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Mathematical optimization and machine learning to support PCB topology identification 数学优化和机器学习支持 PCB 拓扑识别
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-25-2023
Ilda Cahani, Marcus Stiemer
Abstract. In this paper, we study an identification problem for schematics with different concurring topologies. A framework is proposed, that is both supported by mathematical optimization and machine learning algorithms. Through the use of Python libraries, such as scikit-rf, which allows for the emulation of network analyzer measurements, and a physical microstrip line simulation on PCBs, data for training and testing the framework are provided. In addition to an individual treatment of the concurring topologies and subsequent comparison, a method is introduced to tackle the identification of the optimum topology directly via a standard optimization or machine learning setup: An encoder-decoder sequence is trained with schematics of different topologies, to generate a flattened representation of the rated graph representation of the considered schematics. Still containing the relevant topology information in encoded (i.e., flattened) form, the so obtained latent space representations of schematics can be used for standard optimization of machine learning processes. Using now the encoder to map schematics on latent variables or the decoder to reconstruct schematics from their latent space representation, various machine learning and optimization setups can be applied to treat the given identification task. The proposed framework is presented and validated for a small model problem comprising different circuit topologies.
摘要。本文研究了具有不同并发拓扑结构的原理图的识别问题。提出了一个由数学优化和机器学习算法支持的框架。通过使用Python库,如scikit-rf,它允许对网络分析仪的测量进行仿真,并在pcb上进行物理微带线仿真,为训练和测试框架提供了数据。除了对并发拓扑进行单独处理和随后的比较之外,还引入了一种方法,通过标准优化或机器学习设置直接解决最佳拓扑的识别问题:使用不同拓扑的原理图训练编码器-解码器序列,以生成所考虑的原理图的额定图表示的扁平表示。仍然包含编码(即扁平)形式的相关拓扑信息,因此获得的原理图的潜在空间表示可用于机器学习过程的标准优化。现在使用编码器将原理图映射到潜在变量上,或者使用解码器从潜在空间表示中重建原理图,各种机器学习和优化设置可以应用于处理给定的识别任务。针对一个包含不同电路拓扑结构的小模型问题,提出并验证了该框架。
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引用次数: 1
Generating AI modules for decoupling capacitor placement using simulation 利用仿真生成用于去耦电容器放置的人工智能模块
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-49-2023
Nima Ghafarian Shoaee, Zouhair Nezhi, Werner John, Ralf Brüning, Jürgen Götze
Abstract. The effects of parameters affecting the input impedance of a power delivery network (PDN) are investigated. It is considered that the size of the power plane and the number of associated planes in the PCB layout, apart from the decoupling capacitor, have an effect on the impedance behavior within a certain frequency range. An artificial neural network (ANN) is trained using the generated data utilizing a process to generate suitable input for training a machine learning (ML) module, which is able to predict the impedance profile of the PDN. In order to obtain a more accurate prediction, Bayesian optimization is implemented and the results are compared to commercial power integrity (PI) software.
摘要。研究了各种参数对输电网输入阻抗的影响。认为在一定频率范围内,除去耦电容外,PCB布局中电源平面的大小和关联平面的数量对阻抗行为也有影响。人工神经网络(ANN)使用生成的数据进行训练,利用一个过程生成合适的输入来训练机器学习(ML)模块,该模块能够预测PDN的阻抗分布。为了获得更准确的预测结果,采用贝叶斯优化方法,并将结果与商用功率完整性(PI)软件进行了比较。
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引用次数: 0
Anomaly Detection with Decision Trees for AI Assisted Evaluation of Signal Integrity on PCB Transmission Lines 利用决策树进行异常检测,以人工智能辅助评估 PCB 传输线上的信号完整性
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-37-2023
Emre Ecik, Werner John, Julian Withöft, Jürgen Götze
Abstract. Printed circuit board (PCB) design can be supported to a high degree by adding AI modules to the design system. Predictions from these modules can be made available to the designer in order to speed up circuit design and make it more efficient. Problems regarding signal integrity (SI) can be detected in time by providing hints on component connection or routing. However, the optimization and ML methods used in this context are usually very sophisticated (e.g., Bayesian optimization). Therefore, the design parameters provided by the AI modules must be accepted without further insights (for the experienced as well as the inexperienced designer). In this paper, a decision tree for anomaly detection and SI verification is presented, which by nature of this algorithm provides insights to the decisions made to obtain the proposed design parameters. Using a point-to-point (P2P) network as an example, the prediction accuracy of the AI model is investigated. It is shown that assessing SI effects with a decision tree provides a simple approach to obtain the suggested design. Furthermore, the predictions of the decision tree can be verified against the design rules.
摘要。通过在设计系统中加入AI模块,可以高度支持印刷电路板(PCB)设计。从这些模块的预测可以提供给设计师,以加快电路设计,使其更有效率。通过提供有关组件连接或路由的提示,可以及时检测到有关信号完整性(SI)的问题。然而,在这种情况下使用的优化和ML方法通常是非常复杂的(例如,贝叶斯优化)。因此,AI模块提供的设计参数必须被接受,而无需进一步的理解(对于有经验的设计师和没有经验的设计师)。在本文中,提出了一种用于异常检测和SI验证的决策树,该算法的本质提供了对获得建议设计参数的决策的见解。以点对点(P2P)网络为例,研究了人工智能模型的预测精度。结果表明,用决策树评估SI效应提供了一种简单的方法来获得建议的设计。此外,决策树的预测可以根据设计规则进行验证。
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引用次数: 2
Hybrid integrators with predictive overload estimation for analog computers and continuous-time ΔΣ modulators 为模拟计算机和连续时间 ΔΣ 调制器提供具有预测过载估计功能的混合积分器
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-89-2023
Dirk Killat, B. Ulmann, Sven Köppel
Abstract. Continuous-time integrators are a central component in ΔΣ modulators, in analog computers, and general analog signal processing. If several integrators are interconnected, scaling plays an important role: In analog computers, scaling is performed with respect to the machine unit (MU). In ΔΣ modulators, scaling is performed in such a way that at maximum input signal the allowable dynamic range of no integrator is exceeded. In both cases the scaling is a compromise limiting the dynamic range. For analog computers, it was proposed early on to extend the dynamic range by hybrid integrators. Here, an analog range overflow is processed digitally and the analog integrator is reduced to its permissible operating range within the machine unit interval. While in earlier proposals for hybrid integrators only the subsequent integrator stage processes the overflow and works with reduced analog values, our hybrid integrator can process the overflow directly, with the analog reset process being continuous-time. In the case of highly dynamical input signals and transients, analog overload handling is further improved by a prediction of the overload that includes the currently applied input signal in the calculation. For example, with continuous-time ΔΣ modulators, overload of the analog integrator can be reliably avoided.
摘要。连续时间积分器是ΔΣ调制器、模拟计算机和一般模拟信号处理中的中心部件。如果几个积分器相互连接,则缩放起重要作用:在模拟计算机中,缩放是根据机器单位(MU)执行的。在ΔΣ调制器中,缩放以这样一种方式执行,即在最大输入信号时,不超过积分器的允许动态范围。在这两种情况下,缩放都是限制动态范围的妥协。对于模拟计算机,很早就有人提出用混合积分器来扩展动态范围。在这里,模拟范围溢出被数字处理,模拟积分器被降低到机器单元间隔内的允许工作范围。在早期的混合积分器建议中,只有后续积分器阶段处理溢出并使用减少的模拟值,而我们的混合积分器可以直接处理溢出,模拟复位过程是连续时间的。在高度动态输入信号和瞬态的情况下,通过在计算中包括当前应用的输入信号的过载预测,模拟过载处理得到进一步改进。例如,使用连续时间ΔΣ调制器,可以可靠地避免模拟积分器的过载。
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引用次数: 0
Y-shaped tunable monolithic dual colour lasers for THz technology 用于太赫兹技术的 Y 形可调谐单片双色激光器
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-1-2023
Carsten Brenner, N. Surkamp, Martin R. Hofmann
Abstract. THz generation by difference frequency generation can be accomplished by many different laser systems. The most cost efficient and compact solution will be monolithic dual-colour lasers. Application of these lasers in THz metrology can suffer from several drawbacks like coupling between the modes, strong amplitude variations, low tuning capabilities, or a complicated growth process. We discuss the impact of these points for THz measurements and present a simple monolithic dual colour laser which can be used for material characterisations.
摘要。通过差频产生太赫兹可以通过许多不同的激光系统来实现。最具成本效益和紧凑的解决方案将是单片双色激光器。这些激光器在太赫兹测量中的应用可能遭受几个缺点,如模式之间的耦合,强振幅变化,低调谐能力,或复杂的生长过程。我们讨论了这些点对太赫兹测量的影响,并提出了一种简单的单片双色激光器,可用于材料表征。
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引用次数: 1
Generalized Efficiency and the Uncertainty of Millimeter Wave Power Standard 通用效率与毫米波功率标准的不确定性
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-7-2023
W. K. Perangin-Angin, Karsten Kuhlmann, Jürgen Rühaak
Abstract. In the last decade, waveguide thermoelectric power sensors have been established as an alternative to thermistor mounts for millimeter wave power standards, and due to the detection principle and the nature of waveguides, the generalized efficiency is used as calibration quantity instead of the effective efficiency. In this paper, the generalized efficiency and the measurement uncertainty of waveguide thermoelectric sensors are presented and applied to calibrate other types of power sensors in a measurement set-up for frequency up to 170 GHz. Results for commercially available waveguide power sensors are discussed for the interfaces R 900 and R 1.4k.
摘要。近十年来,波导热电功率传感器作为热敏电阻安装的替代方案被建立起来,用于毫米波功率标准,由于波导的检测原理和性质,使用广义效率作为校准量,而不是有效效率。本文介绍了波导热电传感器的广义效率和测量不确定度,并将其应用于频率高达170 GHz的测量装置中其他类型的功率传感器的校准。讨论了r900和r1.4 k接口的市售波导功率传感器的测试结果。
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引用次数: 0
Egbert von Lepel and the Invention of the Spark-Gap Transmitter 埃格伯特-冯-勒贝尔与火花隙发射机的发明
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-65-2023
Wolfgang Mathis
Abstract. On 29 October 1923, radio broadcasting or “Rundfunk” was officially opened in the Voxhaus in Berlin and thus the new communication medium was now also available in Germany, but later than in other countries such as the US and the UK. However, first experiments with wireless telephony, which is the technical basis of this medium, were carried out more than ten years earlier (Pungs, 1922; Mathis, 2019; Titze and Mathis, 2020; Mathis and Titze, 2021). One of the pioneers of this technology was the German Egbert von Lepel, who developed in 1907 a new concept of wireless transmitters that was also suitable for use in wireless telephony. The concept later became known as the quenched spark-gap transmitter (“Löschfunkensender”) or ”Singing Spark” transmitter where a specific variant was developed by the Gesellschaft für Drahtlose Telegraphie (GDT: “Wireless Telegraph Society”), System Telefunken. This article discusses the history of this type of transmitter using new historical sources from national and international archives. It turns out that contrary to what is known on this subject from almost all publications on the history of early wireless technology, the German Imperial Patent Office decided in January 1911 that Lepel's patent was granted as the most fundamental for quenched spark-gap transmitters. With the disclosure of this important historical source, the question of the origin of the invention of the quenched spark-gap transmitter must be reassessed.
摘要。1923年10月29日,无线电广播或“Rundfunk”在柏林的Voxhaus正式开放,因此新的通信媒介现在在德国也可以使用,但比美国和英国等其他国家晚。然而,作为这种媒介的技术基础的无线电话的第一次实验早在十多年前就进行了(Pungs, 1922;马修斯,2019;Titze and Mathis, 2020;马西斯和蒂策,2021)。这项技术的先驱之一是德国人埃格伯特·冯·莱佩尔,他在1907年提出了一种新的无线发射机概念,这种概念也适用于无线电话。这个概念后来被称为淬灭火花隙发射机(“Löschfunkensender”)或“唱歌火花”发射机,其中一个特定的变体是由Gesellschaft f r Drahtlose Telegraphie (GDT:“无线电报协会”),System Telefunken开发的。本文利用国家和国际档案中新的历史资料来讨论这种类型的发射机的历史。事实证明,与几乎所有关于早期无线技术历史的出版物所知的相反,德国帝国专利局在1911年1月决定授予Lepel的专利为淬灭火花隙发射机的最基本专利。随着这一重要历史来源的披露,必须重新评估熄灭火花隙变送器发明的起源问题。
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引用次数: 0
MmWave scattering properties of roads on rough asphalt and concrete surfaces 粗糙沥青和混凝土表面道路的毫米波散射特性
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-57-2023
Vera Kurz, Manuel Fuenfer, F. Pfeiffer, Erwin M. Biebl
Abstract. In this work, a synthetic aperture radar setup is used for analyzing the mmWave scattering of road surfaces in the automotive 77 GHz band in the laboratory. With this setup, samples of concrete roads in two different surface conditions are investigated, determining the variances in reflectivity depending on material composition and surface structure. Afterward, the distribution of these variations is fitted using probability density functions, namely normal and rayleigh distribution fits. Consequently, the diffuse scattering behavior of concrete roads can be described mathematically. Additionally, previously presented porous asphalt roads are compared and fitted analogously to get a summary of the scattering for all common road surfaces in Germany. Furthermore, a validation of the measurement and the processing by analyzing particularly generated reference samples is performed.
摘要。在实验室中,利用合成孔径雷达装置对汽车77 GHz频段的路面毫米波散射进行了分析。通过这种设置,研究了两种不同表面条件下的混凝土道路样本,确定了材料成分和表面结构对反射率的影响。然后,使用概率密度函数拟合这些变化的分布,即正态分布和瑞利分布拟合。因此,混凝土路面的扩散散射特性可以用数学方法来描述。此外,对先前提出的多孔沥青路面进行了比较和类似的拟合,以获得德国所有常见路面散射的总结。此外,通过分析特定生成的参考样品来验证测量和处理。
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引用次数: 0
Long-term trends of midlatitude horizontal mesosphere/lower thermosphere winds over four decades 四十年来中纬度水平中间层/低温层风的长期趋势
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-111-2023
Christoph Jacobi, Aleš Kuchař, T. Renkwitz, J. Jaen
Abstract. We analyse 43 years of mesosphere/lower thermosphere (MLT) horizontal winds obtained from a joint analysis of low frequency (LF) spaced receiver lower ionospheric drift measurements from late 1978 through 2008 and VHF meteor radar wind observations since summer 2004 at Collm (51.3∘ N, 13.0∘ E). Due to limitations of the earlier LF measurements, we restrict ourselves to the analysis of monthly mean winds near 90 km, which represents the meteor peak height as well as mean LF reflection heights in the MLT. We observe mainly positive trends of the zonal prevailing wind throughout the year, while the meridional winds tend to decrease in magnitude in both summer and winter. Furthermore, there is a change in long-term trends around the late 1990s, which is most clearly visible in summer MLT winds. We compare these measurements with long-term partial reflection radar observations of winds at 81–85 km over Juliusruh (54.6∘ N, 13.4∘ E) since 1990, and find general qualitative agreement of trends except for summer. The latter can be explained by the different altitudes considered, and by the latitude dependence of the summer mesospheric jet.
摘要。我们分析了43年的中间层/低层热层(MLT)水平风,这些风是通过联合分析1978年末至2008年低频(LF)间隔接收机下部电离层漂移测量和2004年夏季以来在科尔姆(51.3°N, 13.0°E)的甚高频流星雷达风观测得来的。由于早期低低频测量的局限性,我们只分析了90公里附近的月平均风,这代表了MLT中流星峰值高度和低低频反射平均高度。纬向盛行风全年主要呈正趋势,而经向风在夏季和冬季均有减小的趋势。此外,20世纪90年代末前后的长期趋势发生了变化,这在夏季MLT风中最为明显。我们将这些测量结果与1990年以来julusruh(54.6°N, 13.4°E)上空81-85公里风的长期部分反射雷达观测结果进行比较,发现除了夏季外,其他趋势在质量上大体一致。后者可以用考虑的不同高度和夏季中间层急流的纬度依赖性来解释。
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引用次数: 0
Approximation of High Intensity Radiated Field by Direct Current Injection using matrix methods based on Characteristic Mode Analysis 利用基于特征模式分析的矩阵方法逼近直流注入高强度辐射场
IF 0.4 Q4 Engineering Pub Date : 2023-12-01 DOI: 10.5194/ars-21-101-2023
Jan Ückerseifer, Frank Gronwald
Abstract. This contribution discusses the approximation of radiated by conducted immunity tests by the example of High Intensity Radiated Field (HIRF) and Direct Current Injection (DCI) based on a surface current analysis. For this purpose, Characteristic Mode Analysis (CMA) is applied to provide basis functions for a surface current expansion in Characteristic Modes. Via a matrix-based basis transformation algorithm involving Characteristic Mode data of both HIRF and DCI test setups, suitable DCI surface currents are derived. The approximation of HIRF surface currents by the computed DCI surface currents is analyzed for exemplary DUTs over a broad frequency range. Within this frequency range, those DCI frequencies leading to an optimal approximation of the HIRF current are determined. Concerning practical issues in DCI testing, the influence of DCI adapter parameters on the surface current approximation is elucidated. The numerical results show that DCI can approximate HIRF at low frequencies largely independent from the DCI adapter setting, whereas at high frequencies an approximation is difficult to realize.
摘要。本文以高强度辐射场(HIRF)和基于表面电流分析的直流注入(DCI)为例,讨论了传导抗扰度试验的辐射近似。为此,采用特征模态分析(CMA)为特征模态下的表面电流扩展提供基函数。利用HIRF和DCI试验装置的特征模态数据,通过基于矩阵的基变换算法,推导出合适的DCI表面电流。在较宽的频率范围内,分析了用计算得到的DCI表面电流近似HIRF表面电流。在这个频率范围内,确定了导致HIRF电流最佳近似的DCI频率。结合DCI测试中的实际问题,阐述了DCI适配器参数对表面电流近似的影响。数值结果表明,在低频时,DCI可以在很大程度上与DCI适配器的设置无关,而在高频时则难以实现近似。
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引用次数: 1
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Advances in Radio Science
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