首页 > 最新文献

Iet Science Measurement & Technology最新文献

英文 中文
Rolling bearing fault diagnosis based on generalized multiscale mean permutation entropy and GWO-LSSVM 基于广义多尺度均值排列熵和GWO-LSSVM的滚动轴承故障诊断
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-06-03 DOI: 10.1049/smt2.12149
Li Liu, Zijin Liu, Xuefei Qian

Faults in rolling bearings are usually observed through pulses in the vibration signals. However, due to the influence of complex background noise and interference from other machine components present in measurement equipment, vibration signals are typically non-stationary and often contaminated by noise. Therefore, in order to effectively extract the random variation and non-linear dynamic variation characteristics of vibration signals, a new method of rolling bearing fault diagnosis based on generalized multiscale mean permutation entropy (GMMPE) and grey wolf optimized least squares support vector machine (GWO-LSSVM) is put forward in this paper. Based on the multiscale permutation entropy (MPE), the multiscale equalization is firstly used to replace the coarse grained process, and the value of mean is extended to variance to avoid the dynamic mutation of the original signal. Finally, the parameters of LSSVM are optimized by the grey wolf optimization algorithm to achieve accurate identification of fault modes. The results of simulation and experiment show that applying the proposed GMMPE to rolling bearing fault feature extraction is feasible and superior, and the method based on GMMPE and GWO-LSSVM has better noise robustness, which can effectively achieve rolling bearing fault diagnosis.

滚动轴承的故障通常通过振动信号中的脉冲来观察。然而,由于复杂的背景噪声和测量设备中存在的其他机器部件的干扰的影响,振动信号通常是非平稳的,并且经常受到噪声的污染。因此,为了有效地提取振动信号的随机变化和非线性动态变化特征,本文提出了一种基于广义多尺度均值排列熵和灰狼优化最小二乘支持向量机的滚动轴承故障诊断新方法。基于多尺度排列熵(MPE),首先使用多尺度均衡来代替粗粒度过程,并将均值扩展到方差,以避免原始信号的动态变异。最后,采用灰狼优化算法对LSSVM的参数进行了优化,实现了故障模式的准确识别。仿真和实验结果表明,将所提出的GMMPE应用于滚动轴承故障特征提取是可行和优越的,并且基于GMMPE和GWO-LSSVM的方法具有较好的噪声鲁棒性,可以有效地实现滚动轴承故障诊断。
{"title":"Rolling bearing fault diagnosis based on generalized multiscale mean permutation entropy and GWO-LSSVM","authors":"Li Liu,&nbsp;Zijin Liu,&nbsp;Xuefei Qian","doi":"10.1049/smt2.12149","DOIUrl":"https://doi.org/10.1049/smt2.12149","url":null,"abstract":"<p>Faults in rolling bearings are usually observed through pulses in the vibration signals. However, due to the influence of complex background noise and interference from other machine components present in measurement equipment, vibration signals are typically non-stationary and often contaminated by noise. Therefore, in order to effectively extract the random variation and non-linear dynamic variation characteristics of vibration signals, a new method of rolling bearing fault diagnosis based on generalized multiscale mean permutation entropy (GMMPE) and grey wolf optimized least squares support vector machine (GWO-LSSVM) is put forward in this paper. Based on the multiscale permutation entropy (MPE), the multiscale equalization is firstly used to replace the coarse grained process, and the value of mean is extended to variance to avoid the dynamic mutation of the original signal. Finally, the parameters of LSSVM are optimized by the grey wolf optimization algorithm to achieve accurate identification of fault modes. The results of simulation and experiment show that applying the proposed GMMPE to rolling bearing fault feature extraction is feasible and superior, and the method based on GMMPE and GWO-LSSVM has better noise robustness, which can effectively achieve rolling bearing fault diagnosis.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 6","pages":"243-256"},"PeriodicalIF":1.4,"publicationDate":"2023-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12149","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50124803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Influence of non-ideal line-reflect-match calibration standards on vector network analyzer S-parameter measurements 非理想线反射匹配校准标准对矢量网络分析仪S参数测量的影响
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-06-02 DOI: 10.1049/smt2.12150
Wei Zhao, Chunyue Cheng, Chao Yang, Jiankang Xiao, Yibang Wang, Ye Huo

In this paper, an improved two-step method is presented for the sensitivity analysis of vector network analyzer (VNA) S-parameter measurements due to the non-ideal line-reflect-match (LRM) calibration standards. This improved method is based on the indirect uncertainty propagation mechanism, which is especially suitable for the S-parameter measurements applying the self-calibration technique. To further simplify the formula derivation, the deviation matrices [δA] and [δB] are newly defined to represent the uncertainties of the T-matrices of error boxes. With this definition, formulas for the deviations of device under test (DUT) S-parameters can be concluded as functions of [δA] and [δB] in a concise form. Eventually, by solving only three linear combinations of the elements from [δA] and [δB], the sensitivity coefficients of DUT S-parameters due to non-ideal LRM can be conveniently deduced in an analytical form. Finally, experiments are performed to verify the proposed method.

本文提出了一种改进的两步法,用于矢量网络分析仪(VNA)S参数测量的灵敏度分析,因为采用了非理想线反射匹配(LRM)校准标准。这种改进的方法基于间接不确定度传播机制,特别适用于应用自校准技术的S参数测量。为了进一步简化公式推导,新定义了偏差矩阵[δA]和[δB]来表示误差盒的T-矩阵的不确定性。有了这个定义,被测器件(DUT)S参数的偏差公式可以简洁地归纳为[δA]和[δB]的函数。最终,通过仅求解[δA][ΔB]中元素的三个线性组合,可以方便地以分析的形式推导出非理想LRM引起的DUT S参数的灵敏度系数。最后,实验验证了该方法的有效性。
{"title":"Influence of non-ideal line-reflect-match calibration standards on vector network analyzer S-parameter measurements","authors":"Wei Zhao,&nbsp;Chunyue Cheng,&nbsp;Chao Yang,&nbsp;Jiankang Xiao,&nbsp;Yibang Wang,&nbsp;Ye Huo","doi":"10.1049/smt2.12150","DOIUrl":"https://doi.org/10.1049/smt2.12150","url":null,"abstract":"<p>In this paper, an improved two-step method is presented for the sensitivity analysis of vector network analyzer (VNA) S-parameter measurements due to the non-ideal line-reflect-match (LRM) calibration standards. This improved method is based on the indirect uncertainty propagation mechanism, which is especially suitable for the S-parameter measurements applying the self-calibration technique. To further simplify the formula derivation, the deviation matrices [<i>δA</i>] and [<i>δB</i>] are newly defined to represent the uncertainties of the T-matrices of error boxes. With this definition, formulas for the deviations of device under test (DUT) S-parameters can be concluded as functions of [<i>δA</i>] and [<i>δB</i>] in a concise form. Eventually, by solving only three linear combinations of the elements from [<i>δA</i>] and [<i>δB</i>], the sensitivity coefficients of DUT S-parameters due to non-ideal LRM can be conveniently deduced in an analytical form. Finally, experiments are performed to verify the proposed method.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 6","pages":"257-268"},"PeriodicalIF":1.4,"publicationDate":"2023-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12150","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50118305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on assessment method for main insulation state of converter transformer based on time-frequency domain dielectric response 基于时频域介质响应的换流变压器主绝缘状态评估方法研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-04-06 DOI: 10.1049/smt2.12145
Yizhou Zhang, Hao Yun, Mingze Zhang, Shengjie Lei, Yufei Sun

The converter transformer is an essential part of the DC transmission system. Compared with the traditional oil-impregnated AC transformer, the main insulation of the converter transformer bears more complex electric field aging stress during long-term operation. The influence of the proportion of AC components in the AC/DC composite electric field on insulation aging is still unclear. Therefore, a combined aging test platform of composite electric field and thermal was built in the laboratory, and accelerated aging tests of oil-paper insulation under different AC/DC ratios were carried out. Through the time-frequency domain dielectric response characteristics of oil-paper insulation, the quantitative relationship between the time-frequency domain dielectric response characteristic parameters and AC proportional coefficient in different aging stages was obtained. The results show that the influence of the AC component on the aging of the oil-impregnated pressboard is more prominent. The maximum relaxation polarization time and the maximum exponential coefficient of polarization–depolarization current (PDC) can effectively characterize the aging of oil-paper insulation. Meanwhile, to accurately assess the insulation state of the converter transformer, this paper established the equivalent dielectric relaxation model for the main insulation structure. A quantitative assessment method for moisture content and aging of oil-paper insulation based on time-frequency domain dielectric response was proposed. The influence of transformer oil conductivity, test temperature, and main insulation structure was eliminated. The effectiveness of this method was verified by comparative tests, the maximum error for DP is 20, and the maximum error for moisture content is 0.15%. The research results of this paper can provide theoretical support for on-site assessment of converter transformer insulation status.

换流变压器是直流输电系统的重要组成部分。与传统的油浸交流变压器相比,换流变压器的主绝缘在长期运行过程中承受着更复杂的电场老化应力。交流/直流复合电场中交流分量的比例对绝缘老化的影响尚不清楚。为此,在实验室搭建了复合电场和热复合老化试验平台,对不同交直流比下的油纸绝缘进行了加速老化试验。通过油纸绝缘的时频域介电响应特性,得到了不同老化阶段时频域介质响应特性参数与交流比例系数之间的定量关系。结果表明,交流成分对浸油纸板老化的影响更为突出。最大弛豫极化时间和最大极化-去极化电流指数系数(PDC)可以有效地表征油纸绝缘的老化。同时,为了准确评估换流变压器的绝缘状态,本文建立了主绝缘结构的等效介质弛豫模型。提出了一种基于时频域介电响应的油纸绝缘含水量和老化定量评价方法。消除了变压器导油率、试验温度和主绝缘结构的影响。通过对比试验验证了该方法的有效性,DP的最大误差为20,水分含量的最大误差是0.15%。本文的研究结果可为换流变压器绝缘状态的现场评估提供理论支持。
{"title":"Research on assessment method for main insulation state of converter transformer based on time-frequency domain dielectric response","authors":"Yizhou Zhang,&nbsp;Hao Yun,&nbsp;Mingze Zhang,&nbsp;Shengjie Lei,&nbsp;Yufei Sun","doi":"10.1049/smt2.12145","DOIUrl":"https://doi.org/10.1049/smt2.12145","url":null,"abstract":"<p>The converter transformer is an essential part of the DC transmission system. Compared with the traditional oil-impregnated AC transformer, the main insulation of the converter transformer bears more complex electric field aging stress during long-term operation. The influence of the proportion of AC components in the AC/DC composite electric field on insulation aging is still unclear. Therefore, a combined aging test platform of composite electric field and thermal was built in the laboratory, and accelerated aging tests of oil-paper insulation under different AC/DC ratios were carried out. Through the time-frequency domain dielectric response characteristics of oil-paper insulation, the quantitative relationship between the time-frequency domain dielectric response characteristic parameters and AC proportional coefficient in different aging stages was obtained. The results show that the influence of the AC component on the aging of the oil-impregnated pressboard is more prominent. The maximum relaxation polarization time and the maximum exponential coefficient of polarization–depolarization current (PDC) can effectively characterize the aging of oil-paper insulation. Meanwhile, to accurately assess the insulation state of the converter transformer, this paper established the equivalent dielectric relaxation model for the main insulation structure. A quantitative assessment method for moisture content and aging of oil-paper insulation based on time-frequency domain dielectric response was proposed. The influence of transformer oil conductivity, test temperature, and main insulation structure was eliminated. The effectiveness of this method was verified by comparative tests, the maximum error for DP is 20, and the maximum error for moisture content is 0.15%. The research results of this paper can provide theoretical support for on-site assessment of converter transformer insulation status.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 5","pages":"208-219"},"PeriodicalIF":1.4,"publicationDate":"2023-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12145","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50121963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Partial discharge signal compression reconstruction method based on transfer sparse representation and dual residual ratio threshold 基于转移稀疏表示和双残差比阈值的局部放电信号压缩重建方法
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-03-28 DOI: 10.1049/smt2.12148
Shice Zhao, Hongshan Zhao, Ma Libo, Qu Yuehan, Ren Hui

Partial discharge (PD) signals have a large amount of data and a low energy proportion of pulse signals, resulting in difficult data transmission and poor reconstruction efficiency. To this end, a PD signal compression reconstruction method based on transfer sparse representation and dual residual ratio threshold (TSR-DRRT) is proposed. TSR-DRRT is centred on the sparse representation (SR) and accurate reconstruction of noisy signals. The intrinsic pulse of PD signals is extracted by signal decomposition, and jointly trained with different types of signals to establish the transfer SR dictionary. The compressed signal accurately retains the essential characteristics of the pulse information by improving the match between the dictionary atoms and the polymorphic PD pulses. To match the transfer SR dictionary, the inner and outer DRRT iteration termination conditions are set adaptively during the reconstruction process based on the correlation difference between the dictionary and signal frames. Independent control of PD pulse recognition and reconstruction accuracy is achieved, and its performance under noisy signals is improved. The results show that the method can achieve high ratio compression and efficient reconstruction of noisy signals. Different types of PD signals can also have high matching accuracy. This method can meet the demand for PD signals compression and transmission to the terminal for accurate reconstruction.

局部放电(PD)信号具有大量的数据和低能量比例的脉冲信号,导致数据传输困难和重建效率差。为此,提出了一种基于转移稀疏表示和双残差比阈值(TSR-DRRT)的局部放电信号压缩重建方法。TSR-DRRT以稀疏表示(SR)和噪声信号的精确重建为中心。通过信号分解提取PD信号的固有脉冲,并与不同类型的信号联合训练,建立转移SR字典。压缩信号通过改善字典原子和多态PD脉冲之间的匹配,准确地保留了脉冲信息的基本特征。为了匹配传输SR字典,在重建过程中基于字典和信号帧之间的相关性差自适应地设置内部和外部DRRT迭代终止条件。实现了对局部放电脉冲识别和重建精度的独立控制,提高了其在噪声信号下的性能。结果表明,该方法可以实现对噪声信号的高压缩比和高效重构。不同类型的PD信号也可以具有高的匹配精度。该方法可以满足局部放电信号压缩和传输到终端进行精确重建的要求。
{"title":"Partial discharge signal compression reconstruction method based on transfer sparse representation and dual residual ratio threshold","authors":"Shice Zhao,&nbsp;Hongshan Zhao,&nbsp;Ma Libo,&nbsp;Qu Yuehan,&nbsp;Ren Hui","doi":"10.1049/smt2.12148","DOIUrl":"https://doi.org/10.1049/smt2.12148","url":null,"abstract":"<p>Partial discharge (PD) signals have a large amount of data and a low energy proportion of pulse signals, resulting in difficult data transmission and poor reconstruction efficiency. To this end, a PD signal compression reconstruction method based on transfer sparse representation and dual residual ratio threshold (TSR-DRRT) is proposed. TSR-DRRT is centred on the sparse representation (SR) and accurate reconstruction of noisy signals. The intrinsic pulse of PD signals is extracted by signal decomposition, and jointly trained with different types of signals to establish the transfer SR dictionary. The compressed signal accurately retains the essential characteristics of the pulse information by improving the match between the dictionary atoms and the polymorphic PD pulses. To match the transfer SR dictionary, the inner and outer DRRT iteration termination conditions are set adaptively during the reconstruction process based on the correlation difference between the dictionary and signal frames. Independent control of PD pulse recognition and reconstruction accuracy is achieved, and its performance under noisy signals is improved. The results show that the method can achieve high ratio compression and efficient reconstruction of noisy signals. Different types of PD signals can also have high matching accuracy. This method can meet the demand for PD signals compression and transmission to the terminal for accurate reconstruction.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 6","pages":"230-242"},"PeriodicalIF":1.4,"publicationDate":"2023-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12148","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50155311","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on characteristics gases of metal protrusions partial discharge in 10-kV air-insulated switchgear 10kV空气绝缘开关设备金属突起局部放电特性气体的研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-03-23 DOI: 10.1049/smt2.12147
Qipeng Tan, Bin Song, Linong Wang, Shaocheng Wu

Air-insulated switchgear plays an important role in distribution network and partial discharge (PD) is one of the common faults in its operation. The method of gas component analysis, which is to detect chemical gas products, is a novel one to discover PD. In order to study the feasibility of the method, the monitoring experiment of characteristic gases, comprising carbon monoxide (CO), nitrogen dioxide (NO2), and ozone (O3), of metal protrusion PD is carried out. This paper conducts the comparative experiments on three main factors affecting PD: voltage, air humidity and degree of protrusion, as well as studies how they affect the formation of characteristic gases. According to the experimental result, higher applied voltage promotes the formation of characteristic gases in the same conditions. In addition, with the increase of humidity from 40% to 75%, the generation of gases is inhibited. Furthermore, when the needle–plate distance is 30 mm, the gas concentration has almost no change within 6 h, which is different from that of 10 mm. In conclusion, the difference in gases concentration reveals the influence of three main factors on the generation of characteristic gases and provides an analytical basis for PD detection by gas composition analysis.

空气绝缘开关设备在配电网中占有重要地位,局部放电是其运行中常见的故障之一。检测化学气体产物的气体成分分析方法是发现PD的一种新方法。为了研究该方法的可行性,对金属突起PD的特征气体(包括一氧化碳(CO)、二氧化氮(NO2)和臭氧(O3))进行了监测实验。本文对影响局部放电的三个主要因素:电压、空气湿度和突出程度进行了比较实验,并研究了它们如何影响特征气体的形成。根据实验结果,在相同的条件下,更高的施加电压促进了特征气体的形成。此外,随着湿度从40%增加到75%,气体的产生受到抑制。此外,当针板距离为30mm时,气体浓度在6h内几乎没有变化,这与10mm不同。总之,气体浓度的差异揭示了三个主要因素对特征气体产生的影响,并为通过气体成分分析进行PD检测提供了分析依据。
{"title":"Study on characteristics gases of metal protrusions partial discharge in 10-kV air-insulated switchgear","authors":"Qipeng Tan,&nbsp;Bin Song,&nbsp;Linong Wang,&nbsp;Shaocheng Wu","doi":"10.1049/smt2.12147","DOIUrl":"https://doi.org/10.1049/smt2.12147","url":null,"abstract":"<p>Air-insulated switchgear plays an important role in distribution network and partial discharge (PD) is one of the common faults in its operation. The method of gas component analysis, which is to detect chemical gas products, is a novel one to discover PD. In order to study the feasibility of the method, the monitoring experiment of characteristic gases, comprising carbon monoxide (CO), nitrogen dioxide (NO<sub>2</sub>), and ozone (O<sub>3</sub>), of metal protrusion PD is carried out. This paper conducts the comparative experiments on three main factors affecting PD: voltage, air humidity and degree of protrusion, as well as studies how they affect the formation of characteristic gases. According to the experimental result, higher applied voltage promotes the formation of characteristic gases in the same conditions. In addition, with the increase of humidity from 40% to 75%, the generation of gases is inhibited. Furthermore, when the needle–plate distance is 30 mm, the gas concentration has almost no change within 6 h, which is different from that of 10 mm. In conclusion, the difference in gases concentration reveals the influence of three main factors on the generation of characteristic gases and provides an analytical basis for PD detection by gas composition analysis.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 6","pages":"221-229"},"PeriodicalIF":1.4,"publicationDate":"2023-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12147","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50141945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to ‘A hierarchical diagnosis method of cable aged segment based on transfer function’ “基于传递函数的电缆老化段分级诊断方法”勘误表
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-03-07 DOI: 10.1049/smt2.12146

Hong-shan, Z., Xiao-mei, G., Li-bo, M., Yan, W., Cheng-yan, S., Jie-ying, C.: A hierarchical diagnosis method of cable aged segment based on transfer function. IET Sci. Meas. Technol. 16, 512– 522 (2022). https://doi.org/10.1049/smt2.12125

In Section 0 Introduction, we missed an important reference ‘Wu Y , Zhang P , Lu G . Detection and location of aged cable segment in underground power distribution system using deep learning approach. IEEE Transactions on Industrial Informatics, 2021, 17(11):7379-7389.’ because of our mistakes. The code in this paper is developed based on the reference and we further make hierarchical diagnosis and consider the influence of cable joints to improve the sensitivity and accuracy of cable aging diagnosis.

We apologize for this error.

Hong-shan,Z.,Xiao-mei,G.,Li-bo,M.,Yan,W.,Cheng-Yan,S.,Jie-ying,C.:一种基于传递函数的电缆老化段分级诊断方法。IET科学。Meas。Technol。16512–522(2022)。https://doi.org/10.1049/smt2.12125In第0节引言,我们遗漏了一个重要的参考文献‘吴Y,张P,陆G。使用深度学习方法检测和定位地下配电系统中的老化电缆段。IEEE工业信息学汇刊,2021,17(11):7379-7389.“因为我们的错误。本文的代码是在参考的基础上开发的,我们进一步进行了分层诊断,并考虑了电缆接头的影响,以提高电缆老化诊断的灵敏度和准确性。我们对此错误深表歉意。
{"title":"Corrigendum to ‘A hierarchical diagnosis method of cable aged segment based on transfer function’","authors":"","doi":"10.1049/smt2.12146","DOIUrl":"https://doi.org/10.1049/smt2.12146","url":null,"abstract":"<p>Hong-shan, Z., Xiao-mei, G., Li-bo, M., Yan, W., Cheng-yan, S., Jie-ying, C.: A hierarchical diagnosis method of cable aged segment based on transfer function. IET Sci. Meas. Technol. 16, 512– 522 (2022). https://doi.org/10.1049/smt2.12125</p><p>In Section 0 Introduction, we missed an important reference ‘Wu Y , Zhang P , Lu G . Detection and location of aged cable segment in underground power distribution system using deep learning approach. IEEE Transactions on Industrial Informatics, 2021, 17(11):7379-7389.’ because of our mistakes. The code in this paper is developed based on the reference and we further make hierarchical diagnosis and consider the influence of cable joints to improve the sensitivity and accuracy of cable aging diagnosis.</p><p>We apologize for this error.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 5","pages":"220"},"PeriodicalIF":1.4,"publicationDate":"2023-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12146","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50124436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparative case study between shallow and deep neural networks in induction motor's fault diagnosis 浅层和深层神经网络在感应电机故障诊断中的比较案例研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-02-20 DOI: 10.1049/smt2.12143
Azadeh Gholaminejad, Saeid Jorkesh, Javad Poshtan

Here, performance of auto-encoder deep neural networks in detection and isolation of induction motor states (healthy, bearing outer race fault, stator winding short circuit and broken rotor bar) in the presence of unbalanced power supply and electro-pump dry running disturbances is investigated. Easily available three-phase electrical current signals are denoised using independent component analysis, and then the frequency-domain signal is used to train a neural network. A comparison is made between shallow and deep neural networks and also between the conventional structure of deep methods and the encoder–decoder structure in terms of training and test accuracy and robustness. In fact, the depth is increased and the effectiveness is investigated. At the end, it is shown that an encoder–decoder structure leads to the best result in terms of accuracy and robustness. The algorithms are examined experimentally, and the results show that the auto-encoder deep neural network can detect the aforementioned faults with a high reliability in the presence of disturbances.

本文研究了在存在不平衡电源和电泵干运行扰动的情况下,自动编码器深度神经网络在检测和隔离感应电机状态(健康、轴承外圈故障、定子绕组短路和转子棒断裂)方面的性能。使用独立分量分析对容易获得的三相电流信号进行去噪,然后使用频域信号来训练神经网络。在训练、测试准确性和稳健性方面,对浅层和深层神经网络以及深层方法的传统结构和编码器-解码器结构进行了比较。事实上,深度增加了,有效性也得到了研究。最后,结果表明,编码器-解码器结构在准确性和鲁棒性方面取得了最佳结果。对算法进行了实验验证,结果表明,在存在扰动的情况下,自动编码器深度神经网络可以高可靠性地检测上述故障。
{"title":"A comparative case study between shallow and deep neural networks in induction motor's fault diagnosis","authors":"Azadeh Gholaminejad,&nbsp;Saeid Jorkesh,&nbsp;Javad Poshtan","doi":"10.1049/smt2.12143","DOIUrl":"https://doi.org/10.1049/smt2.12143","url":null,"abstract":"<p>Here, performance of auto-encoder deep neural networks in detection and isolation of induction motor states (healthy, bearing outer race fault, stator winding short circuit and broken rotor bar) in the presence of unbalanced power supply and electro-pump dry running disturbances is investigated. Easily available three-phase electrical current signals are denoised using independent component analysis, and then the frequency-domain signal is used to train a neural network. A comparison is made between shallow and deep neural networks and also between the conventional structure of deep methods and the encoder–decoder structure in terms of training and test accuracy and robustness. In fact, the depth is increased and the effectiveness is investigated. At the end, it is shown that an encoder–decoder structure leads to the best result in terms of accuracy and robustness. The algorithms are examined experimentally, and the results show that the auto-encoder deep neural network can detect the aforementioned faults with a high reliability in the presence of disturbances.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 5","pages":"195-207"},"PeriodicalIF":1.4,"publicationDate":"2023-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12143","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50138688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Response to corrigendum for ‘Adaptive dynamic surface control of a two-axis gimbal system’ 对“双轴万向节系统的自适应动态表面控制”更正的回应
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-02-13 DOI: 10.1049/smt2.12144
{"title":"Response to corrigendum for ‘Adaptive dynamic surface control of a two-axis gimbal system’","authors":"","doi":"10.1049/smt2.12144","DOIUrl":"https://doi.org/10.1049/smt2.12144","url":null,"abstract":"","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 7","pages":"287-288"},"PeriodicalIF":1.4,"publicationDate":"2023-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12144","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50131421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum: ‘Adaptive dynamic surface control of a two-axis gimbal system’ 勘误表:“双轴万向节系统的自适应动态表面控制”
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-01-21 DOI: 10.1049/smt2.12142
Mohammad Fathi, Hossein Bolandi

An adaptive Dynamic Surface Controller (DSC) is designed for a two-axis gimbal system with actuator dynamics in the presence of parametric uncertainties in [1]. A Lyapunov stability analysis is used to guarantee the convergence of the tracking error to the origin and boundedness of all closed-loop signals. The main objective of this corrigendum is to point out several errors that occurred throughout the paper, resulting in the inaccuracy of the used dynamic model and ineffectiveness of the proposed controller. It should be noted that taking into account the corrections stated in this corrigendum, the main result of the original paper is still valid.

在[1]中,为存在参数不确定性的双轴万向节系统设计了一种自适应动态表面控制器(DSC)。使用李雅普诺夫稳定性分析来保证跟踪误差收敛到所有闭环信号的原点和有界性。本更正的主要目的是指出整个论文中出现的几个错误,这些错误导致所使用的动态模型不准确,并且所提出的控制器无效。应当指出,考虑到本更正中所作的更正,原文件的主要结果仍然有效。
{"title":"Corrigendum: ‘Adaptive dynamic surface control of a two-axis gimbal system’","authors":"Mohammad Fathi,&nbsp;Hossein Bolandi","doi":"10.1049/smt2.12142","DOIUrl":"https://doi.org/10.1049/smt2.12142","url":null,"abstract":"<p>An adaptive Dynamic Surface Controller (DSC) is designed for a two-axis gimbal system with actuator dynamics in the presence of parametric uncertainties in [1]. A Lyapunov stability analysis is used to guarantee the convergence of the tracking error to the origin and boundedness of all closed-loop signals. The main objective of this corrigendum is to point out several errors that occurred throughout the paper, resulting in the inaccuracy of the used dynamic model and ineffectiveness of the proposed controller. It should be noted that taking into account the corrections stated in this corrigendum, the main result of the original paper is still valid.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 7","pages":"289-296"},"PeriodicalIF":1.4,"publicationDate":"2023-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12142","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50140086","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Research on the evaluation of rectal function after LAR based on CEEMDAN-Fast-ICA algorithm 基于CEEMDAN快速ICA算法的LAR术后直肠功能评价研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2023-01-09 DOI: 10.1049/smt2.12140
Peng Zan, Yutong Zhao, Hua Zhong, Yang Yu, Yuanbo Wang, Yijia Shao, Chunyong Li

Rectal cancer is one of the most common lower gastrointestinal diseases worldwide. Currently, the common treatment is low anterior resection (LAR) of the rectum, which preserves the anus of the patient. However, it is easy to cause low anterior resection syndrome after surgery, which has a significant negative impact on the life of patients, and there is no unified evaluation standard for postoperative rectal function. To solve this problem, a multi-sensor fusion rectal information acquisition system is designed in this paper, and a rectal signal processing method is proposed to theoretically evaluate the rectal function of postoperative patients. The method uses the complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) to decompose the one-dimensional rectal signal to solve the underdetermined ICA problem, uses the Fast independent component analysis (Fast-ICA) to separate the pure rectal signal, uses the wavelet packet to extract features, and uses the particle swarm optimization optimizes support vector machine (PSO-SVM) to classify and evaluate postoperative function. According to the experimental results, the rectal signal preprocessing effect is good, the evaluation prediction rate is 99.5565%, and the algorithm classification results are accurate, which provides a certain preliminary theoretical basis and reference value for the evaluation of rectal function after LAR.

直肠癌症是世界上最常见的下消化道疾病之一。目前,常见的治疗方法是低位直肠前切除术(LAR),它可以保留患者的肛门。但术后易引起低位前切除综合征,对患者生活产生重大负面影响,术后直肠功能也没有统一的评价标准。为了解决这个问题,本文设计了一种多传感器融合直肠信息采集系统,并提出了一种直肠信号处理方法,从理论上评估术后患者的直肠功能。该方法使用带自适应噪声的完全集成经验模式分解(CEEMDAN)对一维直肠信号进行分解以解决欠定ICA问题,使用快速独立分量分析(Fast ICA)对纯直肠信号进行分离,使用小波包提取特征,并利用粒子群优化支持向量机(PSO-SVM)对术后功能进行分类和评价。根据实验结果,直肠信号预处理效果良好,评估预测率为99.55565%,算法分类结果准确,为LAR后直肠功能评估提供了一定的初步理论依据和参考价值。
{"title":"Research on the evaluation of rectal function after LAR based on CEEMDAN-Fast-ICA algorithm","authors":"Peng Zan,&nbsp;Yutong Zhao,&nbsp;Hua Zhong,&nbsp;Yang Yu,&nbsp;Yuanbo Wang,&nbsp;Yijia Shao,&nbsp;Chunyong Li","doi":"10.1049/smt2.12140","DOIUrl":"https://doi.org/10.1049/smt2.12140","url":null,"abstract":"<p>Rectal cancer is one of the most common lower gastrointestinal diseases worldwide. Currently, the common treatment is low anterior resection (LAR) of the rectum, which preserves the anus of the patient. However, it is easy to cause low anterior resection syndrome after surgery, which has a significant negative impact on the life of patients, and there is no unified evaluation standard for postoperative rectal function. To solve this problem, a multi-sensor fusion rectal information acquisition system is designed in this paper, and a rectal signal processing method is proposed to theoretically evaluate the rectal function of postoperative patients. The method uses the complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) to decompose the one-dimensional rectal signal to solve the underdetermined ICA problem, uses the Fast independent component analysis (Fast-ICA) to separate the pure rectal signal, uses the wavelet packet to extract features, and uses the particle swarm optimization optimizes support vector machine (PSO-SVM) to classify and evaluate postoperative function. According to the experimental results, the rectal signal preprocessing effect is good, the evaluation prediction rate is 99.5565%, and the algorithm classification results are accurate, which provides a certain preliminary theoretical basis and reference value for the evaluation of rectal function after LAR.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"17 4","pages":"167-182"},"PeriodicalIF":1.4,"publicationDate":"2023-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12140","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50125845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Iet Science Measurement & Technology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1