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Pre-insertion resistors temperature prediction based on improved WOA-SVR 基于改进型 WOA-SVR 的插入前电阻器温度预测
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2024-01-13 DOI: 10.1049/smt2.12177
Honghe Dai, Site Mo, Haoxin Wang, Nan Yin, Songhai Fan, Bixiong Li

The pre-insertion resistors (PIR) within high-voltage circuit breakers are critical components and warm up by generating Joule heat when an electric current flows through them. Elevated temperature can lead to temporary closure failure and, in severe cases, the rupture of PIR. To accurately predict the temperature of PIR, this study combines finite element simulation techniques with Support Vector Regression (SVR) optimized by an Improved Whale Optimization Algorithm (IWOA) approach. The IWOA includes Tent mapping, a convergence factor based on the sigmoid function, and the Ornstein–Uhlenbeck variation strategy. The IWOA-SVR model is compared with the SSA-SVR and WOA-SVR. The results reveal that the prediction accuracies of the IWOA-SVR model were 90.2% and 81.5% (above 100°C) in the ± 3°C temperature deviation range and 96.3% and 93.4% (above 100°C) in the ± 4°C temperature deviation range, surpassing the performance of the comparative models. This research demonstrates that the method proposed can realize the online monitoring of the temperature of the PIR, which can effectively prevent thermal faults PIR and provide a basis for the opening and closing of the circuit breaker within a short period.

高压断路器中的预插入电阻器 (PIR) 是关键部件,电流通过时会产生焦耳热而升温。温度升高会导致暂时性闭合失效,严重时会导致 PIR 破裂。为了准确预测 PIR 的温度,本研究将有限元模拟技术与支持向量回归 (SVR) 结合起来,并通过改进的鲸鱼优化算法 (IWOA) 方法进行了优化。IWOA 包括 Tent 映射、基于 sigmoid 函数的收敛因子和 Ornstein-Uhlenbeck 变化策略。IWOA-SVR 模型与 SSA-SVR 和 WOA-SVR 进行了比较。结果显示,IWOA-SVR 模型在 ± 3°C 温度偏差范围内的预测精度分别为 90.2% 和 81.5%(高于 100°C),在 ± 4°C 温度偏差范围内的预测精度分别为 96.3% 和 93.4%(高于 100°C),超过了比较模型的性能。该研究表明,所提出的方法可实现对 PIR 温度的在线监测,能有效防止 PIR 发生热故障,并在短时间内为断路器的开合提供依据。
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引用次数: 0
Condition assessment criteria evaluation of asymmetric aged and fully aged silicone rubber insulators based on leakage current harmonics 基于泄漏电流谐波的非对称老化和完全老化硅橡胶绝缘子的状态评估标准评价
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-12-28 DOI: 10.1049/smt2.12176
Mehdi Esmaieli, Masume Khodsuz, Hassan Nouri

The leakage current characteristic monitoring of transmission line insulators is considered a worthy technique for insulator state prediction. In this paper, the harmonic analysis of leakage current signals has been performed to analyze the composite insulator condition. Experimental studies of asymmetrically aged, fully aged, and virgin insulators have been conducted. The effects of different aging types, pollution, and humidity on leakage current components, such as harmonics and the phase differences with the applied voltage, have been investigated. The analysis of the results shows that the effect of asymmetric aging on leakage current components is non-linear, and this non-linearity increases with the degree of pollution. Also, the type of insulator aging can be determined by the ratio of the third- and fifth-order leakage current harmonics. For instance, the classification of insulators into virgin, asymmetrically aged, and fully aged can be determined by examining the corresponding value ranges of 0–0.5, 0.5–0.9, and > 0.9, respectively. Similarly, the phase difference values of < 15% and those > 15% indicate the clean and polluted operating conditions individually.

输电线路绝缘子的泄漏电流特性监测被认为是一种值得采用的绝缘子状态预测技术。本文对泄漏电流信号进行了谐波分析,以分析复合绝缘体的状态。本文对非对称老化绝缘子、完全老化绝缘子和原始绝缘子进行了实验研究。研究了不同老化类型、污染和湿度对泄漏电流成分(如谐波和与外加电压的相位差)的影响。结果分析表明,非对称老化对泄漏电流成分的影响是非线性的,这种非线性随着污染程度的增加而增加。此外,绝缘子老化的类型可以通过三阶和五阶泄漏电流谐波的比率来确定。例如,绝缘子分为原始绝缘子、非对称老化绝缘子和完全老化绝缘子,可分别根据 0-0.5、0.5-0.9 和大于 0.9 的相应值范围来确定。同样,15% 的相位差值分别表示清洁和污染运行条件。
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引用次数: 0
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
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Iet Science Measurement & Technology
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