• 제목/요약/키워드: Gamma-map

검색결과 100건 처리시간 0.041초

Explainable radionuclide identification algorithm based on the convolutional neural network and class activation mapping

  • Yu Wang;Qingxu Yao;Quanhu Zhang;He Zhang;Yunfeng Lu;Qimeng Fan;Nan Jiang;Wangtao Yu
    • Nuclear Engineering and Technology
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    • 제54권12호
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    • pp.4684-4692
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    • 2022
  • Radionuclide identification is an important part of the nuclear material identification system. The development of artificial intelligence and machine learning has made nuclide identification rapid and automatic. However, many methods directly use existing deep learning models to analyze the gamma-ray spectrum, which lacks interpretability for researchers. This study proposes an explainable radionuclide identification algorithm based on the convolutional neural network and class activation mapping. This method shows the area of interest of the neural network on the gamma-ray spectrum by generating a class activation map. We analyzed the class activation map of the gamma-ray spectrum of different types, different gross counts, and different signal-to-noise ratios. The results show that the convolutional neural network attempted to learn the relationship between the input gamma-ray spectrum and the nuclide type, and could identify the nuclide based on the photoelectric peak and Compton edge. Furthermore, the results explain why the neural network could identify gamma-ray spectra with low counts and low signal-to-noise ratios. Thus, the findings improve researchers' confidence in the ability of neural networks to identify nuclides and promote the application of artificial intelligence methods in the field of nuclide identification.

퍼지기반 공간통합에 의한 제주도의 지열 부존 잠재력 탐사 (Geothermal Potential Mapping in Jeju Island Using Fuzzy Logic Based Data Integration)

  • 백승균;박맹언
    • 대한원격탐사학회지
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    • 제21권2호
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    • pp.99-111
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    • 2005
  • 제주도의 지열 부존 가능지역을 추출하기 위하여 최근 활발하게 제안되고 있는 퍼지이론에 기반한 GIS 통합기법을 적용함으로써 그 효용성을 검토하였다. 지질도, 수계 분포 밀도, 분석구 분포 밀도, 선구조 분포 밀도, 항공자력도, 항공방사능도 등 각 주제도의 통계적 상관관계 분석을 위해 퍼지소속함수(Fuzzy membership function)를 그래프에 도시하였다. 현재 온천 발견 위치와 상관성은 용암류의 분출시기가 오래될수록 높았다. 수계, 분석구 및 선구조에서는 분포밀도가 낮은 곳에서 상관성이 높게 나타났으며, 항공자력도와 항공방사능도에서는 대자율 및 감마선 강도가 중간 범위인 곳에서 상관성이 높은 것으로 나타났다. 퍼지 연산자 중에서는 $\gamma$ 연산자($\gamma$=0.75)가 가장 높은 성공 비율을 보였으며, 제주도 서북부 일부지역에서 새로운 지열 부존 가능성이 제기되었다.

A Comparison Study of Volumetric Modulated Arc Therapy Quality Assurances Using Portal Dosimetry and MapCHECK 2

  • Jin, Hosang;Jesseph, Fredrick B.;Ahmad, Salahuddin
    • 한국의학물리학회지:의학물리
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    • 제25권2호
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    • pp.65-71
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    • 2014
  • A Varian Portal Dosimetry system was compared to an isocentrically mounted MapCHECK 2 diode array for volumetric modulated arc therapy (VMAT) QA. A Varian TrueBeam STx with an aS-1000 digital imaging panel was used to acquire VMAT QA images for 13 plans using four photon energies (6, 8, 10 and 15 MV). The EPID-based QA images were compared to the Portal Dose Image Prediction calculated in the Varian Eclipse treatment planning system (TPS). An isocentrically mounted Sun Nuclear MapCHECK 2 diode array with 5 cm water-equivalent buildup was also used for the VMAT QAs and the measurements were compared to a composite dose plane from the Eclipse TPS. A ${\gamma}$ test was implemented in the Sun Nuclear Patient software with 10% threshold and absolute comparison at 1%/1 mm (dose difference/distance-to-agreement), 2%/2 mm, and 3%/3 mm criteria for both QA methods. The two-tailed paired Student's t-test was employed to analyze the statistical significance at 95% confidence level. The average ${\gamma}$ passing rates were greater than 95% at 3%/3 mm using both methods for all four energies. The differences in the average passing rates between the two methods were within 1.7% and 1.6% of each other when analyzed at 2%/2 mm and 3%/3 mm, respectively. The EPID passing rates were somewhat better than the MapCHECK 2 when analyzed at 1%/1 mm; the difference was lower for 8 MV and 10 MV. However, the differences were not statistically significant for all criteria and energies (p-values >0.05). The EPID-based QA showed large off-axis over-response and dependence of ${\gamma}$ passing rate on energy, while the MapCHECK 2 was susceptible to the MLC tongue-and-groove effect. The two fluence-based QA techniques can be an alternative tool of VMAT QA to each other, if the limitations of each QA method (mechanical sag, detector response, and detector alignment) are carefully considered.

COLLECTIVE FIXED POINTS FOR GENERALIZED CONDENSING MAPS IN ABSTRACT CONVEX UNIFORM SPACES

  • Kim, Hoonjoo
    • Nonlinear Functional Analysis and Applications
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    • 제26권1호
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    • pp.93-104
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    • 2021
  • In this paper, we present a fixed point theorem for a family of generalized condensing multimaps which have ranges of the Zima-Hadžić type in Hausdorff KKM uniform spaces. It extends Himmelberg et al. type fixed point theorem. As applications, we obtain some new collective fixed point theorems for various type generalized condensing multimaps in abstract convex uniform spaces.

Beta-gamma TiAl 합금의 고온변형거동 (High Temperature Deformation Behavior of Beta-gamma TiAl Alloy)

  • 김지수;김영원;이종수
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2006년도 춘계학술대회 논문집
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    • pp.429-433
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    • 2006
  • High Temperature deformation behavior of newly developed beta-gamma TiAl alloy was investigated in this study. The optimum processing condition was investigated with the aid of Dynamic Materials Model (DMM). Processing maps representing the efficiency of power dissipation for microstructural evolution and instability were constructed utilizing the results of hot compression test at temperatures ranging from $1000^{\circ}C$ to $1200^{\circ}C$ and strain rate ranging from $10^{-4}/s$ to $10^2/s$. The Artificial Neural Network (ANN) simulation was adopted to consider the deformation heating. With the help of processing map and microstructural analysis, the optimum processing condition was presented and the role of $\beta$ phase was also discussed in this study.

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CONSTRUCTION OF Γ-ALGEBRA AND Γ-LIE ADMISSIBLE ALGEBRAS

  • Rezaei, A.H.;Davvaz, Bijan
    • Korean Journal of Mathematics
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    • 제26권2호
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    • pp.175-189
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    • 2018
  • In this paper, at first we generalize the notion of algebra over a field. A ${\Gamma}$-algebra is an algebraic structure consisting of a vector space V, a groupoid ${\Gamma}$ together with a map from $V{\times}{\Gamma}{\times}V$ to V. Then, on every associative ${\Gamma}$-algebra V and for every ${\alpha}{{\in}}{\Gamma}$ we construct an ${\alpha}$-Lie algebra. Also, we discuss some properties about ${\Gamma}$-Lie algebras when V and ${\Gamma}$ are the sets of $m{\times}n$ and $n{\times}m$ matrices over a field F respectively. Finally, we define the notions of ${\alpha}$-derivation, ${\alpha}$-representation, ${\alpha}$-nilpotency and prove Engel theorem in this case.

A NOTE ON RECURSIVE SETS FOR MAPS OF THE CIRCLE

  • Cho, Seong Hoon
    • 충청수학회지
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    • 제13권1호
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    • pp.101-107
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    • 2000
  • For a continuous map f of the circle to itself, we show that if P(f) is closed, then ${\Gamma}(f)$ is closed, and ${\Omega}(f)={\Omega}(f^n)$ for all n > 0.

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시뮬레이션 순람표와 최대우도함수를 이용한 감마카메라의 영상 획득 연구 (A Study on Image Acquisition of Gamma Camera using Simulation LUT and MLPE)

  • 이승재
    • 한국방사선학회논문지
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    • 제15권4호
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    • pp.409-414
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    • 2021
  • 감마카메라에서 영상을 획득하기 위해서 직선성 보정을 시행해야 한다. 이를 위해서 섬광체와 감마선이 상호작용한 위치에 대한 정확한 위치 지정을 위해 직선성 맵을 활용하여 디지털 좌표를 획득한다. 본 연구에서는 직선성 맵을 사용하지 않고 순람표와 최대우도함수를 사용하여 왜곡되지 않은 영상을 획득함과 동시에 디지털 좌표를 획득하는 방법을 개발하였다. DETECT2000 시뮬레이션을 통해 소형의 감마카메라를 구성하여 제시된 방법에 대해 검증을 실시하였다. GAGG 섬광체와 SiPM 광센서를 사용하여 감마카메라를 구성하였고, 섬광체의 중심에서 감마선 반응을 일으켜 SiPM에서 획득한 신호의 비율을 사용하여 순람표를 작성하였다. 작성된 순람표와 최대우도함수를 통해 감마선 반응에 의해 획득한 신호의 위치를 디지털 좌표로 획득하여 영상을 구성하였다. 그 결과 일반적으로 획득되는 영상에 비해 직선성이 유지되었으며, 감마선 반응을 발생시킨 위치의 정확도가 우수하였으며, 위치 간 간격이 일정하게 나타났다. 시뮬레이션을 통해 획득한 순람표는 신호의 비율을 사용하여 작성되므로 이를 실험에 직접 활용할 수 있어, 직선성 맵을 작성하지 않고 편리하게 직선성이 보정된 디지털 좌표로 신호의 위치를 획득할 수 있다.

Gamma-irradiation induced expression of ICAM-l on human meuroblastoma cells is mediated by the activation of p38 MAP kinase.

  • Son, Eun-Hwa;Mo, Sung-Ji;Rhee, Dong-Kwon;Pyo, Suhk-Neung
    • 대한약학회:학술대회논문집
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    • 대한약학회 2003년도 Proceedings of the Convention of the Pharmaceutical Society of Korea Vol.2-2
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    • pp.139.1-139.1
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    • 2003
  • Since radiotherapy has been suspected to promote tumor metastasis and the presence of increase levels of adhesion molecules have implications for metastasis, we decided to investigate whether gamma-irradiation alters the expression of intercellular adhesion molecule-1 (ICAM-1) on neuroblastoma cells and the activities of relevant intracellular signaling molecules. In the present study, the relative of ICAM-1 expression under gamma-irradiated neuroblastoma cells were assessed by Western blot analysis. (omitted)

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