• Title/Summary/Keyword: Radiation sensor

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Using machine learning for anomaly detection on a system-on-chip under gamma radiation

  • Eduardo Weber Wachter ;Server Kasap ;Sefki Kolozali ;Xiaojun Zhai ;Shoaib Ehsan;Klaus D. McDonald-Maier
    • Nuclear Engineering and Technology
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    • v.54 no.11
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    • pp.3985-3995
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    • 2022
  • The emergence of new nanoscale technologies has imposed significant challenges to designing reliable electronic systems in radiation environments. A few types of radiation like Total Ionizing Dose (TID) can cause permanent damages on such nanoscale electronic devices, and current state-of-the-art technologies to tackle TID make use of expensive radiation-hardened devices. This paper focuses on a novel and different approach: using machine learning algorithms on consumer electronic level Field Programmable Gate Arrays (FPGAs) to tackle TID effects and monitor them to replace before they stop working. This condition has a research challenge to anticipate when the board results in a total failure due to TID effects. We observed internal measurements of FPGA boards under gamma radiation and used three different anomaly detection machine learning (ML) algorithms to detect anomalies in the sensor measurements in a gamma-radiated environment. The statistical results show a highly significant relationship between the gamma radiation exposure levels and the board measurements. Moreover, our anomaly detection results have shown that a One-Class SVM with Radial Basis Function Kernel has an average recall score of 0.95. Also, all anomalies can be detected before the boards are entirely inoperative, i.e. voltages drop to zero and confirmed with a sanity check.

Simulation of Radiation Imaging based on the Scanning of Pin-hole Stereo Vision Sensors (핀홀 스테레오 비전 센서의 공간 스캔을 통한 방사선의 영상화 시뮬레이션)

  • Park, Soon-Yong;Baek, Seung-Hae;Choi, Chang-Won
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.7
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    • pp.1671-1680
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    • 2014
  • There are always much concern about the leakage of radiation materials in the event of dismantle or unexpected accident of nuclear power plant. In order to remove the leakage of radiation materials, appropriate dispersion detection techniques for radiation materials are necessary. However, because direct handling of radiation materials is highly restricted and risky, developing radiation-related techniques needs computer simulation in advance to evaluate the feasibility. In this paper, we propose a radiation imaging technique which can acquire 3D dispersion information of radiation materials and tested by simulation. Using two virtual 1D radiation sensors, we obtain stereo radiation images and acquire the 3D depth to virtual radiation materials using stereo disparity. For point and plane type virtual radiation materials, the possibility of the acquisition of stereo radiation image and 3D information are simulated.

Measurement of the Photon Fluence for the Evaluation of Photon Detection Efficiency of Photon Counting Sensor (광계수형 센서의 포톤계수효율 평가를 위한 포톤플루엔스 측정)

  • Park, Ji-Koon;Heo, Ye-Ji;Kim, Kyo-Tae;Noh, Si-Cheol;Kang, Sang-Sik
    • Journal of the Korean Society of Radiology
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    • v.10 no.1
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    • pp.1-6
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    • 2016
  • Recently, the various digital X-ray imaging devices using CCD and TFT LCD-based flat panel digital X-ray sensor are being used. In particular, a number of studies on photon counting sensor technique have been reported. In this study, the incident X-rays fluence on the photon counting sensor material was measured to estimate photon detection efficiency which is the quantitative performance evaluation factor of photon counting sensor. The result of measuring the photon fluence by using RQA-M2 Radiation beam quality of IEC 61223-1-2 recommendations, the incident photon fluence could be defined as about $4 photons/(0.01mm)^2{\cdot}{\mu}Gy$ within $10{\mu}m$ pin-hole area, and about $50photons/(0.03mm)^2{\cdot}{\mu}Gy$ within $30{\mu}m$ pin-hole area, and about $698photons/(0.1mm)^2{\cdot}{\mu}Gy$ within $100{\mu}m$ pin-hole area. Consequently, with the previously setup of the incident fluence, the measuring of actual photon counting efficiency by observing the output waveform of the photon counting sensor material was considered possible.

Feasibility study on the development of noncontact temperature sensor using infrared optical fiber (적외선 투과 광섬유를 이용한 비접촉식 온도 센서 개발을 위한 기초 연구)

  • Yoo, Wook-Jae;Cho, Dong-Hyun;Chung, Soon-Cheol;Tack, Gye-Rae;Jun, Jae-Hoon;Lee, Bong-Soo;Son, Sang-Hee;Cho, Seung-Hyun
    • Journal of Sensor Science and Technology
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    • v.15 no.3
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    • pp.179-185
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    • 2006
  • We have developed a noncontact temperature sensor using a silver halides infrared optical fiber. An infrared radiation from a heat source is transferred by a silver halides infrared optical fiber and measured by infrared sensors such as a thermopile and a thermal optical power-meter. The relationships between the temperature of a heat source and the output voltage of the thermopile and the optical power of a thermal optical power-meter are determined. The measurable temperature range using a thermopile and a thermal optical power-meter are from 100 to $750^{\circ}C$ and from 30 to $750^{\circ}C$ respectively. It is expected that a noncontact temperature sensor using infrared optical fiber can be developed for medical and industrial usages based on the results of this study.

Measurements and characterizations of cerenkov light in fiber-optic radiation sensor irradiated by high energy electron beam (고에너지 전자선 측정을 위한 광섬유 방사선 센서에서의 체렌코프 빛 측정 및 분석)

  • Jang, Kyoung-Won;Cho, Dong-Hyun;Jeong, Sun-Cheol;Jun, Jae-Hun;Lee, Bong-Soo;Kim, Sin;Cho, Hyo-Sung;Park, Sung-Yong;Shin, Dong-Ho
    • Journal of Sensor Science and Technology
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    • v.15 no.3
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    • pp.186-191
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    • 2006
  • In general, Cerenkov light is produced by a charged particle that passes through a medium with a velocity greater than that of visible light. Although the wavelength of Cerenkov light is very broad, the peak is in the almost visible range from 400 to 480 nm. Therefore, it always causes a problem to detect a real light signal that is generated in the scintillator on the fiber-optic sensor tip for dose measurements of high-energy electron beam. The objectives of this study are to measure, characterize and remove Cerenkov light generated in a fiber-optic radiation sensor tip to detect a real light signal from the scintillator. In this study, the intensity of Cerenkov light is measured and characterized as a function of incident angle of electron beam from a LINAC, and as a function of the energy of electron beam. As a measuring device, a photodiode-amplifier system is used, and a subtraction method using a background optical fiber is investigated to remove Cerenkov light.

Optimized Design and Manufacture of Wideband Pulsed Gamma-ray Sensors (광대역 펄스감마선 탐지센서 최적화 설계 및 제작)

  • Jeong, Sang-hun;Lee, Nam-ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.1
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    • pp.223-228
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    • 2017
  • In this paper, we are proposing an optimal design of wideband pulsed type gamma-ray sensors. These sensors were manufactured based on the design results and after word electrical properties were analyzed. The sensor input parameters were derived on the basis of pulsed gamma-ray spectrum and time-dependent energy rate, and the output current which were derived on the basis of the sensor sensitivity control circuit. Pulsed gamma-ray sensors were designed using the TCAD simulators. The design results show that the optimal Epi layer thickness is 45um with the applied voltage 3.3V and the diameter is 2.0mm. The doping concentrations are as follows : N-type is an Arsenic as $1{\times}10^{19}/cm^3$, P-type is a Boron as $1{\times}10^{19}/cm^3$ and Epi layer is Phosphorus as $3.4{\times}10^{12}/cm^3$. The fabricated sensor was a leakage current, 12pA at voltage -3.3V and fully depleted mode at voltage -5V. A test result of pulsed radiation shows that the sensor gives out the optimal photocurrent.

Fabrication and Characterization of a Fiber-optic Radiation Sensor for Detection of Tritium (삼중수소 검출용 광섬유 방사선 센서의 제작 및 특성분석)

  • Jang, Kyoung-Won;Cho, Dong-Hyun;Yoo, Wook-Jae;Lee, Bong-Soo;Moon, Joo-Hyun;Park, Byung-Gi;Cho, Young-Ho;Kim, Sin
    • Korean Journal of Optics and Photonics
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    • v.20 no.4
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    • pp.201-206
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    • 2009
  • In this study, we have fabricated a fiber-optic radiation sensor for detection of tritium using inorganic scintillators and optical fibers. We have tested various kinds of inorganic scintillators such as $Gd_2O_2S$ : Tb, $Y_3Al_5O_{12}$ : Ce, and CsI : Tl to select the most effective sensor tip. In addition, we have measured the scintillating lights using a photomultiplier tube as a function of distance between sensor tips to the source with the different activities of hydride tritium. The final results are compared with those which are obtained using a surface activity monitor.

Thermal Performance Test of the On-Board Blackbody System in the orbital environment for Non-Uniformity Correction of an Infrared Sensor (적외선 센서 교정용 위성 탑재 흑체 시스템의 궤도 환경 열성능 평가 시험)

  • Pil-Gyeong, Choi;Hye-In, Kim;Hyun-Ung, Oh;Byung-Cheol, Yoo;Kyoung-Muk, Lee;Jin-Suk, Hong
    • Journal of Aerospace System Engineering
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    • v.16 no.6
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    • pp.90-98
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    • 2022
  • The output of an infrared (IR) sensor mounted on an EO/IR payload is known to change during a mission period in an orbital environment. As it is required to calibrate the output of the IR sensor periodically to obtain high-quality images, an on-board black body system is mounted on the payload. All systems operating in the space environment require performance tests on ground to verify the target performance in the orbital environment. Therefore, it is also required to test the black body system to verify the performance of the surface temperature uniformity and the estimated representative temperature error within the target temperature range in the operating environment. In this study, calibration of the estimated representative temperature error and verification of the thermal performance of the black body system were conducted by performed a performance test in the thermal vacuum chamber applying deep space radiation cooling effect of an orbital environment.

A Study on the Thermal and Flow Characteristics of Wind and Radiant Heat Shield for Offshore by using Mesh Screen (메쉬 스크린을 적용한 해양구조물용 방풍 및 복사열 차단막 열유동특성에 관한 연구)

  • Yi, Chung-Seob;Chin, Do-Hun
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.11 no.3
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    • pp.166-173
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    • 2012
  • This study is about comparison of thermal and flow characteristics on the wind & radiant heat shield with STS mesh type screen for offshore. Numerical analysis was conducted to find transmission coefficient in the mesh and then analyse the flow characteristics about wind & radiant heat shield. The experiment method of solar radiation has been used as thermal radiation source to get the performance of radiant heat shield measurement. The sensor radiation device has been used to measure the reduction of solar radiation with various size of cells and at a distance of 0.5m and 1m from the cold face of the wind & radiant heat shield.

Radiation power estimation for the planar array acoustic sensor considering mutual coupling effects (상호간섭영향을 고려한 평면배열형 음향센서의 방사출력 예측)

  • Lee, Jong-Kil;Seo, In-Chang
    • Journal of Institute of Control, Robotics and Systems
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    • v.2 no.3
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    • pp.194-199
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    • 1996
  • 평면 배열형 소나 센서에서는 트랜스듀서 상호간의 간섭효과들이 음을 방사하는 각각의 트랜스듀서 및 평면 배열의 빔패턴에 영향을 주게된다. 따라서 음향 방사출력의 계산은 소나용 트랜스듀서의 성능및 효율을 평가하는데 필수적이다. 음향 방사출력을 예측하기 위하여 무한 강성 배플에 고정된 수개의 트랜스듀서를 이론해석의 대상으로 설정하였다. 각 트랜스듀서는 자기방사 임피던스 및 상호방사 임피던스로 구성되어 있으며 이것의 총 방사 임피던스 및 음향반사 출력의 추출은 등가 전기회로 모델을 이용하였다. 이론및 수치해석의 결과에 근거하여 음향방사 출력은 각 트랜스듀서 상호간의 간섭의 양에 의존함을 보였으며 상호간섭에 의한 음향출력 손실은 25.05%에서 최고 51.52%정도임을 확인하였다.

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