• Title/Summary/Keyword: Gamma Radiation

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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.

Enhancement of Pendimethalin Degradation Activity in Bacillus sp. MS202 using Gamma Radiation

  • Lee Young-Keun;Chang Hwa-Hyoung;Lee Ho-Jin;Park Heesoon;Lee Kyung Hee;Joe Min-Ho
    • Korean Journal of Environmental Biology
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    • v.23 no.4
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    • pp.405-408
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    • 2005
  • To induce the enhanced mutants of dinitroaniline herbicide pendimethalin degrading bacterium, Bacillus sp. MS202 was irradiated with gamma radiation at the dose of $LD_{99}$ (3.35 kGy). Three enhanced mutants (MS202m7, MS202m14, MS202m18) were isolated from the candidates by the generation - isolation method. Clear zone formation and the GC analysis confirmed that the degrading activity of each enhanced mutant (MS202m7, MS202m14, MS202m18), the formation of pendimethalin metabolite, increased by $11\%,\;45\%,\;and\;32\%$ than a wild type, respectively. It suggested that these mutants induced by gamma radiation could be useful for the application of pesticide degradation.

Application of Gamma Ray Densitometry in Powder Metallurgy

  • Schileper, Georg
    • Proceedings of the Korean Powder Metallurgy Institute Conference
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    • 2002.07a
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    • pp.25-37
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    • 2002
  • The most important industrial application of gamma radiation in characterizing green compacts is the determination of the density. Examples are given where this method is applied in manufacturing technical components in powder metallurgy. The requirements imposed by modern quality management systems and operation by the workforce in industrial production are described. The accuracy of measurement achieved with this method is demonstrated and a comparison is given with other test methods to measure the density. The advantages and limitations of gamma ray densitometry are outlined. The gamma ray densitometer measures the attenuation of gamma radiation penetrating the test parts (Fig. 1). As the capability of compacts to absorb this type of radiation depends on their density, the attenuation of gamma radiation can serve as a measure of the density. The volume of the part being tested is defined by the size of the aperture screeniing out the radiation. It is a channel with the cross section of the aperture whose length is the height of the test part. The intensity of the radiation identified by the detector is the quantity used to determine the material density. Gamma ray densitometry can equally be performed on green compacts as well as on sintered components. Neither special preparation of test parts nor skilled personnel is required to perform the measurement; neither liquids nor other harmful substances are involved. When parts are exhibiting local density variations, which is normally the case in powder compaction, sectional densities can be determined in different parts of the sample without cutting it into pieces. The test is non-destructive, i.e. the parts can still be used after the measurement and do not have to be scrapped. The measurement is controlled by a special PC based software. All results are available for further processing by in-house quality documentation and supervision of measurements. Tool setting for multi-level components can be much improved by using this test method. When a densitometer is installed on the press shop floor, it can be operated by the tool setter himself. Then he can return to the press and immediately implement the corrections. Transfer of sample parts to the lab for density testing can be eliminated and results for the correction of tool settings are more readily available. This helps to reduce the time required for tool setting and clearly improves the productivity of powder presses. The range of materials where this method can be successfully applied covers almost the entire periodic system of the elements. It reaches from the light elements such as graphite via light metals (AI, Mg, Li, Ti) and their alloys, ceramics ($AI_20_3$, SiC, Si_3N_4, $Zr0_2$, ...), magnetic materials (hard and soft ferrites, AlNiCo, Nd-Fe-B, ...), metals including iron and alloy steels, Cu, Ni and Co based alloys to refractory and heavy metals (W, Mo, ...) as well as hardmetals. The gamma radiation required for the measurement is generated by radioactive sources which are produced by nuclear technology. These nuclear materials are safely encapsulated in stainless steel capsules so that no radioactive material can escape from the protective shielding container. The gamma ray densitometer is subject to the strict regulations for the use of radioactive materials. The radiation shield is so effective that there is no elevation of the natural radiation level outside the instrument. Personal dosimetry by the operating personnel is not required. Even in case of malfunction, loss of power and incorrect operation, the escape of gamma radiation from the instrument is positively prevented.

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Comparison of Microbiological Safety of Porcine Grafts on Gamma Irradiation for Use of Xenografts (돼지 유래 생체 조직의 이식재 활용을 위한 방사선 조사 미생물 제어 평가)

  • Jo, Eu-Ri;Kim, Jeongsoo;Choi, Jong-il;Kim, Jae-Hun;Sung, Nak-Yun;Song, Beom-Seok;Kim, JaeKyung;Park, Jong-Heum;Lee, Ju-Woon
    • Journal of Radiation Industry
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    • v.5 no.3
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    • pp.279-283
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    • 2011
  • This study was compared microbiological safety with gamma-irradiated porcine tendon and skin, as materials for the development of xenografts to regenerate damaged tissues and protect secondary contamination. The porcine tendon and skin were gamma-irradiated after inoculation of bacteria and virus to evaluate irradiation sensitivity of microorganisms. The result showed that the porcine tendon and skin were not different on the sensitivity of microorganisms by gamma irradiation. Bacteria inoculated in the porcine tendon and skin were confirmed that E. coli was the $D_{10}$ values of $0.32{\pm}0.082$ and $0.25{\pm}0.1kGy$ on tendon and skin, and B. subtilis was $4.00{\pm}0.312$ and $3.88{\pm}0.3kGy$ on gamma irradiation, respectively. Moreover, Virus inoculated in the porcine tendon and skin was observed that poliovirus (PV) was $6.26{\pm}0.332$ and $6.88{\pm}0.3kGy$, and porcine parvovirus (PPV) was $1.75{\pm}0.131$ and $1.73{\pm}0.2kGy$ and bovine viral diarrhoea virus (BVDV) was $3.70{\pm}0.212$ and $3.81{\pm}0.2kGy$ on gamma irradiation, respectively. Virus showed higher resistance compared to bacteria on gamma irradiation, but was not detected CPE (cytopathic effect) by virus both tendon and skin at 25 kGy, a standard dose recommended from IAEA for sterilization of medical products. Therefore, These results were considered that gamma irradiation could control effectively bacteria and virus to develop safe porcine xenograft, and apply same irradiation doses to all tissues including tendon and skin of porcine.

Sensory Quality Improvement of Gamma-irradiated Kimchi after Addition of Paprika Oleoresin and Artificial Kimchi Flavor (파프리카색소와 김치향 첨가 후 감마선 조사된 김치의 관능적 품질 개선)

  • Kim, Mi-Jung;Song, Beom-Seok;Park, Jin-Gyu;Han, In-Jun;Park, Jae-Nam;Choi, Jong-Il;Kim, Jae-Hun;Byun, Myung-Woo;Lee, Kyung-Haeng;Lee, Ju-Woon
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.37 no.2
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    • pp.239-244
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    • 2008
  • Paprika oleoresin (PO) and artificial Kimchi flavor (AKF) were added to Kimchi to improve the sensory qualities deteriorated by gamma irradiation in terms of color and flavor. Optimum concentration of both PO and AKF resulting from the sensory evaluation was 0.2%. The redness and capsanthin contents of Kimchi decreased by gamma irradiation at 25 kGy during storage at $35^{\circ}C$. However, the redness and capsanthin contents of gamma-irradiated Kimchi was increased by the addition of 0.2% PO, and maintained during the storage at $35^{\circ}C$ for 30 days. The result from the sensory evaluation indicated that sensory qualities of gamma-irradiated Kimchi were effectively improved by the addition of PO and AKF during storage at $35^{\circ}C$. Therefore, the combined treatment of additives (PO and AKF) and gamma irradiation can be considered as an effective method to improve the redness and sensory qualities of Kimchi sterilized by high-dose gamma irradiation.

Effect of Gamma-Irradiation on the Whitening Activity of β-Glucan (감마선 조사가 베타글루칸의 미백활성에 미치는 영향)

  • Kim, Jae-Hun;Sung, Nak-Yun;Jung, Pil-Moon;Song, Beom-Seok;Choi, Jong-il;Byun, Eui-Hong;Kim, Jin-Kyu;Lee, Ju-Woon
    • Journal of Radiation Industry
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    • v.4 no.3
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    • pp.233-237
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    • 2010
  • This study evaluated the change in whitening activity of ${\beta}-glucan$ by gamma-irradiation. Tyrosinase inhibition was significantly increased in the samples with 30, 50, 100 kGy irradiated ${\beta}-glucan$. Melanin synthesis of irradiated ${\beta}-glucan$ was measured from B16BL6 melanoma cell line treated with ${\alpha}-melanin$ stimulating hormone. Melanin synthesis was increased in the ${\alpha}-melanin$ stimulating hormone added group. However, it was decreased in the groups of 30, 50 and 100 kGy gamma-irradiated ${\beta}-glucan$ treated with ${\alpha}-melanin$ stimulating hormone. These results indicate that gamma irradiated ${\beta}-glucan$ may elevate the whitening activity. Therefore, gamma-irradiated ${\beta}-glucan$ could be used for nutraceutical foods in cosmetic industry.

Protective Effect of Perilla frutescens cv. Chookyoupjaso Mutant Water Extract on Gamma Ray-induced Oxidative Stress in Mice (감마선에 의한 산화적 스트레스에 돌연변이 약용들깨 열수추출물의 방호 효능)

  • Jin, Chang Hyun;Cho, Byoung Ok;Choi, Dae Seong;Ryu, Hyung Won;Baek, Ji Yeong;Jeong, Il Yun
    • Journal of Radiation Industry
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    • v.5 no.2
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    • pp.125-130
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    • 2011
  • The purpose of this study was to evaluate the protective effect of the Perilla frutescens cv. Chookyoupjaso mutant water extract (PFWE) on gamma ray-induced oxidative stress in mice. Gamma-ray is one of the sources for inducing oxidative stress. The study was divided into 6 groups with 6 mice for each treatment. Groups I and II were treated with saline (vehicle) only, groups III, IV, V, and VI were pretreated with PFWE 10, 20, 50, $50mg\;kg^{-1}$ respectively for 2 weeks before gamma radiation. And then groups II, III, IV, V were irradiated. We found that the activities of aspartate transaminase (AST) and alanine transaminase (ALT) were increased and the activities of antioxidant enzymes such as superoxide dismutase (SOD), catalase (CAT), glutathione peroxidase (GPx), and glutathione reductase (GR) were decreased by irradiation in mice. However, treatment of PFWE attenuated the activities of AST and ALT in a dose-dependent manner in irradiated mice. Furthermore, treatment of PFWE significantly increased the activities of SOD, GPx, and GR in a dose-dependent manner in irradiated mice, except for the CAT. Interestingly, the activities of GPx and GR were significantly increased by PFWE treatment. Taken together, PFWE could be effective in protecting on gamma ray-induced oxidative stress in mice.

The Comparison of Color and Physiological Properties of Hizikia fusiformis Cooking Juice Ethanol Extract Irradiated with Gamma Ray and Electron Beam (감마선 및 전자선 조사에 따른 톳 자숙액 에탄올 추출물의 색상 및 생물학적 활성 변화 비교)

  • Choi, Jong-Il;Kim, Hyun-Joo
    • KSBB Journal
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    • v.27 no.3
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    • pp.195-198
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    • 2012
  • This study was carried out to assess the effect of radiation on the changes of Hizikia fusiformis cooking juice ethanol extract and to compare the effect of gamma ray and electron beam. On the applying radiation, the dark color of cooking juice became changed with higher brightness and lower redness and yellowness. But, there was no difference between gamma ray radiation and electron beam radiation. 1,1-Diphenyl-2-picryl-hydrazyl radical scavenging activity and tyrosinase inhibitory activity of cooking juice were shown to be increased by radiation independent on the radiation source types. The reason for the increased biological activities was caused by higher content of total phenolic compounds. The results could be applied to investigate the effect of radiation source on the color and antioxidant activity of biomaterials, and it was thought that irradiation could be an promising method for enhancing the biological activity of biomaterials.

Novel Dosimeter for Low-Dose Radiation Using Escherichia coli PQ37

  • Park, Seo-Hyoung;Kim, Tae-Hwan;Cho, Chul-Koo;Lee, Yeon-Hee
    • Journal of Microbiology and Biotechnology
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    • v.11 no.3
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    • pp.524-528
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    • 2001
  • The measurement of radiation response using simple and informative techniques would be of great value in studying the genetic risk following occupational, therapeutic, or accidental exposure to radiation. When patients receive radiation therapy, many suffer from side effects. Since each patient receives a different dose due to different physical conditions, it is important to measure the exact dose of radiation received by each patient to lessen the side effects. Even though several biological dosimetric systems have already been developed, there is no ideal system that can satisfy all the criteria for an idean dosimetric system, especially for low-dose radiation as used in radiation therapy. In this study, an SOS Chromotest of E. coli PQ37 was evaluated as a novel dosimeter for low-dose gamma-rays. E. coli PQ37 was originally developed to screen chemical mutagens using the SOS Chromotest-a colorimtric assay, based on the induction of ${\beta}$-galactosidase ue to DNA damage. The survival fraction of E. coli PQ37 decreased dose-dependently with an increasing dose of cobalt-60 gamma-rays. Also, a good linear correlation was found between the biological damage revealed by the ${\beta}$-galactosidase expression and the doses of gamma-rays. The expression of ${\beta}$-galactosidase activity that responded to low-dose radiation under 1 Gy was $Y=0.404+(0.089{\pm}0.3)D+(-0.018{\pm}0.16)D^2$ (Y, absorbance at 420 nm; D, Dose of irradiation) as calculated using Graph Pad In Plot and Excel. When a rabbit was fed with capsules containing an agar block embdded with E. coli PQ37 showed a linear response to the radiation doses. Accordingly, the results confirm that E. coli PQ37 can be used as a sensitive biological dosimeter fro cobalt-60 gamma-rays. To the best of our knowledge, this is the first time that a bacterium has been used as a biological dosimeter, especially for low-dose radiation.

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Effect of Gamma Irradiation on Microbial Populations in the Dried Raw Materials and Saengsik Powder (감마선 조사에 따른 원료분말 및 생식의 미생물 제어 효과)

  • Choi, Soo-Jeong;Park, Jae-Nam;Song, Beom-Seok;Yoon, Young-Min;Han, In-Jun;Park, Jong-Heum;Kim, Jae-Kyung;Byun, Eui-Baek;Lee, Ju-Woon;Hong, Seong-Gil;Yook, Hong-Sun;Kim, Jae-Hun
    • Journal of Radiation Industry
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    • v.7 no.2_3
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    • pp.177-182
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    • 2013
  • This study was conducted to evaluate the effect of gamma irradiation on the microbial populations of dried raw materials (9 products) and Saengsik powder. The samples were gammairradiated at doses of 2, 4, 6 and 8 kGy and the microbiological populations were evaluated. The total numbers of bacteria and Bacillus cereus in non-irradiated dried-raw materials for Saengsik powder was 1.3~3.4 and $1.7{\sim}2.4log\;CFU\;g^{-1}$. However, gamma irradiation reduced the microbiological populations in all samples, and Saengsik powder were sterilized at more than 6 kGy. Moreover, Clostridium perfringens were not observed in all samples within detection limit (<$1log\;CFU\;g^{-1}$). Therefore, the results of this study suggest that gamma irradiation at 6 kGy is sufficient to sterilize Saengsik powder, and thus, irradiated Saengsik powder at 6 kGy fulfills the microbiological requirements for sterilized food.