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Role of Nd (III) ions on B2O3–TeO2-GeO2-MgO glass composition for optical and ionizing protection application 钕 (III) 离子对 B2O3-TeO2-GeO2-MgO 玻璃成分在光学和电离防护应用中的作用
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-18 DOI: 10.1016/j.net.2024.08.031
M.H.A. Mhareb, M.I. Sayyed, Rahman I. Mahdi, Kawa M. Kaky, M. Kh Hamad, Abed Jawad Kadhim
In this investigation, we reported three glass samples of Nd (III) ions doped boro-tellurite-germanite glasses. The chemical composition of (35-x) BO–20TeO-10GeO-35MgO-xNdO where x = 2.5, 5, and 7.5, all in mol%, was used to synthesize an optical glass. XRD, FTIR, and optical absorption were utilized to evaluate the structural and optical properties of Nd2.5, Nd5.0, and Nd7.5. X-ray diffraction was measured in the spectra range of 10–80°. Additionally, spectra of FT-IR in the wavenumber range of 400–4000 cm were reported to investigate all structural groups. Several absorption peaks related to the transitions from ground level I to the other excited state were investigated. Various mechanical, optical, and physical properties were calculated theoretically and analyzed to determine the role of the rare earth ions (Nd). The optical electronegativity (χ) and optical basicity (Λ) results showed a reduction in the strength of the bond and formed an ionic bond in the glass structure due to adding NdO. These results align with the reduction in the elastic modulus results by adding NdO instead of BO. Radiation shielding parameters like HVL, TVL, MFP, and Z were thoroughly reported for all Nd2.5, Nd5.0, and Nd7.5, which showed slight improvement when NdO was added instead of BO.
在这项研究中,我们报告了三种掺杂钕 (III) 离子的硼碲锗石玻璃样品。我们采用 (35-x) BO-20TeO-10GeO-35MgO-xNdO 的化学成分合成了一种光学玻璃,其中 x = 2.5、5 和 7.5,均为 mol%。利用 X 射线衍射、傅立叶变换红外光谱和光学吸收来评估 Nd2.5、Nd5.0 和 Nd7.5 的结构和光学特性。X 射线衍射的光谱范围为 10-80°。此外,还报告了波长范围为 400-4000 厘米的傅立叶变换红外光谱,以研究所有结构基团。研究了与从基态 I 到其他激发态跃迁有关的几个吸收峰。对各种机械、光学和物理特性进行了理论计算和分析,以确定稀土离子(钕)的作用。光学电负性(χ)和光学碱性(Λ)结果表明,加入氧化钕后,玻璃结构中的键强度降低,形成了离子键。这些结果与添加氧化钕而不是氧化银后弹性模量降低的结果一致。对所有 Nd2.5、Nd5.0 和 Nd7.5 的辐射屏蔽参数(如 HVL、TVL、MFP 和 Z)进行了详细报告,结果表明,添加 NdO 而不是 BO 后,辐射屏蔽参数略有改善。
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引用次数: 0
Investigation of computational model for the natural circulation at dual channel facility 双通道设施自然循环计算模型研究
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-18 DOI: 10.1016/j.net.2024.08.035
Marwa A. Shewita, Ebrahiem Esmail Ebrahiem, C. Allison, Moustapha Salem Mansour, Ayah E. Elshahat, Mahmoud M. Taha
The current work investigates a computational model to study the thermal and hydraulic air behavior during the natural circulation at air ingression and accidents. This is done with the RHYS coupling ASYST VER 4 package. The test facility considered for the present study is a dual vertical channel facility comprised of two parallel channels connected to the upper and lower plenum. The flow fields in the heated and cooled channels were comprehensively characterized by analyzing axial temperature and velocity distributions using varied uniform iso-flux (100–1400 W/m) and different outer surface temperatures (278, 288, 298, and 308 K). Temperature and velocity reversal recorded after maximal spots due to natural convection. The temperature rise from 278 to 308 K gave an average of 25.51 and 25.19° increase in air and inner wall temperatures, respectively, while air velocity increases at high cooling intensity (278 K) within the heated channel, in the cooled channel, low cooling intensity (308 K) resulted in higher velocity. The convective heat transfer is represented in terms of heat transfer coefficients, which are used to compute the Nusselt number. Additionally, the ASYST model was validated with data from literature sources, indicating strong agreement.
目前的工作研究了一个计算模型,以研究空气进入和事故发生时自然循环过程中的热和水力空气行为。该模型由 RHYS 耦合 ASYST VER 4 软件包完成。本研究考虑的试验设备是双垂直通道设备,由两个平行通道组成,分别连接到上下风箱。通过使用不同的均匀等流量(100-1400 W/m)和不同的外表面温度(278、288、298 和 308 K)分析轴向温度和速度分布,对加热和冷却通道中的流场进行了综合表征。由于自然对流,在最大光斑之后记录到温度和速度反转。温度从 278 K 升至 308 K 时,空气和内壁温度分别平均上升了 25.51 和 25.19°,而在加热通道中,冷却强度高(278 K)时空气流速增加,在冷却通道中,冷却强度低(308 K)时流速增加。对流传热用传热系数表示,用于计算努塞尔特数。此外,ASYST 模型还与文献来源的数据进行了验证,结果表明两者非常吻合。
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引用次数: 0
Recycling efficiency optimization of tungsten-filled Vinyl-Methyl-Silicone-based flexible gamma ray shielding materials 优化钨填充乙烯基-甲基-硅基柔性伽马射线屏蔽材料的回收效率
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-17 DOI: 10.1016/j.net.2024.08.032
Tao Wu, Jie Wang, Qiuyu Sun, Yifan Yang, Qingyu Si, Chenyu Liang, Guoming Liu, Aijun Mi, Sheng Wang
Tungsten has been widely used for gamma-ray and X-ray radiation shielding, which is one of the main elements of shielding materials. Compared with traditional lead-containing shielding materials, tungsten-containing shielding materials have several advantages, such as good chemical stability, a high melting point and relative environmental friendliness. Considering the recycling of resources, the optimization of pyrolysis temperature and pyrolysis duration of tungsten-filled Vinyl-Methyl-Silicone-based flexible shielding materials needs to be studied. In this paper, these tungsten-filled Vinyl-Methyl-Silicone-based flexible shielding materials were initially recycled using pyrolysis. Subsequently, the crystal structures, surface chemical states and the tungsten concentration after pyrolysis in an argon atmosphere were characterized. In order to increase the tungsten recycling rate, the pyrolyzed samples were further recycled using the ultrasonic cleaning method. Furthermore, the influence of ultrasonic cleaning on tungsten recycling rate and surface morphologies was characterized and analyzed. It is found that the tungsten recycling rate of tungsten-filled Vinyl-Methyl-Silicone based flexible gamma/X-ray shielding material was around 69.9 wt%-81.6 wt% by using the pyrolysis method, while the recycling rate of tungsten can exceed 90.0 wt% by ultrasonic cleaning after pyrolysis.
钨已被广泛用于伽马射线和 X 射线辐射屏蔽,是屏蔽材料的主要元素之一。与传统的含铅屏蔽材料相比,含钨屏蔽材料具有化学稳定性好、熔点高、相对环保等优点。考虑到资源的循环利用,需要对填充钨的乙烯基-甲基-硅基柔性屏蔽材料的热解温度和热解持续时间进行优化研究。本文利用热解法对这些钨填充乙烯基-甲基-硅基柔性屏蔽材料进行了初步回收。随后,在氩气环境中对热解后的晶体结构、表面化学状态和钨浓度进行了表征。为了提高钨的回收率,热解后的样品使用超声波清洗法进一步回收。此外,还表征和分析了超声波清洗对钨回收率和表面形貌的影响。研究发现,使用热解方法,钨填充的乙烯基-甲基-硅基柔性伽马/X 射线屏蔽材料的钨回收率约为 69.9%-81.6 wt%,而热解后通过超声波清洗,钨的回收率可超过 90.0 wt%。
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引用次数: 0
Advancing nuclear energy forecasting: Exploring regression modeling techniques for improved accuracy 推进核能预测:探索回归建模技术以提高准确性
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-17 DOI: 10.1016/j.net.2024.08.013
Anjali Nighoskar, Preeti Chaurasia, Nagendra Singh
The urgent requirement for sustainable and dependable energy sources has stimulated an increased fascination with precisely forecasting nuclear energy generation. This work utilizes sophisticated regression modeling approaches, namely XGBoost, to predict nuclear energy generation by leveraging economic indices such as Gross Domestic Product (GDP). Each model's prediction accuracy has been evaluated by examining historical data on nuclear energy output and GDP from various locations. Here, measures such as mean squared error (MSE) and coefficient of determination (R2) to analyze their effectiveness have been used. The results of this study demonstrate that the XGBoost model outperforms standard regression approaches, showing greater R2 values and lower MSE scores. Furthermore, the consequences of these discoveries for the development of energy policy offer possible directions for future study in energy forecasting. This study provides useful insights for energy planners and policymakers, enabling a more profound comprehension of the complex relationship between economic indicators and nuclear energy generation.
对可持续和可靠能源的迫切需求激发了人们对精确预测核能发电量的更大兴趣。这项研究利用复杂的回归建模方法(即 XGBoost),通过国内生产总值 (GDP) 等经济指标来预测核能发电量。通过研究各地核能产量和 GDP 的历史数据,对每个模型的预测准确性进行了评估。这里使用了均方误差 (MSE) 和判定系数 (R2) 等指标来分析其有效性。研究结果表明,XGBoost 模型优于标准回归方法,显示出更大的 R2 值和更低的 MSE 分数。此外,这些发现对能源政策制定的影响也为今后的能源预测研究提供了可能的方向。这项研究为能源规划者和决策者提供了有用的见解,使他们能够更深刻地理解经济指标与核能发电之间的复杂关系。
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引用次数: 0
Comparative analysis of machine learning-based dose assessment algorithms for TL dosimetry 基于机器学习的热辐射剂量测定剂量评估算法比较分析
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-16 DOI: 10.1016/j.net.2024.08.030
Soohyeok Lee, Hyoungtaek Kim, Hwijoon Jung, Kyung Taek Lim
This paper explores the implementation of machine learning-based algorithms for TL dose assessment. It focuses on the radiation field classification, performance quotient evaluation, and shallow and deep dose equivalent assessment of ANN and LGBM, in comparison to the traditional method of DT. We evaluate these algorithms based on the element response data measured by TLD. A data set was built for training, and the base element responses of test categories were amplified, and normalized to 1 mSv Cs-137 within the range of ±3 %. Both algorithms consist of five subset models for classifying radiation fields and identifying ratios of mixed fields. The LGBM showed the best accuracy in classifying considered radiation fields and the lowest performance quotients. By comparing the tolerance levels of deep dose and shallow dose equivalents among the three algorithms, the LGBM yields the smallest difference between the predicted and true dose equivalents. This smaller difference implies the LGBM offers the least bias and standard deviation in the expected value, giving higher accuracy and precision in dose assessment over the traditional DT method. The findings from this study further contribute to the adoption of ML-based algorithms for TL dose assessment, underscoring its importance in the field.
本文探讨了基于机器学习的 TL 剂量评估算法的实施。与传统的 DT 方法相比,本文侧重于 ANN 和 LGBM 的辐射场分类、性能商评估以及浅层和深层剂量当量评估。我们根据 TLD 测量的元素响应数据对这些算法进行了评估。我们建立了一个用于训练的数据集,对测试类别的基本元素响应进行了放大,并在 ±3 % 的范围内归一化为 1 mSv Cs-137。两种算法都由五个子集模型组成,用于对辐射场进行分类和识别混合场的比率。LGBM 在对所考虑的辐射场进行分类时表现出最佳的准确性和最低的性能商数。通过比较三种算法中深剂量和浅剂量当量的容差水平,LGBM 得出的预测剂量当量与真实剂量当量之间的差异最小。这种较小的差异意味着 LGBM 的预期值偏差和标准偏差最小,与传统的 DT 方法相比,其剂量评估的准确性和精确度更高。这项研究的结果进一步推动了基于 ML 算法的 TL 剂量评估的采用,凸显了其在该领域的重要性。
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引用次数: 0
Elastoplastic mechanical behavior analysis of surface-coated Zircaloy-4 cladding under multi-field coupling 多场耦合下表面涂层 Zircaloy-4 包层的弹塑性力学行为分析
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-16 DOI: 10.1016/j.net.2024.08.029
Xin Wang, Ze Xu, Yulan Liu, Biao Wang
The elastoplastic mechanical behavior of Zircaloy-4 (Zr-4) cladding, coated with chromium (Cr) or FeCrAl on its surface, is explored under the coupled effects of multi-field coupling. Utilizing the Finite Element Software ABAQUS, simulations are conducted to calculate the evolution of stress and strain over two complete fuel cycles. Comparisons are drawn between the coated and uncoated Zircaloy-4 cladding materials. The results indicate that the application of surface coatings significantly mitigates stress levels in the cladding during the first fuel cycle. During the second fuel cycle, all three types of cladding exhibit relatively minor plastic strain, which is attributed to the unloading and reloading process between cycles. Notably, the plastic zone propagates from the interior to the exterior of the cladding. When compared to traditional Zircaloy-4 cladding, the coated cladding exhibits improved elastoplastic mechanical behavior. The operational mechanism of the coating for different stresses in cylindrical coordinates and its response to unloading and reloading cycles are also investigated. Specifically, the coated claddings exhibit an evident delay in reaching full plasticity compared to uncoated claddings. Furthermore, FeCrAl coating material initially shows good performance, and it needs to be verified in more aspects in the future. Results and Conclusions in this paper can provide reference and guidance for future experiments.
在多场耦合效应下,探讨了表面镀铬(Cr)或铁铬铝(FeCrAl)的锆合金-4(Zr-4)包层的弹塑性机械行为。利用有限元软件 ABAQUS,模拟计算了两个完整燃料循环过程中应力和应变的演变。对有涂层和无涂层的 Zircaloy-4 包层材料进行了比较。结果表明,在第一个燃料循环期间,表面涂层的应用大大减轻了包层的应力水平。在第二个燃料循环期间,所有三种类型的包层都表现出相对较小的塑性应变,这归因于循环之间的卸载和再装载过程。值得注意的是,塑性区从包层内部向外部扩展。与传统的 Zircaloy-4 包层相比,涂层包层的弹塑性机械性能得到了改善。此外,还研究了涂层在圆柱坐标不同应力下的运行机制及其对卸载和再装载循环的响应。具体而言,与未涂覆覆层相比,涂覆覆层在达到完全塑性方面表现出明显的延迟。此外,FeCrAl 涂层材料初步显示出良好的性能,今后还需要在更多方面进行验证。本文的结果和结论可为今后的实验提供参考和指导。
{"title":"Elastoplastic mechanical behavior analysis of surface-coated Zircaloy-4 cladding under multi-field coupling","authors":"Xin Wang, Ze Xu, Yulan Liu, Biao Wang","doi":"10.1016/j.net.2024.08.029","DOIUrl":"https://doi.org/10.1016/j.net.2024.08.029","url":null,"abstract":"The elastoplastic mechanical behavior of Zircaloy-4 (Zr-4) cladding, coated with chromium (Cr) or FeCrAl on its surface, is explored under the coupled effects of multi-field coupling. Utilizing the Finite Element Software ABAQUS, simulations are conducted to calculate the evolution of stress and strain over two complete fuel cycles. Comparisons are drawn between the coated and uncoated Zircaloy-4 cladding materials. The results indicate that the application of surface coatings significantly mitigates stress levels in the cladding during the first fuel cycle. During the second fuel cycle, all three types of cladding exhibit relatively minor plastic strain, which is attributed to the unloading and reloading process between cycles. Notably, the plastic zone propagates from the interior to the exterior of the cladding. When compared to traditional Zircaloy-4 cladding, the coated cladding exhibits improved elastoplastic mechanical behavior. The operational mechanism of the coating for different stresses in cylindrical coordinates and its response to unloading and reloading cycles are also investigated. Specifically, the coated claddings exhibit an evident delay in reaching full plasticity compared to uncoated claddings. Furthermore, FeCrAl coating material initially shows good performance, and it needs to be verified in more aspects in the future. Results and Conclusions in this paper can provide reference and guidance for future experiments.","PeriodicalId":19272,"journal":{"name":"Nuclear Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142207252","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrosion studies of Inconel 617 in high temperature air and He-ppmO2 atmospheres 高温空气和 He-ppmO2 气体环境中 Inconel 617 的腐蚀研究
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-15 DOI: 10.1016/j.net.2024.08.023
Haoxiang Li, Wei Zheng, Bin Du, Huang Zhang, Huaqiang Yin, Xuedong He, Tao Ma, Xingtuan Yang
Air ingress accident is one of the typical accident conditions in Very High Temperature Reactors (VHTRs). This work investigates the oxidation kinetics, corrosion behavior and mechanism of Inconel 617 alloy in different oxygen concentration atmospheres under air ingress accident. The impact of O concentration and oxidation time of the alloy corrosion is investigated. A gas chromatograph was used to measure the impurity content in real time during the helium experiments. After the experiments, the alloys were characterized by electronic balance, were analyzed by Scanning Electron Microscopy (SEM), Energy-Dispersive X-ray Spectroscopy (EDS), X-ray diffraction (XRD) and carbon and sulfur analyzer. The results show that: the Inconel 617 alloy undergoes similar oxidation behavior and the degree of oxidation is very close in three groups of atmospheres with large differences in oxygen content; the alloy should show two oxidation mechanisms, linear oxidation and parabolic oxidation, during the oxidation process; the parabolic rate constant and of the alloy is a constant value and does not vary with large changes in oxygen concentration, but when the experimental temperature changes, the oxidation rate constants of the alloy change, and the lowering of the temperature leads to the lowering of the oxidation rate constants; When experimental temperature is at 950 °C, the alloy continues to undergo a “microclimatic reaction” in the atmosphere of He-ppmO, and the microclimatic reaction disappears when the experimental temperature is lowered to 750 °C; In He-ppmO environment, gas chromatograph can be used instead of thermogravimetric analyzer for real-time monitoring.
进气事故是超高温反应堆(VHTR)的典型事故条件之一。本研究探讨了 Inconel 617 合金在不同氧浓度气氛中发生进气事故时的氧化动力学、腐蚀行为和机理。研究了氧浓度和氧化时间对合金腐蚀的影响。在氦气实验过程中,使用气相色谱仪实时测量杂质含量。实验结束后,用电子天平对合金进行了表征,并用扫描电子显微镜(SEM)、能量色散 X 射线光谱(EDS)、X 射线衍射(XRD)和碳硫分析仪进行了分析。结果表明在氧含量差异较大的三组气氛中,Inconel 617 合金的氧化行为相似,氧化程度非常接近;合金在氧化过程中应呈现线性氧化和抛物线氧化两种氧化机理;合金的抛物线速率常数和是一个恒定值,不会随氧浓度的大幅变化而变化,但当实验温度变化时,合金的氧化速率常数会发生变化,温度的降低会导致氧化速率常数的降低;当实验温度为 950 ℃ 时,合金在 He-ppmO 气氛中继续发生 "微气候反应",当实验温度降低到 750 ℃ 时,微气候反应消失;在 He-ppmO 环境中,可使用气相色谱仪代替热重分析仪进行实时监测。
{"title":"Corrosion studies of Inconel 617 in high temperature air and He-ppmO2 atmospheres","authors":"Haoxiang Li, Wei Zheng, Bin Du, Huang Zhang, Huaqiang Yin, Xuedong He, Tao Ma, Xingtuan Yang","doi":"10.1016/j.net.2024.08.023","DOIUrl":"https://doi.org/10.1016/j.net.2024.08.023","url":null,"abstract":"Air ingress accident is one of the typical accident conditions in Very High Temperature Reactors (VHTRs). This work investigates the oxidation kinetics, corrosion behavior and mechanism of Inconel 617 alloy in different oxygen concentration atmospheres under air ingress accident. The impact of O concentration and oxidation time of the alloy corrosion is investigated. A gas chromatograph was used to measure the impurity content in real time during the helium experiments. After the experiments, the alloys were characterized by electronic balance, were analyzed by Scanning Electron Microscopy (SEM), Energy-Dispersive X-ray Spectroscopy (EDS), X-ray diffraction (XRD) and carbon and sulfur analyzer. The results show that: the Inconel 617 alloy undergoes similar oxidation behavior and the degree of oxidation is very close in three groups of atmospheres with large differences in oxygen content; the alloy should show two oxidation mechanisms, linear oxidation and parabolic oxidation, during the oxidation process; the parabolic rate constant and of the alloy is a constant value and does not vary with large changes in oxygen concentration, but when the experimental temperature changes, the oxidation rate constants of the alloy change, and the lowering of the temperature leads to the lowering of the oxidation rate constants; When experimental temperature is at 950 °C, the alloy continues to undergo a “microclimatic reaction” in the atmosphere of He-ppmO, and the microclimatic reaction disappears when the experimental temperature is lowered to 750 °C; In He-ppmO environment, gas chromatograph can be used instead of thermogravimetric analyzer for real-time monitoring.","PeriodicalId":19272,"journal":{"name":"Nuclear Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142207253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation on the thermal characteristics of electronic system and prediction of chip temperature by machine learning 对电子系统热特性的研究以及通过机器学习预测芯片温度
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-15 DOI: 10.1016/j.net.2024.08.028
Fanyu Wang, Dongwei Wang, Qiang Deng, Hao Yan, Qi Chen, Yang Zhao
In this work, the thermal characteristics and steady-state temperatures (SST) of CPU and FPGA of electronic system in nuclear power plant are explored. Finite element analysis is performed to simulate the test process. Furthermore, three machine learning algorithms are used to predict chips temperatures at different operating conditions. It is found that when the ambient temperature is 20 °C and all the fans are power-off, the SST of the CPU and FPGA reaches 75 °C and 72 °C, respectively. While when the fans are power-on, the SST of the CPU and FPGA drops to 37.5 °C and 33 °C. When the ambient temperature increases to 55 °C and all the fans are power-on, the SST of the CPU and FPGA is 72.3 °C and 68.2 °C, respectively. The finite element model is verified and used to generate test data. Three machine learning models are verified by predicting the SST of CPU and FPGA under different operating conditions. It is found that M-SVR has better prediction ability than DT and ANN. The findings can be used for chip reliability evaluation of other electronic system devices, and provide a new method for predicting the possible steady-state temperature of chips under different service conditions.
本研究探讨了核电站电子系统 CPU 和 FPGA 的热特性和稳态温度 (SST)。对测试过程进行了有限元分析模拟。此外,还使用了三种机器学习算法来预测不同工作条件下的芯片温度。结果发现,当环境温度为 20 °C、所有风扇关闭时,CPU 和 FPGA 的 SST 分别达到 75 °C 和 72 °C。而当风扇开启时,CPU 和 FPGA 的 SST 分别降至 37.5 ℃ 和 33 ℃。当环境温度升至 55 ℃ 且所有风扇都打开时,CPU 和 FPGA 的 SST 分别为 72.3 ℃ 和 68.2 ℃。有限元模型经过验证并用于生成测试数据。通过预测 CPU 和 FPGA 在不同工作条件下的 SST,验证了三种机器学习模型。结果发现,M-SVR 的预测能力优于 DT 和 ANN。研究结果可用于其他电子系统设备的芯片可靠性评估,并为预测芯片在不同工作条件下可能出现的稳态温度提供了一种新方法。
{"title":"Investigation on the thermal characteristics of electronic system and prediction of chip temperature by machine learning","authors":"Fanyu Wang, Dongwei Wang, Qiang Deng, Hao Yan, Qi Chen, Yang Zhao","doi":"10.1016/j.net.2024.08.028","DOIUrl":"https://doi.org/10.1016/j.net.2024.08.028","url":null,"abstract":"In this work, the thermal characteristics and steady-state temperatures (SST) of CPU and FPGA of electronic system in nuclear power plant are explored. Finite element analysis is performed to simulate the test process. Furthermore, three machine learning algorithms are used to predict chips temperatures at different operating conditions. It is found that when the ambient temperature is 20 °C and all the fans are power-off, the SST of the CPU and FPGA reaches 75 °C and 72 °C, respectively. While when the fans are power-on, the SST of the CPU and FPGA drops to 37.5 °C and 33 °C. When the ambient temperature increases to 55 °C and all the fans are power-on, the SST of the CPU and FPGA is 72.3 °C and 68.2 °C, respectively. The finite element model is verified and used to generate test data. Three machine learning models are verified by predicting the SST of CPU and FPGA under different operating conditions. It is found that M-SVR has better prediction ability than DT and ANN. The findings can be used for chip reliability evaluation of other electronic system devices, and provide a new method for predicting the possible steady-state temperature of chips under different service conditions.","PeriodicalId":19272,"journal":{"name":"Nuclear Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142207251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Conceptual safeguards method proposal for milling facilities based on nuclear isotopic ratios in uranium mill tailings 基于铀矿厂尾矿中核同位素比率的制粉设施概念保障方法提案
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-14 DOI: 10.1016/j.net.2024.08.025
Danwoo Ko, Seunguk Cheon, Jiyoung Kim, Seungmin Lee, Seung Min Woo
There is an argument that the Comprehensive Safeguards Agreement (CSA) should be applied to the milling process, which is the first stage of nuclear fuel cycle, to reduce the possibility of nuclear proliferation. Therefore, this study aims to propose new and conceptual safeguards applicable to milling facilities and design Nuclear Material Accountancy for its application. Mill tailings reach a secular equilibrium state. While approaching this equilibrium state, the ratio of each isotope changes. First, the Bateman equation was used to analyze this phenomenon and evaluate the feasibility of utilizing the specific isotope ratio to track undeclared nuclear activities. Second, the gamma spectrum analysis of mill tailings was conducted using the Monte Carlo N-Particle Code to validate undeclared nuclear activities. This study shows that the ratio of U-235/Th-234 and U-235/Pa-234m can estimate the production time within a year. Furthermore, gamma spectrum analysis of mill tailings revealed visible differences in the low-energy region due to the decay of Th-234. Finally, a conceptual Material Balance Area, Key Measurement Points, and Material Balance Period for milling facilities were designed to apply CSA. It is anticipated that applying CSA to milling facilities could enhance not only the nuclear fuel cycles but also nuclear non-proliferation system.
有一种观点认为,《全面保障监督协定》(CSA)应适用于作为核燃料循环第一阶段的制粉过程,以减少核扩散的可能性。因此,本研究旨在提出适用于制粉设施的新概念保障措施,并为其应用设计核材料衡算。制粉尾矿会达到一个世俗平衡状态。在接近这一平衡状态时,每种同位素的比例都会发生变化。首先,利用贝特曼方程分析这一现象,并评估利用特定同位素比值追踪未申报核活动的可行性。其次,利用蒙特卡洛 N 粒子代码对选矿厂尾矿进行伽马能谱分析,以验证未申报的核活动。这项研究表明,铀 235/Th 234 和铀 235/Pa 234m 的比值可以估算出一年内的生产时间。此外,对选矿厂尾矿的伽马能谱分析显示,由于 Th-234 的衰变,低能区存在明显差异。最后,为应用 CSA 设计了制粉设施的概念性物料平衡区、关键测量点和物料平衡期。预计将 CSA 应用于制粉设施不仅能加强核燃料循环,还能加强核不扩散系统。
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引用次数: 0
Statistical sampling method to verify the homogeneity of full-scale cement-solidified radioactive waste 验证全尺寸水泥固化放射性废物均匀性的统计取样方法
IF 2.7 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-08-13 DOI: 10.1016/j.net.2024.08.020
Hyeongjin Byeon, Ugyu Jeong, Jaeyeong Park
Homogeneity is an important factor for ensuring the structural stability of solidified radioactive waste, and the most effective approach for assessing its homogeneity is by performing compressive strength measurements using the minimum amount of coring specimens. The efficiency of detecting inhomogeneous waste is affected by the coring position and number of coring positions. However, no guidelines exist for coring solidified waste for compressive-strength tests. Therefore, this study compared uniform, random, and quasi-Monte Carlo sampling methods to determine the most effective core position. Further, the effects of different sampling amounts on the detection rate of inhomogeneous solidified waste were observed, and the detection rate of the inhomogeneous waste was obtained by modeling the coring procedure of solidified radioactive waste using MATLAB. Thus, a sampling method and a method for increasing the specimen amount, both of which can efficiently detect inhomogeneous waste during compressive strength tests, were presented in this paper. The results of this study can be applied as background data for developing homogeneity assessment guidelines for solidified radioactive waste.
均匀性是确保固化放射性废物结构稳定性的一个重要因素,评估其均匀性的最有效方法是使用最少的取芯试样进行抗压强度测量。检测不均匀废料的效率受到取芯位置和取芯数量的影响。然而,目前还没有关于在压缩强度测试中对固化废物取芯的指南。因此,本研究比较了均匀、随机和准蒙特卡洛取样方法,以确定最有效的取芯位置。此外,还观察了不同取样量对非均质固化废物检测率的影响,并通过使用 MATLAB 对固化放射性废物取芯过程进行建模,得出了非均质废物的检测率。因此,本文提出了一种取样方法和一种增加试样量的方法,这两种方法都能在抗压强度试验中有效地检测出不均匀废物。本研究的结果可作为制定固化放射性废物均匀性评估准则的背景数据。
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引用次数: 0
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Nuclear Engineering and Technology
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