• 제목/요약/키워드: detection of hazardous items

검색결과 7건 처리시간 0.017초

SHOMY: Detection of Small Hazardous Objects using the You Only Look Once Algorithm

  • Kim, Eunchan;Lee, Jinyoung;Jo, Hyunjik;Na, Kwangtek;Moon, Eunsook;Gweon, Gahgene;Yoo, Byungjoon;Kyung, Yeunwoong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권8호
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    • pp.2688-2703
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    • 2022
  • Research on the advanced detection of harmful objects in airport cargo for passenger safety against terrorism has increased recently. However, because associated studies are primarily focused on the detection of relatively large objects, research on the detection of small objects is lacking, and the detection performance for small objects has remained considerably low. Here, we verified the limitations of existing research on object detection and developed a new model called the Small Hazardous Object detection enhanced and reconstructed Model based on the You Only Look Once version 5 (YOLOv5) algorithm to overcome these limitations. We also examined the performance of the proposed model through different experiments based on YOLOv5, a recently launched object detection model. The detection performance of our model was found to be enhanced by 0.3 in terms of the mean average precision (mAP) index and 1.1 in terms of mAP (.5:.95) with respect to the YOLOv5 model. The proposed model is especially useful for the detection of small objects of different types in overlapping environments where objects of different sizes are densely packed. The contributions of the study are reconstructed layers for the Small Hazardous Object detection enhanced and reconstructed Model based on YOLOv5 and the non-requirement of data preprocessing for immediate industrial application without any performance degradation.

PSL, TL 및 ESR 분석에 의한 건조과일류 및 버섯류에 대한 검지 특성 연구 (Studies on the Applications of PSL, TL and ESR Methods for the Detection of Dried Fruits and Mushrooms)

  • 김규헌;손진혁;강윤정;박혜영;황초롱;김재이;이강봉;조태용;엄미옥;박순희;성락선;장영미;이재황;박용춘;이화정;이상재;한상배
    • 방사선산업학회지
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    • 제7권1호
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    • pp.7-14
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    • 2013
  • In this study, we investigated the applicability of the photostimulated luminescence (PSL), thermoluminescence (TL) and electron spin resonance (ESR) methods for various foods. The analysed samples consist of 11 items including dried fruits (6 items) and mushrooms (5 items). To compare between non-irradiated and irradiated food, all samples were irradiated with $^{60}Co$ gamma-ray source. In PSL study, the photon counts of all the unirradiated sample were identified negative (lower than 700). The photon counts irradiated (1, 5, 10 kGy) dried date-palm, dried jujube and mushrooms (Auricularia auricula, Phellinus linteus and Sarcodon aspratus) showed positive (higher than 5,000) and the results for the other samples were negative or intermediate (>700 and >5,000). In TL analysis most of items can be applicable to detect irradiated foods because of showing TL ratio above 0.1. The glow curves by TL method were estimated in the range of $150{\sim}250^{\circ}C$ in irradiated samples. In ESR measurements, the intensity of ESR signal (single-line) increased as the dose of irradiation increased. In particular, the specific ESR signals of irradiation-induced radical were detected in dried papaya, dried date-palm, dried banana, dried pineapple and S. aspratus. According to the results, PSL, TL and ESR methods were successfully applied to detect the irradiated foods. It is concluded that PSL, TL and ESR methods are suitable for detection of irradiated samples and a combined method is recommendable for enhancing the reliability of detection results.

금속/비금속 복합센서기반 위험물 탐지기술 개발 (Development of Hazardous Objects Detection Technology based on Metal/Non-Metal Detector)

  • 유동수;김석환;이정엽;이석재
    • 제어로봇시스템학회논문지
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    • 제20권2호
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    • pp.120-125
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    • 2014
  • Conventional handheld metal detectors use a single induction coil to detect the metallic parts of explosive objects, and the detector generates an acoustic signal from its magnetic response to a metallic object so that an operator can confirm the existence of mines. Though metal detectors have very useful detection mechanisms to find mines, it is easy to cause a high false alarm ratio due to the detection of non-explosive metallic items such as cans, nails and other pieces of metal, etc. Also, because of the physical characteristic of a metal detector it is hard to detect non-metallic objects such as mines made of wood or plastic. Furthermore, the operator must move it to the left and right slowly and repeatedly to attain enough sensor signals to confirm the existence of mines using only a monotonous acoustic signal. To resolve the disadvantages of handheld detectors, many new approaches have been attempted, such as an arrayed detector and a visualization algorithm based on metal/non-metal sensor. In this paper, we introduce a visualization algorithm with a metal/non-metal complex sensor, an arrayed metal/non-metal sensor and the their testing and evaluation.

독성 화학물질 누출사고 대응 기술연구 - 불산 및 암모니아 누출을 중심으로 - (A Study on the Response Technique for Toxic Chemicals Release Accidents - Hydrogen Fluoride and Ammonia -)

  • 윤영삼;조문식;김기준;박연신;황동건;윤준헌;최경희
    • 한국위험물학회지
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    • 제2권1호
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    • pp.31-37
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    • 2014
  • Since the unprecedented hydrogen fluoride leak accident in 2012, there has been growing demand for customized technical information for rapid response and chemical accident management agencies including the Ministry of Environment, the National Emergency Management Agency, and the National Police Agency need more information on chemicals and accident management. In this regard, this study aims to provide reliable technical data and guidelines to initial response agencies, similar to accident management technical reports of the US and Canada. In this study, we conducted a questionnaire survey and interviews on initial response agencies like fire stations, police stations, and local governments to identify new information items for appropriate initial response and improvements of current guidelines. We also collected and reviewed the Canada's TIPS, US EPA's hydrogen fluoride documents, domestic and foreign literature on applicability tests of control chemicals, and interview data, and then produced items to be listed in the technical guidelines. In addition, to establish database of on-site technical information, we carried out applicability tests for accident control data including ① emergency shut down devide, safety guard, shut down valve, ground connection, dyke, transfer pipe, scrubber, and sensor; ② literature and field survey on distribution type and transportation/storage characteristics (container identification, valve, ground connection, etc.); ③ classification and identification of storage/transportation facilities and emergency management methodslike leak prevention, chemicals control, and cutoff or bypass of rain drainage; ④ domestic/foreign analysis methods and environmental standards including portable detection methods, test standards, and exposure limits; and ⑤ comparison/evaluation of neutralization efficiency of control chemicals on toxic substances.

물리적 방법(PSL, TL)을 이용한 선종별 조사처리 식품의 검지 특성 (Detection of irradiated food using photostimulated luminescence and thermoluminescence)

  • 정유경;이지연;강태선;조천호;이재황;최장덕;권기성
    • 한국식품과학회지
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    • 제48권5호
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    • pp.399-404
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    • 2016
  • 국내 조사처리 허용품목을 대상으로 다소비, 다빈도, 다수입 품목 12종(감자, 양파, 마늘, 건호박, 목이버섯, 검은콩, 청국장가루, 미역, 고춧가루, 라면수프, 옥수수차, 분말 녹차)을 선정하여 조사처리 선원에 따른 물리적 확인시험법(PSL 및 TL)을 적용하여 조사처리 여부를 확인하였다. PSL 적용 결과 모든 비조사 시료에서는 700 count/60초($T_1$) 이하의 값을 나타내어 음성 또는 비조사판정이 가능하였다. 감마선, 전자선과 X선을 처리한 시료에서는 879-2,414 (intermediate)와 19,951-65,919,035 (positive) 범위로 수치가 확인되었으며 조사 선원에 따른 수치차이는 보이지 않았다. TL 적용 결과 비조사 시료에서는 $300^{\circ}C$ 이상에서 자연방사선에 의한 peak를 나타내는 비특이적인 글로우 곡선을 보였으며 3개의 선종별 TL 분석 결과에서는 $150-250^{\circ}C$의 온도 범위에서 최대 peak를 나타내었다. 한편, 선종별 TL 강도 차이는 청국장 분말의 경우 감마선(${\gamma}$)>전자선(E)>X선(X), 고춧가루와 분말 녹차는 ${\gamma}$>X>E, 미역, 목이버섯, 마늘은 E>${\gamma}$>X, 양파, 감자, 검은콩는 E>X>${\gamma}$, 라면수프와 옥수수차는 X>E>${\gamma}$, 건호박은 X>${\gamma}$>E의 순서로 TL 강도 차이를 나타내었다. 이와 함께, TL ratio($TL_1/TL_2$) 값은 조사처리구에서 0.1143-2.9318 범위를 나타내어 국내 단일시료 조사판정 범위인 TL ratio 0.1 이상을 확인할 수 있었다. 따라서 조사처리선원에 따른 조사여부 판정은 현행 물리적 확인시험법으로 가능하였으며 광물질의 함량과 조사처리 선량 등 식품 중 조사처리에 관한 연구가 지속적으로 수행되어야 할 것으로 생각된다.

휴대용 XRF를 이용한 서울시 학교 내 어린이용품 중 일부 유해물질 함량 조사 (Measurement of Hazardous Substances in Children's Goods at Schools in Seoul)

  • 김규상;박현경;최길용;임완령;신규진
    • 한국환경보건학회지
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    • 제43권3호
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    • pp.176-184
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    • 2017
  • Objectives: Excluding in their homes, children spend most of their time at an elementary school, daycare center, and/or kindergarten. For educational or recreational purposes, they make use of many children's goods at these places. Some children's goods contain phthalates and heavy metals with polyvinyl chloride (PVC), so due to their physiological and behavioral characteristics children are exposed to high concentrations of phthalates and heavy metals. This study aims to measure PVC and heavy metals, which are harmful substances in children's goods which can have an effect on children's health. Methods: Six samples of children's goods were selected through cases of detected harmful substances and the results of previous research, including assembly blocks, model toys, household toys, bags, indoor play equipment, and floor mats. The selected items were measured using X-Ray Fluorescence (XRF), and the presence and content of environmentally harmful substances such as PVC or heavy metals in the materials of children's goods were examined. Results: The highest detection rate for PVC was observed in floor mats, and bags and indoor play equipment were higher than other goods in this regard. The highest detection rate for heavy metals was found in bags, followed by indoor play equipment, assembly blocks, household toys, model toys and floor mats. Except for bags containing heavy metals, five goods showed the highest level of Pb compared to other heavy metals. Floor mats contained the highest level of Pb, Cr, and Cu among all goods. Conclusion: Many children's goods contain PVC and heavy metals, and high levels of heavy metals have been detected in some goods. It is necessary to manage children's goods to support their health.

향신료 및 건조과실류 중 총 아플라톡신의 분석 (Analysis of Total Aflatoxins in Spices and Dried Fruits)

  • 강영운;조태용;박희라;오금순;김동술
    • 한국식품위생안전성학회지
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    • 제25권1호
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    • pp.65-72
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    • 2010
  • 총아플라톡신의 분석을 위하여 대상 시료로부터 추출된 용액을 면역친화성칼럼 (immunoaffinity column)을 이용하여 정제하고 트리플루오로초산(TFA, trifluoroacetic acid) 유도체법과 광유도체화 형태인 PHRED (Photochemical reactor enhanced detection) 유도체 법을 비교 검토하여 분석하였다. 결과적으로 재현성 및 편리성은 PHRED유도체법이 우수하였으나 분리도 및 검출한계는 TFA유도체법이 우수하였다. 확립된 시험법은 아플라톡신 B1, B2, G1은 80% 이상, G2는 70% 이상의 회수율을 보였고, 아플라톡신 B1, B2, G1 및 G2 각각 0.05, 0.05, 0.2 및 $0.1\;{\mu}g/kg$의 검출한계를 나타내었다. 확립된 시험법으로 향신료 및 건조과실류 중 총 아플라톡선에 대한 실태 조사를 위하여 향신료 10종 179건 및 건조과실류 9종 137건 총 316건을 분석하였다. 그 결과, 건조과실류 건망고 등 9종 137건 중 27건(19.7%)에서 아플라톡신이 소량 검출되었으며, 건조향신료 육구두 등 10종 179건 중 87건 (48.6%)에서 아플라톡선이 검출되었다.