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Tomography analysis tool: an application for image analysis based on unsupervised machine learning 层析成像分析工具:一种基于无监督机器学习的图像分析应用
Pub Date : 2022-02-14 DOI: 10.1088/2633-1357/ac54bf
T. Bagni, H. Haldi, D. Mauro, C. Senatore
We developed a graphical user interface (GUI) to analyse tomographic images of superconducting Nb3Sn wires designed for the next generation accelerator magnets. The Tomography Analysis Tool (TAT) relies on the k-means algorithm, an unsupervised machine learning technique which is widely used to partition images into separated clusters. The GUI is compatible with both Linux and Windows operating systems. The software reliability was tested by optical inspecting the tomographic images superimposed on the clustered image obtained by the k-means algorithm. TAT was proven to correctly segment the various components of the Nb3Sn superconducting wires with single pixel precision. Finally, this software can be a useful tool for the scientific community to segment and analyse quickly and reproducibly tomographic images.
我们开发了一个图形用户界面(GUI)来分析为下一代加速器磁体设计的超导Nb3Sn线的层析图像。断层扫描分析工具(TAT)依赖于k-means算法,这是一种无监督机器学习技术,广泛用于将图像划分为分离的簇。GUI兼容Linux和Windows操作系统。通过对k-means算法得到的聚类图像叠加层析图像进行光学检测,验证了软件的可靠性。结果表明,TAT可以以单像素精度正确分割Nb3Sn超导线的各个部件。最后,该软件可以成为一个有用的工具,为科学界分割和分析快速和可复制的层析成像图像。
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引用次数: 3
Locations of L 4,5 of a dust grain type II comet tail in Solar-Jupiter system in the photogravitational relativistic R3BP 照相相对论R3BP中太阳-木星系尘埃粒II型彗尾L4,5的位置
Pub Date : 2021-10-05 DOI: 10.1088/2633-1357/ac27fd
Nakone Bello, Umar Aishetu, Aminu Abubakar Hussain
A calculating formula when q∈(−∞, 1] for the locations of the triangular points L 4,5 in the relativistic restricted three-body problem is proposed when the bigger primary is a source of radiation with a mass reduction factor q. As an application, we consider a dust grain in type II comet tail in Solar-Jupiter system with a mass reduction factor q∈(−1.2, 0.5). An investigation in this neighborhood reveals that the shifts due to the relativistic terms on the locations of a dust grain particle are very small with the shifts in ξ— coordinate smaller than those of η— coordinate. It is further observed that increasing negative values of q results in moving L 4,5 further away from the line joining the primaries and towards the smaller primary. Increasing positive values of q, however results in a shift of L 4,5 towards both the line joining both primaries and towards the smaller primary.
在相对论约束三体问题中,当较大的一次是具有质量折减因子q的辐射源时,给出了三角形点L4,5的位置q∈(-∞,1]的计算公式。作为一个应用,我们考虑了太阳-木星系统中质量折减因子q∈(−1.2,0.5)的II型彗尾中的尘埃粒子。在该邻域的研究表明,由于尘埃粒子位置上的相对论项引起的偏移非常小,ξ-坐标的偏移小于η-坐标的位移。进一步观察到,q的负值增加导致L 4,5进一步远离连接初级的线并朝向较小的初级移动。然而,增加q的正值会导致L4,5向连接两个初级的线和较小初级的线移动。
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引用次数: 0
Derivation of an improved semi-empirical expression for the re-ionisation background in low energy ion scattering spectra 低能离子散射光谱中再电离背景的改进半经验表达式的推导
Pub Date : 2021-09-01 DOI: 10.1088/2633-1357/ac25e8
H. Koslowski, C. Linsmeier
Low energy ion scattering is a technique to detect the energy of ions which are scattered from a surface. For noble gas ions, it is predominantly sensitive to the topmost surface layer due to strong neutralisation processes. Depending on the combination of projectile ion and target material, the scattering spectra can exhibit contributions resulting from multiple scattering processes in deeper layers when probing ions are re-ionised on the exiting trajectory. These events cause a pronounced continuum located toward lower scattering energies with respect to the direct scattering peak. In a previous work a semi-empirical formula has been given which allows fitting and derivation of quantitative information from the measured spectra [Nelson 1986 J. Vac Sci. Technol. A 4 1567-1569]. Based on the former work an improved formula is derived which has less numerical artefacts and is numerically more stable.
低能离子散射是一种检测从表面散射的离子能量的技术。对于稀有气体离子,由于强中和过程,它主要对最表层敏感。根据发射离子和靶材料的组合,当探测离子在出射轨迹上被再电离时,散射光谱可以显示出由更深层次的多重散射过程产生的贡献。这些事件造成了一个明显的连续体,位于较低的散射能量,相对于直接散射峰。在以前的工作中,给出了一个半经验公式,它允许从测量光谱中拟合和推导定量信息[Nelson 1986 . J. Vac Sci.]。抛光工艺。[4][1567-1569]。在原有工作的基础上,推导出了具有较少数值伪影和数值稳定性的改进公式。
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引用次数: 0
Novel bismuth oxy hydride chromate (HBi3(CrO4)O3) nano-sheets/rods synthesized by one step one pot wet chemical method 一步一锅湿化学法合成新型氧氢化铬酸铋(HBi3(CrO4)O3)纳米片/棒
Pub Date : 2021-06-03 DOI: 10.1088/2633-1357/abf634
Channegowda Manjunatha

A novel inorganic hydride material, hydrogen bismuth chromium oxide (HBi3(CrO4)O3), with 2D nano sheets and 1D nanorods were prepared for the first time using a simple, green, hazard free hydrothermal method. The X-ray diffraction (XRD) results confirms that the as-formed sample (HBi3(CrO4)O3) has monoclinic crystal system with a space group of P21/a. The field emission scanning electron microscope (FESEM) analysis clearly reveal that the new material contains large quantity of 2D nanosheets of thickness <10 nm and spread over >1000 nm and with small amounts of micro-rods of width in the range of 1 to 5 μm and lengths in the range of 40 to 100 μm. The EDS analysis confirms the presence of ‘Bi’, ‘Cr’, and ‘O’ and it further evidences the purity of the sample. The fourier transform infra-red (FT-IR) spectra evidences that the sample has Bi-H, Bi-O and Cr-O bonds as expected for HBi3(CrO4)O3. This material has a potential to find its place in hydrogen storage material, photo/electro catalysis, fuel cells, optoelectronics and rechargeable batteries, therefore it needs materials researcher attention immediately.

采用简单、绿色、无害的水热法制备了一种新型无机氢化物材料——氢铋氧化铬(HBi3(CrO4)O3),该材料具有二维纳米片和一维纳米棒。x射线衍射(XRD)结果证实,形成的HBi3(CrO4)O3为单斜晶系,空间群为P21/a。场发射扫描电镜(FESEM)分析清楚地表明,新材料中含有大量厚度为10 nm、分布在1000 nm范围内的二维纳米片,以及少量宽度为1 ~ 5 μm、长度为40 ~ 100 μm的微棒。EDS分析证实了“Bi”、“Cr”和“O”的存在,进一步证明了样品的纯度。傅里叶变换红外光谱(FT-IR)表明样品具有预期的HBi3(CrO4)O3的Bi-H、Bi-O和Cr-O键。这种材料在储氢材料、光/电催化、燃料电池、光电子学和可充电电池等领域都有潜力,因此需要材料研究人员立即予以关注。
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引用次数: 0
Existing seasonal flexibility in US manufacturing energy use 美国制造业能源使用的现有季节性灵活性
Pub Date : 2021-05-24 DOI: 10.1088/2633-1357/ac049b
John Lydon, Rebecca E. Ciez
Renewable electricity will likely play a substantial role in a decarbonized energy system, and there are well-known seasonal patterns to renewable electricity output. We can manage these seasonal fluctuations by overbuilding our electricity generation capacity, implementing seasonal storage, or managing our energy demands seasonally. If industrial processes are more integrated with the broader energy system, they could play a role in managing these seasonal patterns, as they do not directly serve life-sustaining energy demands, and their products may be stored and sold at a later date. Here, we combine GDP, manufacturing, and energy consumption data to look at how existing manufacturing facilities operate, focusing on the utilization of their operating capacity and how utilization correlates with state-level energy consumption. Of the 12 states with the largest manufacturing energy demand, we find that they use an average of 75%–81% of operating capacity between 2014–2018. In most of these states, there is a positive relationship between energy consumption and capacity utilization, and decreasing 10% of manufacturing capacity utilization could translate into energy savings that are relatively large when compared to electricity sales for the same time period, implying that seasonal ramping of industrial production could play a substantial role in adjusting to seasonal energy trends.
可再生电力可能会在脱碳能源系统中发挥重要作用,可再生电力输出有众所周知的季节性模式。我们可以通过过度建设发电能力、实施季节性储存或季节性管理能源需求来管理这些季节性波动。如果工业过程与更广泛的能源系统更加融合,它们可以在管理这些季节性模式方面发挥作用,因为它们不能直接满足维持生命的能源需求,而且它们的产品可能会在以后储存和销售。在这里,我们将GDP、制造业和能源消耗数据结合起来,研究现有制造业设施的运营方式,重点关注其运营能力的利用率,以及利用率与国家级能源消耗的相关性。在制造业能源需求最大的12个州中,我们发现它们在2014-2018年间平均使用了75%-81%的运营能力。在这些州中的大多数州,能源消耗和产能利用率之间存在正相关关系,降低10%的制造业产能利用率可以转化为与同期电力销售相比相对较大的能源节约,这意味着工业生产的季节性增长可以在适应季节性能源趋势方面发挥重要作用。
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引用次数: 1
Pulse compression favorable frequency modulated thermal wave imaging for non-destructive testing and evaluation: an analytical study 脉冲压缩有利的频率调制热波成像无损检测和评价:分析研究
Pub Date : 2021-05-24 DOI: 10.1088/2633-1357/ac049a
Anju Rani, Ravibabu Mulaveesala
InfraRed Thermography (IRT) is one of the non-destructive testing and evaluation (NDT&E) approach widely used for testing and evaluation of wide verity of materials such as metals, semiconductors and composites. Among the widely used Thermal NDT&E (TNDT&E) approaches for better depth resolution and sensitivity for detection of defects located at different depths inside the test specimen recently proposed correlation based approach gained importance due to its enhanced defect detection capabilities. The present paper introduces a novel one-dimensional analytical solution for the frequency modulated excitation scheme under adiabatic boundary conditions for detection of flat bottom holes as defects in a mild steel sample. The performance of the Pulse Thermography (PT), Lock-in Thermography (LT) and Frequency Modulated Thermal Wave Imaging (FMTWI) methods are highlighted their defect detection capabilities have been compared by adopting the recently introduced correlation based post-processing approach. Finally, the proposed analytical method has been validated with the results obtained from the commercially available finite element based software.
红外热成像(IRT)是一种无损检测和评估(NDT&E)方法,广泛用于检测和评估各种材料,如金属、半导体和复合材料。在广泛使用的热无损检测与评价(TNDT&E)方法中,最近提出的基于相关性的方法由于其增强的缺陷检测能力而变得重要,该方法用于检测试样内部不同深度的缺陷,具有更好的深度分辨率和灵敏度。本文介绍了一种新的绝热边界条件下调频激励方案的一维解析解,用于检测软钢样品中的平底孔缺陷。强调了脉冲热成像(PT)、锁定热成像(LT)和调频热波成像(FMTWI)方法的性能,并通过采用最近引入的基于相关性的后处理方法对它们的缺陷检测能力进行了比较。最后,通过商业上可用的基于有限元的软件获得的结果验证了所提出的分析方法。
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引用次数: 2
On the Lichnerowicz operator in traversable wormhole spacetimes 关于可遍历虫洞时空中的Lichnerowicz算子
Pub Date : 2021-05-11 DOI: 10.1088/2633-1357/ac1725
R. Garattini, P. Nicolini
The evaluation of Casimir energies in curved background spacetimes is an essential ingredient to study the stability of traversable wormholes. In practice one has to calculate the contribution of the transverse-traceless component of the metric perturbation on a curved spacetime background. This implies the study of an eigenvalue equation involving a modified form of the Lichnerowicz operator. For arbitrary background spacetimes, however, such an operator does not display transverse-traceless properties, a fact that impedes the determination of the eigenvalues. Against this background, we show that the problem can be circumvented. Casimir energies can be calculated by gauging the original form of the modified Lichnerowicz operator into a transverse-traceless one.
弯曲背景时空中卡西米尔能量的评估是研究可穿越虫洞稳定性的重要组成部分。在实践中,必须计算度量扰动的横向无迹分量对弯曲时空背景的贡献。这意味着对一个特征值方程的研究涉及Lichnerowicz算子的修正形式。然而,对于任意背景时空,这样的算子不显示横向无迹性质,这一事实阻碍了本征值的确定。在这种背景下,我们表明这个问题是可以绕过的。卡西米尔能量可以通过将修改后的Lichnerowicz算子的原始形式测量为横向无迹算子来计算。
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引用次数: 0
Analysis of multiple data sequences with different distributions: defining common principal component axes by ergodic sequence generation and multiple reweighting composition 不同分布的多个数据序列的分析:通过遍历序列生成和多重重加权组合定义公共主分量轴
Pub Date : 2021-04-16 DOI: 10.1088/2633-1357/ac0ac2
I. Fukuda, K. Moritsugu
Principal component analysis (PCA) defines a reduced space described by PC axes for a given multidimensional-data sequence to capture the variations of the data. In practice, we need multiple data sequences that accurately obey individual probability distributions and for a fair comparison of the sequences we need PC axes that are common for the multiple sequences but properly capture these multiple distributions. For these requirements, we present individual ergodic samplings for these sequences and provide special reweighting for recovering the target distributions.
主成分分析(PCA)为给定的多维数据序列定义了由PC轴描述的缩减空间,以捕捉数据的变化。在实践中,我们需要精确服从个体概率分布的多个数据序列,为了公平地比较序列,我们需要多个序列通用的PC轴,但要正确地捕捉这些多个分布。对于这些要求,我们为这些序列提供了单独的遍历采样,并为恢复目标分布提供了特殊的重新加权。
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引用次数: 0
Using pycnometry and Archimedes’ principle to measure the gross and air cavity volume of fruit 利用体积测量法和阿基米德原理测量果实的总体积和空腔体积
Pub Date : 2021-03-29 DOI: 10.1088/2633-1357/abf33f
S. Hughes, Sebastian Quintero Olaya
A technique based on Archimedes’ Principle is described for measuring the volume of small objects (0.5–5 cm3) less dense than water. The volume of 10 small red chillies was measured by pycnometry and an immersion Archimedes technique which involved suspending the chillies in water in a container placed on an electronic balance. A pycnometer, which uses helium gas is able to determine the internal solid volume of the chillies and water immersion the outer volume. The difference between the two volumes gives the volume of internal air cavities in the chillies. The pycnometer and immersion techniques were compared by measuring the volume of wax candles with volumes between 0.3 and 2.5 cm3. A Bland-Altman analysis revealed that the Archimedes volumes were lower than pycnometry volumes by 6.1±2.3% which needs further investigation. A combination of pycnometry and water immersion may be a useful tool for botanical studies.
描述了一种基于阿基米德原理的技术,用于测量密度小于水的小物体(0.5–5 cm3)的体积。10个小红辣椒的体积是通过比重计和浸没阿基米德技术测量的,该技术包括将辣椒悬浮在放置在电子天平上的容器中的水中。使用氦气的比重瓶能够确定辣椒的内部固体体积,并将水浸入外部体积。这两个体积之间的差异给出了辣椒内部空气腔的体积。通过测量体积在0.3和2.5cm3之间的蜡烛的体积来比较比重瓶和浸没技术。Bland-Altman分析显示阿基米德体积比比重瓶体积低6.1±2.3%,这需要进一步研究。比重计和浸水相结合可能是植物学研究的有用工具。
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引用次数: 1
Association between mobile phone use in young children and caregiver-rated health 幼儿使用移动电话与照顾者评价的健康之间的关系
Pub Date : 2021-03-01 DOI: 10.1088/2633-1357/abe6f1
N. Kojimahara, M. Matsushita, Yasuto Sato
The association between mobile phone or tablet use and children’s health remains unclear. The main aim of this study was to examine whether caregiver-rated health and children’s mental disorders were related to their mobile phone use. We conducted a multistage sampling Internet survey of 1535 caregivers living with children aged 0–14 years in Japan. Using this cross-sectional data, multiple regression models were used to test for relationships among factors related to mobile phone use, caregiver-rated child health, and mental disorders. Total mobile phone use time was related to age, number of siblings, availability of Wi-Fi at home, and the child’s ownership of a mobile phone. Age and availability of Wi-Fi at home were positively related to tablet use, but neither the number of siblings nor the child’s ownership of a tablet were related to tablet use. In addition, we examined that tablet use (Odds ratio 0.62, 95% CI 0.39–1.00) and Wi-Fi use (Odds ratio 0.66, 95% CI 0.47–0.93) were related to low caregiver-rated child health among preschool students. It was newly pointed out that tablet and Wi-Fi use were related to low caregiver-rated child health among preschool students. As young children are likely to be exposed to internet for the purpose of babysitting, this study suggested that parents should be aware of mental influence for tablets and Wi-Fi use.
使用手机或平板电脑与儿童健康之间的关系尚不清楚。这项研究的主要目的是检查护理人员评定的健康和儿童精神障碍是否与他们的手机使用有关。我们对日本1535名0至14岁儿童的照顾者进行了一项多阶段抽样互联网调查。使用这些横断面数据,使用多元回归模型来测试与手机使用、护理人员评定的儿童健康和精神障碍相关的因素之间的关系。总的手机使用时间与年龄、兄弟姐妹的数量、家里是否有Wi-Fi以及孩子是否拥有手机有关。年龄和家中Wi-Fi的可用性与平板电脑的使用呈正相关,但兄弟姐妹的数量和孩子对平板电脑的所有权都与平板电脑使用无关。此外,我们还研究了在学龄前学生中使用平板电脑(比值比0.62,95%CI 0.39–1.00)和使用Wi-Fi(比值比0.66,95%CI 0.47–0.93)与护理人员评定的儿童健康水平低有关。最近有人指出,在学龄前学生中,平板电脑和Wi-Fi的使用与照顾者评分低的儿童健康有关。由于年幼的孩子可能会为了照顾孩子而接触互联网,这项研究建议父母应该意识到平板电脑和Wi-Fi的使用对心理的影响。
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引用次数: 2
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