties show the highest awareness. Although the perception of the teens and college students are rather poor, there were many positive answers that it is necessary to establish the advanced disaster prevention plan according to the questionnaire about the utilization of DWW. Therefore, if we come up with an effective plan to improve the perception than we can expect a large-effect in terms of fire and forest fire prevention. The perception of DWW can be improved by providing weather information and weather related education program on TV or internet which have the high level of preference. Also, it is necessary to provide online and offline program of advertising education and disaster management education through the weather forecast bureau which is the host organization of delivering weather information.

Utilization of Medical Oversight and Related Factors among Some 119 Rescue Workers (119 구급대원의 직접의료지도 이용경험과 관련요인)

  • Joo, Mi Hyun;Han, Mi Ah
    • Fire Science and Engineering
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    • v.30 no.3
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    • pp.124-132
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    • 2016
  • Medical oversight (MO) means the advice and direction provided by a physician to rescue workers who provide medical care or carry patients at the scene of an emergency. The purpose of this study was to investigate the utilization of MO and related factors among some 119 rescue workers in Gwangju. A self-reported questionnaire was completed by 153 rescue workers in these 119 safety centers. The data were analyzed by SAS version 9.3. Overall 82.4% of the subjects utilized MO during the past month. In the multiple logistic regression analysis, the married subjects (OR = 3.87, 95% CI = 1.22~12.27), level 1 emergency medical technicians (OR = 2.87, 95% CI = 1.02~8.09), and subjects who treated cardiovascular emergency patients (OR = 9.19, 95% CI = 1.87~45.08) had significantly higher odds ratios for the utilization of MO. The experience of MO accounted for 82%. The development of strategies and education plans taking these results into consideration will help to improve the utilization of MO.

Measurement and Evaluation of Flash Point for the DMF Contained Organic Solvent Mixtures (DMF함유 혼합 유기용제에 대한 인화점의 측정과 평가)

  • Lee, Jung-Suk;Han, Ou-Sup;Lee, Keun-Won
    • Fire Science and Engineering
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    • v.33 no.4
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    • pp.9-15
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    • 2019
  • The flash points of DMF based organic solvent mixtures used in the synthetic leather manufacturing process were measured. The test group was composed of seven types of solvent mixtures, which included DMF, toluene, and MEK. Each flash point was tested according to the international standard test methods of KS M 2010. The flash points were then predicted using some prediction models and compared with the measured data. From the analysis results, the binary mixtures with a mole ratio of less than approximately 0.7 showed that the measured values were under 25 ℃. This showed that the expectation for the flammable risk lowering effects due to the mixing of high flash point materials was reduced. In addition, the predicted values were evaluated using the average absolute deviation (A.A.D). The results showed that the Le Chatelier's models had an "A.A.D" of 1.95 ℃ and were the closest to the measured values.

Comparison of Effectiveness on Hospital-based Skill Training in Level 2 Emergency Medical Technician (2급 응급구조사 병원임상실습교육 효과 비교)

  • Kim, Dong-Ok
    • Fire Science and Engineering
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    • v.28 no.5
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    • pp.104-109
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    • 2014
  • This study is analysis of the effectiveness and satisfaction index of hospital-based skill training (HST) in level 2 emergency medical technicians. The purpose of this study is to provide basic data for the effective operation. The survey carried out to 70 level 2 emergency medical technicians who participate in HST from July 29 to August 22 in 2013. From the study, self evaluated operation skills scale were 3.09 before training and 3.80 after training. It showed statistically significant enhancements. satisfaction index were 3.80. appopriate education periods were (1~2) weeks (64.3%). the longer the time had been since their training completion, the higher education satisfaction. The multilateral studies on problems and needs of HST and development of training programs that includes hospital training monitoring are necessary.

A Study on Flame Detection using Faster R-CNN and Image Augmentation Techniques (Faster R-CNN과 이미지 오그멘테이션 기법을 이용한 화염감지에 관한 연구)

  • Kim, Jae-Jung;Ryu, Jin-Kyu;Kwak, Dong-Kurl;Byun, Sun-Joon
    • Journal of IKEEE
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    • v.22 no.4
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    • pp.1079-1087
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    • 2018
  • Recently, computer vision field based deep learning artificial intelligence has become a hot topic among various image analysis boundaries. In this study, flames are detected in fire images using the Faster R-CNN algorithm, which is used to detect objects within the image, among various image recognition algorithms based on deep learning. In order to improve fire detection accuracy through a small amount of data sets in the learning process, we use image augmentation techniques, and learn image augmentation by dividing into 6 types and compare accuracy, precision and detection rate. As a result, the detection rate increases as the type of image augmentation increases. However, as with the general accuracy and detection rate of other object detection models, the false detection rate is also increased from 10% to 30%.

IoT Platform System for Electric Fire Prediction and Prevention (전기화재 예측 및 예방을 위한 IoT 플랫폼 시스템)

  • Yang, Seungeui;Lee, Sungock;Jung, Hoekyung
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.2
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    • pp.223-229
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    • 2022
  • During the winter season, when the weather gets colder every year, electricity consumption increases rapidly. The occurrence of fires is increasing due to a short circuit in electrical facilities of buildings such as markets, bathrooms, and apartments with high population density while using a lot of electricity. The cause of these short circuit fires is mostly due to the aging of the wires, the usage increases, and the excessive load cannot be endured, and the wire sheath is melted and caused by nearby ignition materials. In this paper, the load and overheat generated in the electric wire are measured through a complex sensor composed of an overload sensor, a VoC sensor, and an overheat sensor. Based on this, big data analysis is carried out to develop a platform capable of predicting, alerting, and blocking electric fires in real time, and a simulator capable of simulated fire experiments.

Sleep Quality and Associated Factors Among Firefighters in Bangkok, Thailand: A Cross-sectional Study

  • Nunnapat Piyachaiseth;Pornchai Sithisarankul;Jate Ratanachina
    • Journal of Preventive Medicine and Public Health
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    • v.57 no.1
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    • pp.83-90
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    • 2024
  • Objectives: Professional firefighters face various health hazards and are required to maintain both physical and mental fitness to effectively mitigate crises and respond to emergencies. Moreover, the long working hours and shift work of this profession impact sleep quality. This study investigated the quality of sleep and its associated factors among firefighters in Bangkok, Thailand. Methods: This was a cross-sectional study of firefighters affiliated with the Bangkok Fire and Rescue Department, Bangkok Metropolitan Administration, Thailand between January 2023 and March 2023. A cluster random sampling technique was utilized to distribute 600 questionnaires to firefighters in 15 fire stations. The questionnaire addressed demographic, work-related, and environmental factors. Sleep quality was assessed using the Thai version of the Pittsburgh Sleep Quality Index (PSQI). Data analysis involved both descriptive and inferential statistics. Bivariate and multiple logistic regressions were performed. Results: The response rate was 78.7% (n=472), and 44.1% of the firefighters reported poor sleep quality (PSQI score >5). Sleep quality was statistically associated with conflicting family relationships (odds ratio [OR], 1.8; 95% confidence interval [CI], 1.1 to 2.9), additional part-time jobs (daytime, OR, 2.4; 95% CI, 1.3 to 4.4; or nighttime, OR, 4.3; 95% CI, 1.1 to 16.7), noisy sleeping areas (OR, 1.7; 95% CI, 1.1 to 2.8), and the availability of adequate bedding (OR, 3.0; 95% CI, 1.8 to 4.9). Conclusions: Poor sleep quality among firefighters was associated with various personal, work-related, and environmental factors. Organizations should promote policies that improve sleep quality through good sleep hygiene practices and facilities.

Role of Interventions in Preventing Unintentional Home Injuries of Older Adults in Korea: A Scoping Review (국내 노인의 가정 내 비의도적 손상예방을 위한 중재의 역할: 주제범위 문헌고찰)

  • Cho, Ok-Hee;Hwang, Kyung-Hye;Kim, Hyekyung
    • Journal of Home Health Care Nursing
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    • v.31 no.1
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    • pp.16-29
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    • 2024
  • Purpose: This scoping review aimed to synthesize the characteristics and effects of interventions designed to prevent unintentional home injuries in older adults in Korea. Methods: The review was conducted following the Joanna Briggs Institute protocol. A literature search was performed for studies published between 2001 and 2022 in the DBPia, RISS, KMBase, and NDSL databases. A total of 1,620 studies were identified, and 27 studies were included in the final analysis. Data were analyzed for characteristics of the literature, intervention-related unintentional injury mechanisms, and safety areas. Results: Most selected studies utilized a quasi-experimental design and targeted elderly women. In terms of injury mechanisms, 21 of 27 studies focused on falls, 2 on fire/disaster, 3 on drugs, and 1 on food. The most common preventive intervention for falls was exercise, and its effectiveness was verified using physical safety variables. Interventions in the fire/disaster, drug, and food domains were all educational, and changes in knowledge, behavior, and attitude were verified. Conclusion: This study confirmed the effectiveness of interventions for preventing unintentional injuries in the homes of community-dwelling older adults. These findings can serve as a foundation for developing and implementing unintentional injury prevention interventions at home for community-dwelling older adults. Multidisciplinary research is needed to address multifaceted safety issues by considering the home environment and injury risk factors.

Phenomenology on the Experience of Nursing Students' College Life that have defected from North Korea (북한이탈 간호대학생의 대학생활경험)

  • Park, Eun Young;Lee, Eun Ja
    • The Journal of Korean Academic Society of Nursing Education
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    • v.19 no.3
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    • pp.351-361
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    • 2013
  • Purpose: This study aimed to understand and explain the essences and structures of the experience of Korean nursing students' college life who have defected from North Korea. Korea. Methods: The data were collected in 2012 through individual in-depth interviews using open-ended questions. A total of 6 nursing students who have escaped from North Korea participated in the study. Each interview lasted about 2 hours. Verbatim transcripts were analyzed using Phenomenological analysis. Results: Four theme clusters emerged by the analysis using Collaizzi's method: a dream of passing, the stern realities of life, out of the frying pan into the fire, and passion for my dream. These theme clusters illustrate that although most participants faced very strange and strenuous situations in most aspects of college life, each of them had hope to be an a good nurse in the future. The essence of the experience of participants was "living as a star in the black night". Conclusion: This study provides deep understanding of college life of nursing students who defected from North Korea. Based on the results of the study, the Korean government, society, and college should support refugees in order to help settle well in Korean society.

A Survey and Analysis of Swim Zone Width and Beach Scale Factor for Gangwon Beaches (강원도 해수욕장의 유영폭 및 해빈단면 축척계수 조사 분석)

  • Lee Jung-Lyul;Kim In-Ho
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.18 no.3
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    • pp.241-250
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    • 2006
  • In the present study, a beach survey such as sand sizes, swim zone widths, and slopes of swash zone has been accomplished for 39 beaches along the Gangwon coastline. The data analysis presents that the swim zone width has a strong correlation with the sand size, showing that the swim zone width is reversely proportional to the 1.1 power of a grain size. The profile factor A has been analyzed using the beach profile form of $h=Ay^{2/3}$, where A was resulted to be proportional to the 0.77 power of a gram size.