• 제목/요약/키워드: imaging material

검색결과 579건 처리시간 0.029초

Detection of E.coli biofilms with hyperspectral imaging and machine learning techniques

  • Lee, Ahyeong;Seo, Youngwook;Lim, Jongguk;Park, Saetbyeol;Yoo, Jinyoung;Kim, Balgeum;Kim, Giyoung
    • 농업과학연구
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    • 제47권3호
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    • pp.645-655
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    • 2020
  • Bacteria are a very common cause of food poisoning. Moreover, bacteria form biofilms to protect themselves from harsh environments. Conventional detection methods for foodborne bacterial pathogens including the plate count method, enzyme-linked immunosorbent assays (ELISA), and polymerase chain reaction (PCR) assays require a lot of time and effort. Hyperspectral imaging has been used for food safety because of its non-destructive and real-time detection capability. This study assessed the feasibility of using hyperspectral imaging and machine learning techniques to detect biofilms formed by Escherichia coli. E. coli was cultured on a high-density polyethylene (HDPE) coupon, which is a main material of food processing facilities. Hyperspectral fluorescence images were acquired from 420 to 730 nm and analyzed by a single wavelength method and machine learning techniques to determine whether an E. coli culture was present. The prediction accuracy of a biofilm by the single wavelength method was 84.69%. The prediction accuracy by the machine learning techniques were 87.49, 91.16, 86.61, and 86.80% for decision tree (DT), k-nearest neighbor (k-NN), linear discriminant analysis (LDA), and partial least squares-discriminant analysis (PLS-DA), respectively. This result shows the possibility of using machine learning techniques, especially the k-NN model, to effectively detect bacterial pathogens and confirm food poisoning through hyperspectral images.

몰리브덴 스퍼터링 처리 의류소재의 열적 특성과 전기적 특성에 관한 연구 (A study on thermal and electrical properties of molybdenum sputtered clothing materials)

  • 한혜리
    • 복식문화연구
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    • 제30권1호
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    • pp.88-101
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    • 2022
  • Molybdenum is used in electrical contacts, industrial motors, and transportation materials due to its remarkable ability to resist heat and corrosion. It is also used to flame coat other metals. This study investigated, the thermal characteristics of the molybdenum sputtered material, such as electrical conductivity, and stealth effects on infrared thermal imaging cameras. To this end, molybdenum sputtered samples were prepared by varying the density of the base sample and the type of base materials used. Thereafter, the produced samples were evaluated for their surface state, electrical conductivity, electromagnetic field characteristics, thermal characteristics, stealth effect on infrared thermal imaging cameras, and moisture characteristics. As a result of infrared thermal imaging, the molybdenum layer was directed towards the outside air, and when the sample was a film, it demonstrated a greater stealth effect than the fabric. When the molybdenum layer was directed to the outside air, all of the molybdenum sputtering-treated samples exhibited a lower surface temperature than the "untreated sample." In addition, as a result of confirming electrical properties following the molybdenum sputtering treatment, it was determined that the film exhibited better electrical conductivity than the fabric. All samples that were subjected to molybdenum sputtering exhibited significantly reduced electromagnetic and IR transmission. As a result, the stealth effect on infrared thermal imaging cameras is considered to be a better way of interpreting heat transfer than infrared transmission. These results are expected to have future applications in high-performance smartwear, military uniforms, and medical wear.

테라헤르츠 이미징을 이용한 금속 성분 회화 재료 진단 연구 (Material Diagnosis of Metalbased Pigments in Paintings Using Terahertz Imaging)

  • 백나연;이한형;송유나
    • 박물관보존과학
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    • 제29권
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    • pp.111-132
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    • 2023
  • 테라헤르츠파는 금속에 대부분의 신호가 반사되어 되돌아온다는 특성을 가지고 있다. 이를 활용하여 본 연구에서는 회화 문화재에서 금속 재료의 사용 여부와 그 분포범위를 확인하여 정보를 해석하는 연구를 진행하였다. 먼저 금속 분말 안료와 금속성의 색상과 질감을 표현하는 합성 펄 안료를 사용한 시편 테스트를 통해서는 금속 성분으로 인한 신호 단절과 단면 이미지에 반영되는 양상, 그리고 평면 이미지에서 높은 반사도를 보이는 기본적인 테라헤르츠 이미지 특성을 비교하였다. 이와 더불어 여러 형태의 한국화와 유화에 대한 이미지 분석을 진행하여 금속 채색 재료의 내부 채색 여부와 그 분포 범위를 파악하였으며 이를 바탕으로 그림의 상태 확인과 더불어 추가적인 미술사적 정보를 획득하였다. 테라헤르츠 이미징 기술은 금속 성분의 재료가 사용된 여러 유형의 회화에 대하여 채색 기법과 내부 정보에 대한 진단 분석으로 보존처리를 위한 자료 및 미술사적인 내용 규명에 활용할 수 있을 것으로 기대된다.

Comparison of Characteristics of Gamma-Ray Imager Based on Coded Aperture by Varying the Thickness of the BGO Scintillator

  • Seoryeong Park;Mark D. Hammig;Manhee Jeong
    • Journal of Radiation Protection and Research
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    • 제47권4호
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    • pp.214-225
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    • 2022
  • Background: The conventional cerium-doped Gd2Al2Ga3O12 (GAGG(Ce)) scintillator-based gamma-ray imager has a bulky detector, which can lead to incorrect positioning of the gammaray source if the shielding against background radiation is not appropriately designed. In addition, portability is important in complex environments such as inside nuclear power plants, yet existing gamma-ray imager based on a tungsten mask tends to be weighty and therefore difficult to handle. Motivated by the need to develop a system that is not sensitive to background radiation and is portable, we changed the material of the scintillator and the coded aperture. Materials and Methods: The existing GAGG(Ce) was replaced with Bi4Ge3O12 (BGO), a scintillator with high gamma-ray detection efficiency but low energy resolution, and replaced the tungsten (W) used in the existing coded aperture with lead (Pb). Each BGO scintillator is pixelated with 144 elements (12 × 12), and each pixel has an area of 4 mm × 4 mm and the scintillator thickness ranges from 5 to 20 mm (5, 10, and 20 mm). A coded aperture consisting of Pb with a thickness of 20 mm was applied to the BGO scintillators of all thicknesses. Results and Discussion: Spectroscopic characterization, imaging performance, and image quality evaluation revealed the 10 mm-thick BGO scintillators enabled the portable gamma-ray imager to deliver optimal performance. Although its performance is slightly inferior to that of existing GAGG(Ce)-based gamma-ray imager, the results confirmed that the manufacturing cost and the system's overall weight can be reduced. Conclusion: Despite the spectral characteristics, imaging system performance, and image quality is slightly lower than that of GAGG(Ce), the results show that BGO scintillators are preferable for gamma-ray imaging systems in terms of cost and ease of deployment, and the proposed design is well worth applying to systems intended for use in areas that do not require high precision.

의료영상 촬영을 위한 비용-효율적인 신경조절 장비 (Cost-Effective Neuro-Modulation Device for Medical Imaging)

  • 황승민;최영빈;이기현;정영진
    • 한국방사선학회논문지
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    • 제17권7호
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    • pp.1165-1170
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    • 2023
  • 본 연구는 신경과학과 임상의학 분야에서 의료영상 촬영에 활용될 수 있는 비용-효율적인 뇌 신경조절 장비 개발하고자 하였습니다. 이를 위해, 500달러 미만의 재료비로 뇌 신경조절 장비를 설계하고, 이를 제작하여, 그 성능을 평가하였다. 측정된 성능평가 결과는 기존 의료기기와 유사하였으며, 그 크기는 3 cm by 3 cm 이하로 개발하였다. 본 연구의 결과는 관련 분야의 연구 개발 및 신경 자극 기술의 신속한 상용화 등에 활용될 수 있을 것이라 기대됩니다. 또한 기능적 방사선 의료영상 기술의 발전 및 뇌과학 및 뇌 자극기술 개발의 접근성 향상에 기여할 것으로 기대됩니다.

Perfusion MR Imaging in Gliomas: Comparison with Histologic Tumor Grade

  • Sun Joo Lee;Jae Hyoung Kim;Young Mee Kim;Gyung Kyu Lee;Eun Ja Lee;In Sung Park;Jin-Myung Jung;Kyeong Hun Kang;Taemin Shin
    • Korean Journal of Radiology
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    • 제2권1호
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    • pp.1-7
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    • 2001
  • Objective: To determine the usefulness of perfusion MR imaging in assessing the histologic grade of cerebral gliomas. Materials and Methods: In order to determine relative cerebral blood volume (rCBV), 22 patients with pathologically proven gliomas (9 glioblastomas, 9 anaplastic gliomas and 4 low-grade gliomas) underwent dynamic contrast-enhanced T2*-weighted and conventional T1- and T2-weighted imaging. rCBV maps were obtained by fitting a gamma-variate function to the contrast material concentration versus time curve. rCBV ratios between tumor and normal white matter (maximum rCBV of tumor / rCBV of contralateral white matter) were calculated and compared between glioblastomas, anaplastic gliomas and low-grade gliomas. Results: Mean rCBV ratios were 4.90°±1.01 for glioblastomas, 3.97°±0.56 for anaplastic gliomas and 1.75°±1.51 for low-grade gliomas, and were thus significantly different; p < .05 between glioblastomas and anaplastic gliomas, p < .05 between anaplastic gliomas and low-grade gliomas, p < .01 between glioblastomas and low-grade gliomas. The rCBV ratio cutoff value which permitted discrimination between high-grade (glioblastomas and anaplastic gliomas) and low-grade gliomas was 2.60, and the sensitivity and specificity of this value were 100% and 75%, respectively. Conclusion: Perfusion MR imaging is a useful and reliable technique for estimating the histologic grade of gliomas.

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클래드 판재를 사용한 3D 프린터 히팅 블록 개발 (Development of 3D printer heating block using clad plate material)

  • 원대희
    • 한국융합학회논문지
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    • 제8권4호
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    • pp.199-205
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    • 2017
  • 이 연구에서는 3D 프린터 히팅 블록의 발열로 인해 가이드로 열이 전달되어 필라멘트가 녹는 문제점을 개선하기 위해 설계 해석과 폭발압접을 융합한 방법으로 클래드 판재를 만들었다. 클래드 판재에 대한 전단 강도시험을 하였으며, 히팅 블록으로 가공한 다음 열 해석, 열전도도, 열화상 측정 결과 다음과 같은 결론을 얻었다. 구리와 타이타늄 클래드 판재로 만든 히팅 블록에 대하여 3D 모델링 열 해석 한 결과 필라멘트 가이드 부위의 표면온도가 히팅 블록 표면온도 보다 낮은 온도가 예측되었다. 구리와 타이타늄 클래드 판재로 만든 다음 전단 강도를 측정한 결과 평균 195.6MPa 값을 얻었다. 구리와 타이타늄 클래드 판재로 만든 히팅 블록에 대하여 열전도도를 3회 측정한 결과 평균 $62.52W/m{\cdot}K$값을 나타내었다. 구리와 타이타늄 클래드 판재로 만든 히팅 블록에 대하여 열화상 카메라로 표면 온도를 측정한 결과 최대 $107.3^{\circ}C$ 측정되었으며, 필라멘트 가이드 부근에서는 $183.2^{\circ}C$ 측정되었다. 기존 필라멘트의 부위의 온도 보다 $89^{\circ}C$ 낮은 온도 분포를 보였다.

다층구조($CaWO_4/a-Se$) 기반의 X선 검출센서에서 a-Se에 첨가된 As의 특성비 연구 (The Study on Characteristic Composition of As in a-Se with X-ray Detection Sensor using $CaWO_4/a-Se$)

  • 최장용;이동길;신정욱;김재형;남상희
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2002년도 추계학술대회 논문집 Vol.15
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    • pp.432-435
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    • 2002
  • The ultimate study of this research is to improve the properties of digital X-ray receptor based on amorphous selenium. There are being two prominent studying for Digital Radiography. Direct and Indirect method of Digital Radiography are announced for producing high quality digital image. But each two systems have strength and weakness. This is a basic research for developing of Hybrid digital radiography which is a new type X-ray detector. ln this study, we investigated the electrical characteristic of multi-layer$(CaWO_4+a-Se)$ as a photoconductor according to the changing iodine composition ratio. The iodine composition ratio of a-Se compound is classified into 5 different kinds which have 30ppm, 100ppm, 300ppm, 500ppm, 700ppm and were made test sample throught thermo-evaporation. The phosphor layer of $CaWO_4$ was overlapped on a-Se using EFIRON optical adhesives. We measured the dark and photo current about the test sample and compared the electrical characteristic of the net charge and signal-to-noise ratio. Among other things, test sample of compound material of 700ppm iodine showed good characteristic of $2.53nA/cm^2$ dark current and $479nC/cm^2{\cdot}mR$ net charge at $3V/{\mu}m$.

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위상 잠금 열화상 기법을 이용한 콘크리트 마감재 내부 균열 검출 (Concrete Crack Detection Inside Finishing Materials Using Lock-in Thermography)

  • 이명훈;우욱용;최하진;김종찬
    • 한국구조물진단유지관리공학회 논문집
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    • 제27권6호
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    • pp.30-38
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    • 2023
  • 안전점검 대상 노후 건축물이 증가함에 따라 안전관리 주체인 지정기관 및 관리주체의 부담이 증가하고 있다. 이에 안전점검 대상 건축물 선정에 있어 적절한 안전전검 기준과 그에 따르는 적절한 기술은 필수적이다. 현행 노후 건축물 대상 안전점검 수행 기준은 마감재로 인해 구조 부재 균열 등의 손상 확인이 어려울 경우 낮은 점수를 부여하고 있다. 이는 구조물의 실체 안전상태와 관계없이 평가 결과가 과소평가되어 안전점검 대상 노후화 건축물을 증가시키는 원인이다. 이에 본 연구에서는 마감재 내부의 균열 탐지를 위해 비파괴·비접촉 검사인 열화상 기법을 제안하였다. 열화상 카메라를 이용한 마감재 내부 균열 관측을 위해 콘크리트 시편을 제작하였으며, 콘크리트 표면 및 균열부에 열원을 가진하여 열화상 데이터를 계측하였다. 계측 결과, 너비 0.3mm, 0.5mm, 0.7mm의 마감재 내부 균열 관측이 가능함을 확인하였으나, 표면 박리, 도배지 들뜸으로 인한 불균일한 온도 분포로 인해 균열 판단이 어렵다. 이에 열화상 데이터의 진폭 및 위상 차이를 도출하여 데이터 분석을 수행한 결과, 0.5mm, 0.7mm 균열에 대해 선명한 균열 계측이 가능하였다. 본 연구를 토대로 추후 마감재 내부 균열 손상 진단에 있어 빅 데이터 기반 딥러닝을 이용한 기술개발을 통해 현장적용 및 분석의 효율성을 증대시키고자 한다.

자기공명 영상장치에서 정형보철금속의 자화(磁化)에 관한 연구 (A Study on the magnetization of metal orthopedic prosthesis in magnetic resonance imaging)

  • 김형균;송득중;최성대
    • 한국기계가공학회지
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    • 제12권4호
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    • pp.34-39
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    • 2013
  • For orthopedic artificial metal stainless steel, the magnetization of the magnetic field due to the presence of the titanium was to observe the change. Magnetic field meter (Tesla meters) a certain distance (ISO Centre) 1.5 Tesla magnetic field, the magnetization in the center with the passage of time were measured. Therefore, these artificial metal clip shape and magnetization of the sample size to produce a ferromagnetic material for comparison is the experimental dependence. For comparison of the experimental dependence of the magnetization, thereby producing a test piece size such as shaping prosthetic metal Clip is a ferromagnetic material. The experimental results, the metal orthopedic implants, there was no change in the magnetization indicated by ferromagnetic material in its natural state. However, in a magnetic field of 1.5T (Tesla), showed a sensitivity that is magnetized rapidly compared to the ferromagnetic material. In conclusion, high in the order of Clip, Stainless, of Titanium, the degree of dependence of the magnetization intensity of magnetization was the order Stainless, Titanium, of Clip in a magnetic field.