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The effects of large round-off errors on the performance of control charts for the mean when the quality characteristic is normally distributed with a known variance 当质量特性呈正态分布且方差已知时,大四舍五入误差对均值控制图性能的影响
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-12-22 DOI: 10.1049/smt2.12171
Benson-Karhi Diamanta, Ben-David Michal, Levi Ofer, Schechtman Edna

This research discusses the effects of large round-off errors on the performance of control charts for means when a process is normally distributed with a known variance and a fixed sample size. Quality control in practice uses control charts for means as a process monitoring tool, even when the data is significantly rounded. The objective of this research is to demonstrate how ignoring the round-off errors and using a standard Shewhart chart affects the quality control of a measured process. The first part of the research includes theoretical calculations for estimating the values of alpha and beta, relating to the unrounded data and the large-rounded data. For the rounded data, normality can no longer be assumed because the data is discrete; therefore, the multinomial distribution is used. The results show that given an in-control process, alpha indicates that false alarms are more frequent, whereas given an out-of-control process, the influence on beta is minor and inconsistent. For some rounding levels, there is a decline in the control chart performances, and in others, there is an improvement. In the second part, a simulation study is used to evaluate the performances of the control chart based on a single sample, checking whether the conclusion (reject or fail to reject) for a sample is consistent for rounded and unrounded data. The results of the simulation match the theoretical calculations.

本研究讨论了当一个过程是正态分布、方差已知且样本量固定时,较大的舍入误差对均值控制图性能的影响。质量控制在实践中使用均值控制图作为过程监控工具,即使数据有很大的舍入误差。本研究的目的是证明忽略舍入误差和使用标准 Shewhart 控制图对测量过程质量控制的影响。研究的第一部分包括与未四舍五入数据和大四舍五入数据有关的阿尔法和贝塔值估算理论计算。对于四舍五入数据,由于数据是离散的,所以不能再假设正态性;因此,使用了多项式分布。结果表明,在过程受控的情况下,alpha 表示误报更频繁,而在过程失控的情况下,对 beta 的影响较小,且不一致。对于某些四舍五入水平,控制图的性能会下降,而对于其他水平,则会有所改善。第二部分是模拟研究,用于评估基于单一样本的控制图性能,检查四舍五入数据和非四舍五入数据的样本结论(拒绝或不拒绝)是否一致。模拟结果与理论计算结果一致。
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引用次数: 0
Asymmetric calibration method on a back-to-back double-loop differential magnetic field probe 背靠背双环差分磁场探头的非对称校准方法
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-12-13 DOI: 10.1049/smt2.12172
Xiao He, Lijuan Huang, Dezhi Zeng, Bo Hou, Yuan Chi, En Li

The asymmetric calibration method is a very interesting technology for differential output probes. It has been proven that the asymmetric calibration method (ACM) can broaden the application scenarios of the electromagnetic field dual probe. However, ACM is not verified on a back-to-back double-loop differential magnetic field probing system. This paper calibrates a back-to-back double-loop differential magnetic field probing system by inserting a connector for creating an asymmetry using ACM. The calibration results show that ACM can be used to calibrate an asymmetric back-to-back double-loop differential magnetic field probing system. The calibration results are further verified by measuring the standing wave magnetic field, and the verification results show that the asymmetric calibration method is effective in eliminating the asymmetry of the back-to-back double-loop differential magnetic field probing system and the work frequency band reaches up to 12 GHz.

非对称校准法是一种非常有趣的差分输出探头技术。事实证明,非对称校准法(ACM)可以拓宽电磁场双探头的应用范围。然而,ACM 并未在背靠背双回路差分磁场探测系统上得到验证。本文使用 ACM 校准了背靠背双回路差分磁场探测系统,通过插入连接器来制造不对称。校准结果表明,ACM 可用于校准不对称背靠背双回路差分磁场探测系统。通过测量驻波磁场进一步验证了校准结果,验证结果表明非对称校准方法能有效消除背靠背双回路差分磁场探测系统的不对称,工作频带可达 12 GHz。
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引用次数: 0
Analysis of leakage flux, losses, and temperature in large synchronous generator end zone under the multi-layer screen thickness based on novel iterative method 基于新型迭代法的多层滤网厚度下大型同步发电机端区漏磁通、损耗和温度分析
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-11-22 DOI: 10.1049/smt2.12161
Jichao Han, Jiayu Qiu, Mingxuan Teng, Haiming Qi, Baojun Ge

The multi-layer screen is the key component in the large synchronous generator end zone. The leakage flux, losses, and temperature of end components are significantly affected by the thickness of multi-layer screen in the synchronous generator. To investigate the influence of multi-layer screen thickness on the end leakage flux, losses, and temperature in the synchronous generator end zone, 1407MVA nuclear power synchronous generator is studied. Three-dimensional transient electromagnetic field model of synchronous generator end zone is established. Three-dimensional transient electromagnetic field in the end zone of 1407MVA synchronous generator with the multi-layer screen is calculated based on the novel iterative method. The flux density of end components is compared and studied in the end zone under the variation of multi-layer screen thickness. Influence of the different thicknesses of multi-layer screen on the losses of the shield plate, screen, finger plate, and stator end core is researched. The losses of end components obtained from 3D end electromagnetic field calculation are applied to the end zone as the heat source in the three-dimensional fluid and thermal coupled field. The temperature distribution of the end components is determined. The accuracy of the calculated results is validated by the experimental values.

多层滤网是大型同步发电机端区的关键部件。同步发电机中多层滤网的厚度对端部部件的漏磁通、损耗和温度有很大影响。为了研究多层滤网厚度对同步发电机端区端部泄漏通量、损耗和温度的影响,本文以 1407MVA 核电同步发电机为研究对象。建立了同步发电机端区的三维瞬态电磁场模型。基于新颖的迭代法计算了带有多层滤网的 1407MVA 同步发电机端区的三维瞬态电磁场。比较并研究了多层滤波器厚度变化时端区的端部元件磁通密度。研究了不同厚度的多层滤网对屏蔽板、滤网、指形板和定子端部铁芯损耗的影响。在三维流体和热耦合场中,将三维端部电磁场计算得到的端部部件损耗作为热源应用于端部区域。确定了端部组件的温度分布。实验值验证了计算结果的准确性。
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引用次数: 0
Rolling bearing weak fault detection using transient structure-optimal VMD and adaptive group sparse coding 利用瞬态结构优化 VMD 和自适应群稀疏编码检测滚动轴承薄弱故障
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-11-16 DOI: 10.1049/smt2.12170
Xing Yuan, Hui Liu, Huijie Zhang

Rolling bearings are essential parts in machine equipment and detecting damage in the early stage is crucial for ensuring the safe production and machine life. However, it is difficult to extract weak fault features under strong background noise, discrete harmonic frequency interference and non-stationary service conditions. This investigation proposes a hybrid fault diagnosis approach utilizing transient structure-optimal variational mode decomposition (TS-OVMD) and adaptive group sparse coding (AGSC) for addressing the formidable problem. According to the singular value structure between transient signal and the interference signal, this work investigates the singular value shrinkage (SVS) technique to adaptively obtain the independent components number. Then, we present a transient structure measure (TSM) to adaptively optimize the balance factor. This measure index systematically quantifies the typical characteristics of the bearing fault signal, which can maximize the fault information representation and effectively reduces the useful information loss caused by improper selection of VMD parameters. Finally, a sparse coding model called AGSC is furthermore designed to enhance the fault impulses readability and suppress residual noise based on the sparsity within group property and the TSM. The proposed approach is verified using experimental data and is found to be superiority comparison with the state-of-the-art method.

滚动轴承是机械设备中的重要部件,早期检测损坏对于确保安全生产和机器寿命至关重要。然而,在强背景噪声、离散谐波频率干扰和非稳态服务条件下,很难提取微弱的故障特征。本研究提出了一种混合故障诊断方法,利用瞬态结构优化变异模式分解(TS-OVMD)和自适应群稀疏编码(AGSC)来解决这一难题。根据瞬态信号与干扰信号之间的奇异值结构,本研究采用奇异值收缩(SVS)技术自适应地获取独立分量数。然后,我们提出了一种瞬态结构度量(TSM)来自适应地优化平衡因子。该度量指标系统地量化了轴承故障信号的典型特征,能最大限度地体现故障信息,有效减少因 VMD 参数选择不当而造成的有用信息损失。最后,基于组内稀疏性和 TSM,进一步设计了名为 AGSC 的稀疏编码模型,以增强故障脉冲的可读性并抑制残余噪声。实验数据对所提出的方法进行了验证,发现该方法优于最先进的方法。
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引用次数: 0
Design of a multiparameter data acquisition and control system for in situ seabed observation base stations 为原位海底观测基站设计多参数数据采集和控制系统
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-11-14 DOI: 10.1049/smt2.12169
Chao Zhong, Jing'an Lu, Dongju Kang, Qianyong Liang

With the exploration, development, and research of deep-sea resources, there is an urgent need for long-term and continuous observation data of the deep-sea seabed boundary layer. The traditional method of deep-sea seabed survey and sampling based on scientific research vessels has the discontinuity of observation data in space and time scales. There are some problems in the seabed in situ observation method based on the seabed observation network for low mobility and high operation and maintenance costs, restricting the in-depth understanding of the dynamic change process of the deep-sea floor. To solve the above problems, an open and modular data acquisition control system was designed based on an embedded system and signal processing technology. In terms of the physical, chemical, geological, and ecosystem characteristics of the seafloor or near the seafloor boundary layer, various functional sensors and instrumentation were matched to form an independent underwater integrated measurement or experimental device, eventually realizing in situ multiparameter and long-time series observations of the seafloor. The system data acquisition and control test were completed through laboratory experiments, which verified the feasibility of the system design. The research showed important theoretical and technical reference significance for the exploration and development of resources in the submarine boundary layer and the promotion of deep-sea scientific research.

随着深海资源的勘探、开发和研究,迫切需要长期、连续的深海海底边界层观测数据。传统的基于科考船的深海海底调查和取样方法存在观测数据在空间和时间尺度上的不连续性。基于海底观测网络的海底原位观测方法存在移动性差、运维成本高等问题,制约了对深海海底动态变化过程的深入了解。为解决上述问题,设计了基于嵌入式系统和信号处理技术的开放式模块化数据采集控制系统。针对海底或海底边界层附近的物理、化学、地质和生态系统特征,匹配各种功能传感器和仪器设备,形成独立的水下综合测量或实验装置,最终实现对海底的原位多参数和长时间序列观测。通过实验室实验完成了系统数据采集和控制测试,验证了系统设计的可行性。该研究对海底边界层资源勘探开发和促进深海科学研究具有重要的理论和技术参考意义。
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引用次数: 0
Equivalent transmission line characterization and multi-layer material measurement analysis of the signal conversion process in the pulsed electro-acoustic method 脉冲电声法信号转换过程的等效传输线特性分析和多层材料测量分析
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-11-13 DOI: 10.1049/smt2.12168
Hanwen Ren, Siyang Zhao, Jian Mu, Haoyu Gao, Tianrun Qi, Zhiyun Han, Zhihui Li, Qingmin Li

This paper studies the equivalent transmission line model of the pulsed electro-acoustic (PEA) method with its applications. Based on the consistency of acoustic wave behaviour inside lossy acoustic materials and voltage wave propagation in transmission line, an equivalent simulation model of the PEA system is developed, whose reliability is verified by the output from the transducer and amplifier models and the comparison with measured waveforms. For the problem of acoustic impedance mismatch between different modules, simulation indicates that the unequal impedances of semiconducting electrode and sample can affect the amplitude of the measured signal at the upper electrode side, and the reflected acoustic waves caused by the transducer can affect the charge waveform. Further simulation for multi-layer materials finds that the reflected acoustic waves of different samples and sound absorbing module can superimpose on the charge signal. Accordingly, a selection criterion is proposed to avoid the effect of the reflected waves at the interface. As for the acoustic reflection caused by internal charge, it needs to be dealt with sequentially in calibration process, starting from the result inside the sample near ground electrode. The research can provide a foundation for analyzing the acoustic properties of the PEA method.

本文研究了脉冲电声(PEA)方法的等效传输线模型及其应用。根据有损声学材料内部声波行为与电压波在传输线中传播的一致性,建立了 PEA 系统的等效仿真模型,并通过换能器和放大器模型的输出以及与测量波形的比较验证了该模型的可靠性。针对不同模块之间声阻抗不匹配的问题,仿真表明,半导体电极和样品的不等阻抗会影响上电极侧测量信号的振幅,换能器产生的反射声波会影响电荷波形。对多层材料的进一步模拟发现,不同样品和吸声模块的反射声波会叠加到电荷信号上。因此,提出了一种选择标准,以避免界面反射波的影响。至于内部电荷引起的声波反射,需要在校准过程中从样品内部靠近接地电极的结果开始依次处理。这项研究可为分析 PEA 方法的声学特性奠定基础。
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引用次数: 0
Intensity modulation of UV light in gas sensor array to discriminate several analytes at room temperature 气体传感器阵列中的紫外光强度调制,用于在室温下分辨多种分析物
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-10-28 DOI: 10.1049/smt2.12167
Ahmad Reza Sadredini, Alireza Nikfarjam, Mohsen Naeimi Pour, Niloofar Nazeri

In this study, a gas sensor array along with intensity modulation of UV light was utilized to discriminate several gases at room temperature. The sensor array was consisted of two interdigitated microelectrodes and TiO2 nanofibres were electrospun on them and calcined at 540°C for 90 min. One of these sensors was coated by 2-nm Pt using the DC sputtering method and the other one remained uncoated. In each experiment, the sensor array was located at a distance of 30 mm from a 365-nm UV LED. For intensity modulation of UV light, a staircase waveform voltage was applied to the UV LED. The voltage was included of three voltage steps and the measured powers at a distance of 30 mm from the UV-LED were about 450, 560, and 680 µW/cm2, respectively. Analytes including acetone, ethanol, methanol, 2-propanol, and carbon monoxide (CO) at various concentrations ranging from 50 to 500 ppm were examined. Three-dimensional Principal Component Analysis mapping was successfully used for the segregation of all examined gases. The examinations revealed that using sensor array along with intensity modulation of UV light is an effective method for discrimination of several analytes at room temperature.

在这项研究中,利用气体传感器阵列和紫外光强度调制在室温下分辨多种气体。传感器阵列由两个相互咬合的微电极组成,在微电极上电纺了 TiO2 纳米纤维,并在 540°C 煅烧 90 分钟。其中一个传感器采用直流溅射法镀上了 2 纳米铂,另一个则没有镀膜。在每次实验中,传感器阵列与 365 纳米紫外线 LED 的距离均为 30 毫米。为了调节紫外光的强度,在紫外 LED 上施加了阶梯波形电压。电压包括三个电压阶梯,在距离紫外发光二极管 30 毫米处测得的功率分别约为 450、560 和 680 µW/cm2。研究对象包括丙酮、乙醇、甲醇、2-丙醇和一氧化碳 (CO),浓度范围为 50 至 500 ppm。三维主成分分析制图被成功用于分离所有检测气体。研究结果表明,使用传感器阵列和紫外光强度调制是在室温下分辨多种分析物的有效方法。
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引用次数: 0
Synchronous switching of uncompensated transmission line, by considering the effect of coupling voltage between the phases, trapped charge and the characteristics of CB 通过考虑相间耦合电压、陷波电荷和 CB 特性的影响,实现无补偿输电线路的同步切换
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-10-12 DOI: 10.1049/smt2.12164
Alireza Karimonnafs

The synchronous closing technology is an effective way to reduce transient current and voltage, prevent equipment failures, and improve power quality. The proposed algorithm, first by considering the coupling voltages between phases and the residual voltages in an uncompensated transmission line, calculates the zero instant of the voltage curves (ZVC instant) across the poles of the circuit breaker (CB) that is ideally the optimum instant to close the CB. Although other studies have utilized ZVC detection by solely considering either coupling or residual voltages. Secondly, the algorithm seeks to account for the mechanical scattering time of the CB and the rate of decrease of dielectric strength (RDDS) by incorporating delay times into the previously calculated delay values. Although other works have investigated the effect of RDDS or mechanical scattering operation time on synchronous switching to some extent, they have not fulfilled any optimization taking both of them into account.By exerting this algorithm, each phase of CB is closed in the ideal optimum closing target (ZVC instant) with a maximum error of one sample, and then, taking into account the CB characteristics, by compensating the RDDS and mechanical scattering time, CB is energized in the optimal time interval, where pre-strike voltages are minimized.

同步合闸技术是降低暂态电流和电压、防止设备故障和提高电能质量的有效方法。所提出的算法首先考虑相间耦合电压和未补偿输电线路中的残余电压,计算出断路器(CB)两极间电压曲线的零点瞬间(ZVC 瞬时),该瞬间是理想的断路器最佳合闸瞬间。尽管其他研究仅通过耦合电压或残余电压来检测 ZVC。其次,该算法试图通过将延迟时间纳入之前计算的延迟值来考虑断路器的机械散射时间和介电强度下降率(RDDS)。通过该算法,CB 的每个相位都在理想的最佳闭合目标(ZVC 瞬时)内闭合,最大误差为一个采样点,然后,考虑到 CB 的特性,通过补偿 RDDS 和机械散射时间,CB 在最佳时间间隔内通电,使预击电压最小。
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引用次数: 0
Intelligent monitoring of EHV transformer bushing based on multi-parameter composite sensing technology 基于多参数复合传感技术的超高压变压器套管智能监测
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-10-12 DOI: 10.1049/smt2.12159
Lu Zhang, Lei Sun, Wensen Wang, Yanhua Han, Lu Pu, Jingfeng Wu, Hao Wu

In order to monitor the state of bushing online, an intelligent monitoring system for transformer bushing was developed. A four-in-one sensor integrating hydrogen sensing technology using palladium nickel alloy, pressure sensing technology, wide range temperature sensing, and micro water measurement technology was developed. A three-in-one integrated sensor based on micro current detection technology was developed to realize online monitoring of bushing dielectric loss, capacitance, and partial discharge. The test results show the hydrogen measurement range of sensor is 0 to 10,000 μL/L, and the measurement uncertainty is lower than 10% or 10 μL/L. The pressure measurement range is 0 to 1.0 MPa, and the uncertainty is lower than 0.3%. The temperature measurement range is −40°C to 85°C, and the uncertainty is lower than ± 1°C. The micro water measurement range is 0 to 1000 μL/L, and the measurement uncertainty is lower than ± 5% or 10 μL/L. The dielectric loss and capacitance error increased by one order of magnitude compared to current standards. The resolution of partial discharge is 5 pC. The performance of the device fully satisfies the requirements for online monitoring of transformer bushing. It has been installed in dozens of 330 and 750 kV substations, providing a reliable guarantee for safe operation of transformer bushing.

为了在线监测变压器套管的状态,开发了一套变压器套管智能监测系统。开发了一种集钯镍合金氢传感技术、压力传感技术、宽量程温度传感和微水测量技术于一体的四位一体传感器。开发了一种基于微电流检测技术的三合一集成传感器,实现了套管介质损耗、电容和局部放电的在线监测。测试结果表明,传感器的氢气测量范围为0至10000μL/L,测量不确定度低于10%或10μL/L。压力测量范围为0至1.0 MPa,不确定度低于0.3%。温度测量范围为−40°C至85°C,不确定率低于±1°C。微水测量范围为0至1000μL/L,测量不确定度低于±5%或10μL/L。与当前标准相比,介电损耗和电容误差增加了一个数量级。局部放电的分辨率为5 pC。该装置的性能完全满足变压器套管在线监测的要求。它已安装在数十个330和750 kV变电站,为变压器套管的安全运行提供了可靠的保证。
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引用次数: 0
A novel fault diagnosis method for PV arrays using convolutional extension neural network with symmetrized dot pattern analysis 利用卷积扩展神经网络和对称点模式分析的新型光伏阵列故障诊断方法
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-10-11 DOI: 10.1049/smt2.12166
Shiue-Der Lu, Chia-Chun Wu, Hong-Wei Sian

PV fault diagnosis remains difficult due to the non-linear characteristic of PV output, which makes PV output to be likely disturbed by the ambient environment. This study proposes a novel convolutional extension neural network (CENN) algorithm, which is a jointed architecture based on convolutional neural network (CNN) and extension neural network (ENN), takes advantage of CNN and ENN. The CENN is combined with the symmetrized dot pattern (SDP) analysis method to diagnose the common eight PV array faults. The SDP is used to transform the measured PV signals into the point coordinate feature image; then, the CENN is trained to identify the different PV faults. Experimental results show an obvious improvement in short detection times and high accuracy compared with traditional CNN and the histogram of oriented gradient (HOG) extraction method with support vector machine (SVM), K-nearest neighbours (KNN), and back propagation neural network (BPNN) classifiers, with 95.3%, 94%, 93.5%, and 93.3% accuracy, respectively. Using the proposed CENN, the accuracy can be raised to 97.3%. Additionally, the signals measured by various sensors are collected using programmable logic controller (PLC). The human–machine interface (HMI) and the proposed algorithm are developed using LabVIEW for graphical design. Finally, the information is transmitted to a tablet PC for performing real-time remote monitoring.

由于光伏输出的非线性特性,光伏输出很可能受到周围环境的干扰,因此光伏故障诊断仍然存在困难。本研究提出了一种新颖的卷积扩展神经网络(CENN)算法,它是一种基于卷积神经网络(CNN)和扩展神经网络(ENN)的联合架构,利用了 CNN 和 ENN 的优势。CENN 与对称点模式(SDP)分析方法相结合,可诊断常见的八种光伏阵列故障。SDP 用于将测量的光伏信号转换为点坐标特征图像,然后训练 CENN 来识别不同的光伏故障。实验结果表明,与传统的 CNN 和带有支持向量机 (SVM)、K-近邻 (KNN) 和反向传播神经网络 (BPNN) 分类器的定向梯度直方图 (HOG) 提取方法相比,CENN 在检测时间短和准确率高方面有明显改善,准确率分别为 95.3%、94%、93.5% 和 93.3%。使用建议的 CENN,准确率可提高到 97.3%。此外,使用可编程逻辑控制器(PLC)收集各种传感器测得的信号。人机界面(HMI)和建议的算法使用 LabVIEW 进行图形设计。最后,将信息传输到平板电脑上,进行实时远程监控。
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引用次数: 0
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