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Toward chipless RFID sensor for metal surface cracks detection 开发用于金属表面裂缝检测的无芯片 RFID 传感器
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-08-13 DOI: 10.1108/sr-04-2024-0327
Bo Wang, Yifeng Yuan, Ke Wang, Shengli Cao
{"title":"Toward chipless RFID sensor for metal surface cracks detection","authors":"Bo Wang, Yifeng Yuan, Ke Wang, Shengli Cao","doi":"10.1108/sr-04-2024-0327","DOIUrl":"https://doi.org/10.1108/sr-04-2024-0327","url":null,"abstract":"Purpose\u0000Passive chipless RFID (radio frequency identification) sensors, devoid of batteries or wires for data transmission to a signal reader, demonstrate stability in severe conditions. Consequently, employing these sensors for metal crack detection ensures ease of deployment, longevity and reusability. This study aims to introduce a chipless RFID sensor design tailored for detecting metal cracks, emphasizing tag reusability and prolonged service life.\u0000\u0000Design/methodology/approach\u0000The passive RFID sensor is affixed to the surface of the aluminum plate under examination, positioned over the metal cracks. These cracks alter the electrical length of the sensor, thereby influencing its amplitude-frequency characteristics. Hence, the amplitude-frequency profile generated by various metal cracks can effectively ascertain the occurrence and orientation of the cracks.\u0000\u0000Findings\u0000Simulation and experimental results show that the proposed crack sensing tag produces different frequency amplitude changes for four directions of cracks and can recognize the crack direction. The sensor has a small size and simple structure, which makes it easy to deploy.\u0000\u0000Originality/value\u0000This research aims to deploy crack detection on metallic surfaces using passive chipless RFID sensors, analyze the amplitude-frequency characteristics of crack formation and distinguish cracks of varying widths and orientations. The designed sensor boasts a straightforward structural design, facilitating ease of deployment, and offers a degree of reusability.\u0000","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141919115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward chipless RFID sensor for metal surface cracks detection 开发用于金属表面裂缝检测的无芯片 RFID 传感器
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-08-13 DOI: 10.1108/sr-04-2024-0327
Bo Wang, Yifeng Yuan, Ke Wang, Shengli Cao
{"title":"Toward chipless RFID sensor for metal surface cracks detection","authors":"Bo Wang, Yifeng Yuan, Ke Wang, Shengli Cao","doi":"10.1108/sr-04-2024-0327","DOIUrl":"https://doi.org/10.1108/sr-04-2024-0327","url":null,"abstract":"Purpose\u0000Passive chipless RFID (radio frequency identification) sensors, devoid of batteries or wires for data transmission to a signal reader, demonstrate stability in severe conditions. Consequently, employing these sensors for metal crack detection ensures ease of deployment, longevity and reusability. This study aims to introduce a chipless RFID sensor design tailored for detecting metal cracks, emphasizing tag reusability and prolonged service life.\u0000\u0000Design/methodology/approach\u0000The passive RFID sensor is affixed to the surface of the aluminum plate under examination, positioned over the metal cracks. These cracks alter the electrical length of the sensor, thereby influencing its amplitude-frequency characteristics. Hence, the amplitude-frequency profile generated by various metal cracks can effectively ascertain the occurrence and orientation of the cracks.\u0000\u0000Findings\u0000Simulation and experimental results show that the proposed crack sensing tag produces different frequency amplitude changes for four directions of cracks and can recognize the crack direction. The sensor has a small size and simple structure, which makes it easy to deploy.\u0000\u0000Originality/value\u0000This research aims to deploy crack detection on metallic surfaces using passive chipless RFID sensors, analyze the amplitude-frequency characteristics of crack formation and distinguish cracks of varying widths and orientations. The designed sensor boasts a straightforward structural design, facilitating ease of deployment, and offers a degree of reusability.\u0000","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141919558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Voltammetric determination of a UV filter pollutant using a platinum electrode modified by a polymer membrane based on ß-cyclodextrin 使用ß-环糊精聚合物膜修饰的铂电极测定紫外线过滤污染物的伏安法测定结果
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-08-06 DOI: 10.1108/sr-05-2024-0494
Roumaissa Laieb, Ilhem Ghodbane, Rahma Benyahia, Rim Lamari, Saida Zougar, Rochdi Kherrrat
{"title":"Voltammetric determination of a UV filter pollutant using a platinum electrode modified by a polymer membrane based on ß-cyclodextrin","authors":"Roumaissa Laieb, Ilhem Ghodbane, Rahma Benyahia, Rim Lamari, Saida Zougar, Rochdi Kherrrat","doi":"10.1108/sr-05-2024-0494","DOIUrl":"https://doi.org/10.1108/sr-05-2024-0494","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to develop an electrochemical sensor for the detection of benzophenone (BP) as an alternative to conventional techniques that are known, expensive, complex and less sensitive.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The developed sensor is a platinum electrode modified with a plasticized polymer film based on ß-cyclodextrin, using PVC as the polymer, PEG as the plasticizer and ß-CD as the ionophore. This sensor is characterized by various techniques, such as optical microscopy, scanning electron microscopy and cyclic voltammetry. This latter is also used for analyzing kinetic processes at the electrode/electrolyte interface and to evaluate the selectivity and sensitivity of the sensor.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results highlight the performance of our sensor. In fact, it exhibits a linear response extending from 10<sup>−19</sup> to 10<sup>−13</sup> M, with a correlation coefficient of 0.9836. What is more, it has an excellent detection limit of 10<sup>−19</sup> M and a good sensitivity of 21.24 µA/M.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The results of this investigation demonstrated that the developed sensor is an analytical tool of choice for the monitoring of BP in the aqueous phase. The suggested sensor is fast, simple, reproducible and inexpensive.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141931969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A preliminary study of polymer optical fiber’s knittability for smart wear applications 聚合物光纤在智能穿戴应用中的可编织性初步研究
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-26 DOI: 10.1108/sr-04-2024-0313
Rafiu King Raji, Ning Li, Guiqiang Diao, Qin Luo, Hai Jin Liu
{"title":"A preliminary study of polymer optical fiber’s knittability for smart wear applications","authors":"Rafiu King Raji, Ning Li, Guiqiang Diao, Qin Luo, Hai Jin Liu","doi":"10.1108/sr-04-2024-0313","DOIUrl":"https://doi.org/10.1108/sr-04-2024-0313","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The purpose of this research is to ascertain the feasibility of fabricating polymer optical fibers (POFs) based textile structures by knitting with Polymethylmethacrylate (PMMA) based optical fibers for textile sensor application. It has long been established that by using the principles of physics, POFs have the capability to function as sensors, detecting strain, temperature and other variables. However, POF applications such as strain and pressure sensing using knitting techniques has since not been very successful due to a number of reasons. Commercially available PMMA-based optical fibers tend to be fragile and susceptible to breakages when subjected to stress during the knitting processes. Also light transmitted within these fibers is prone to leakage due to the curvature that results when optical fibers are interlaced or interlooped within fabric structures.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Using Stoll’s multi-gauge CMS 350 HP knitting machine, five fabric structures namely, 1 × 4 float knit structure, tunnel inlay knit structure, 3:1 fleece fabric and 2:1 fleece fabric structure respectively were used to knit sensor samples. The samples were subsequently tested for length of illumination and sensitivity relative to applied pressure.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results of this preliminary study establish that embedding plastic optical fibers into a knitted structure during the fabric formation process for soft strain sensor application possible. The best illumination performance was recorded for tunnel inlay structure which had an average of 94 cm course length of POF being illuminated. Sensor sensitivity experiments also establish that the relative spectral intensity of the fiber is sensitive to both light and pressure. Problems encountered and recommendations for further research have also been discussed and proffered.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>Due to resource limitations, an innovative technique (use of precision weight set) was used to apply pressure to the sensors. Consequently, information regarding the extent of corresponding sensor deformation has not been used in this initial analysis.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>Because the fundamental step toward finding a solution to any engineering problem is the acquisition of reliable data, and considering the fact that most of the popular technologies used for soft textile sensors are still bedeviled with the problem of signal instability and noise, the success of this application thus has the tendency to promote the wide spread adoption of POF sensors for smart apparel applications.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>As far as research on soft strain sensors is concerned, to the best of the authors’ knowledge, this is the first study to have attempted to knit deformable sensors using commercially avail","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141773749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lock-in spectrum: a tool for representing long-term evolution of bearing fault in the time–frequency domain using vibration signal 锁定频谱:利用振动信号在时频域表示轴承故障长期演变的工具
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-25 DOI: 10.1108/sr-04-2024-0365
Meng Zhang
{"title":"Lock-in spectrum: a tool for representing long-term evolution of bearing fault in the time–frequency domain using vibration signal","authors":"Meng Zhang","doi":"10.1108/sr-04-2024-0365","DOIUrl":"https://doi.org/10.1108/sr-04-2024-0365","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to propose a method for monitoring bearing health in the time–frequency domain, termed the Lock-in spectrum, to track the evolution of bearing faults over time and frequency.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The Lock-in spectrum uses vibration signals captured by vibration sensors and uses a lock-in process to analyze specified frequency bands. It calculates the distribution of signal amplitudes around fault characteristic frequencies over short time intervals.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Experimental results demonstrate that the Lock-in spectrum effectively captures the degradation process of bearings from fault inception to complete failure. It provides time-varying information on fault frequencies and amplitudes, enabling early detection of fault growth, even in the initial stages when fault signals are weak. Compared to the benchmark short-time Fourier transform method, the Lock-in spectrum exhibits superior expressive ability, allowing for higher-resolution, long-term monitoring of bearing condition.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The proposed Lock-in spectrum offers a novel approach to bearing health monitoring by capturing the dynamic evolution of fault frequencies over time. It surpasses traditional methods by providing enhanced frequency resolution and early fault detection capabilities.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141773643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved DOA estimation of MEMS vector hydrophone combined with CEEMDAN and wavelet transform for noise reduction 改进 MEMS 矢量水听器的 DOA 估算,结合 CEEMDAN 和小波变换以降低噪声
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-19 DOI: 10.1108/sr-04-2024-0293
Zican Chang, Guojun Zhang, Wenqing Zhang, Yabo Zhang, Li Jia, Zhengyu Bai, Wendong Zhang
{"title":"Improved DOA estimation of MEMS vector hydrophone combined with CEEMDAN and wavelet transform for noise reduction","authors":"Zican Chang, Guojun Zhang, Wenqing Zhang, Yabo Zhang, Li Jia, Zhengyu Bai, Wendong Zhang","doi":"10.1108/sr-04-2024-0293","DOIUrl":"https://doi.org/10.1108/sr-04-2024-0293","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Ciliated microelectromechanical system (MEMS) vector hydrophones pick up sound signals through Wheatstone bridge in cross beam-ciliated microstructures to achieve information transmission. This paper aims to overcome the complexity and variability of the marine environment and achieve accurate location of targets. In this paper, a new method for ocean noise denoising based on improved complete ensemble empirical mode decomposition with adaptive noise combined with wavelet threshold processing method (CEEMDAN-WT) is proposed.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Based on the CEEMDAN-WT method, the signal is decomposed into different intrinsic mode functions (IMFs), and relevant parameters are selected to obtain IMF denoised signals through WT method for the noisy mode components with low sample entropy. The final pure signal is obtained by reconstructing the unprocessed mode components and the denoising component, effectively separating the signal from the wave interference.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The three methods of empirical mode decomposition (EMD), ensemble empirical mode decomposition (EEMD) and CEEMDAN are compared and analyzed by simulation. The simulation results show that the CEEMDAN method has higher signal-to-noise ratio and smaller reconstruction error than EMD and EEMD. The feasibility and practicability of the combined denoising method are verified by indoor and outdoor experiments, and the underwater acoustic experiment data after processing are combined beams. The problem of blurry left and right sides is solved, and the high precision orientation of the target is realized.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This algorithm provides a theoretical basis for MEMS hydrophones to achieve accurate target positioning in the ocean, and can be applied to the hardware design of sonobuoys, which is widely used in various underwater acoustic work.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141741352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances in field-effect tube biosensors constructed on silicon nanowires, graphene and carbon nanotubes for heavy metal ion detection 用于重金属离子检测的硅纳米线、石墨烯和碳纳米管场效应管生物传感器的研究进展
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-19 DOI: 10.1108/sr-03-2024-0184
Xinran Yang, Junhui Du, Hongshuo Chen, Chuanjin Cui, Haibin Liu, Xuechao Zhang
{"title":"Advances in field-effect tube biosensors constructed on silicon nanowires, graphene and carbon nanotubes for heavy metal ion detection","authors":"Xinran Yang, Junhui Du, Hongshuo Chen, Chuanjin Cui, Haibin Liu, Xuechao Zhang","doi":"10.1108/sr-03-2024-0184","DOIUrl":"https://doi.org/10.1108/sr-03-2024-0184","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Field-effect transistor (FET) has excellent electronic properties and inherent signal amplification, and with the development of nanomaterials technology, FET biosensors with nanomaterials as channels play an important role in the field of heavy metal ion detection. This paper aims to review the research progress of silicon nanowire, graphene and carbon nanotube field-effect tube biosensors for heavy metal ion detection, so as to provide technical support and practical experience for the application and promotion of FET.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The article introduces the structure and principle of three kinds of FET with three kinds of nanomaterials, namely, silicon nanowires, graphene and carbon nanotubes, as the channels, and lists examples of the detection of common heavy metal ions by the three kinds of FET sensors in recent years. The article focuses on the advantages and disadvantages of the three sensors, puts forward measures to improve the performance of the FET and looks forward to its future development direction.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Compared with conventional instrumental analytical methods, FETs prepared using nanomaterials as channels have the advantages of fast response speed, high sensitivity and good selectivity, among which the diversified processing methods of graphene, the multi-heavy metal ions detection of silicon nanowires and the very low detection limit and wider detection range of carbon nanotubes have made them one of the most promising detection tools in the field of heavy metal ions detection. Of course, through in-depth analysis, this type of sensor has certain limitations, such as high cost and strict process requirements, which are yet to be solved.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This paper elaborates on the detection principle and classification of field-effect tube, investigates and researches the application status of three kinds of FET biosensors in the detection of common heavy metal ions. By comparing the advantages and disadvantages of each of the three sensors in practical applications, the paper focuses on the feasibility of improvement measures, looks forward to the development trend in the field of heavy metal detection and ultimately promotes the application of field-effect tube development technology to continue to progress, so that its performance continues to improve and the application field is constantly expanding.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141741521","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of conductive carbon-based interdigitated electrode array integrated with microfluidic channel for blood glucose sensing 开发与微流控通道集成的导电碳基交错电极阵列,用于血糖传感
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-18 DOI: 10.1108/sr-03-2024-0282
Anindya Bose, Sarthak Sengupta, Sayori Biswas
{"title":"Development of conductive carbon-based interdigitated electrode array integrated with microfluidic channel for blood glucose sensing","authors":"Anindya Bose, Sarthak Sengupta, Sayori Biswas","doi":"10.1108/sr-03-2024-0282","DOIUrl":"https://doi.org/10.1108/sr-03-2024-0282","url":null,"abstract":"\u0000Purpose\u0000This study aims to provide a microfluidic blood glucose sensing platform based on integrated interdigitated electrode arrays (IDEAs) on a flexible quartz glass substrate, adhering closely to pertinent electrochemical characterizations.\u0000\u0000\u0000Design/methodology/approach\u0000Sensors are the key elements of the modern electronics era through which all the possible physical quantities can be detected and converted into their equivalent electrical form and processed further. But to make the sensing environment better, various types of innovative architectures are being developed nowadays and among them interdigitated electrodes are quite remarkable in terms of their sensing capability. They are a well-qualified candidate in the field of gas sensing and biosensing, but even their sensitivities are getting saturated due to their physical dimensions. Most of the thin film IDEAs fabricated by conventional optical lithographic techniques do not possess a high surface-to-volume ratio to detect the target specified and that reduces their sensitivity factor. In this context, a classic conductive carbon-based highly sensitive three dimensional (3D) IDEA-enabled biosensing system has been conceived on a transparent and flexible substrate to measure the amount of glucose concentration present in human blood. 3D IDEA possesses a way better capacitive sensing behavior compared to conventional thin film microcapacitive electrodes. To transmit the target biological analyte sample property for the detection purpose to the interdigitated array-based sensing platform, the design of a microfluidic channel is initiated on the same substrate. The complex 3D Inter Digital array structure improves the overall capacitance of the entire sensing platform and the reactive surface area as well. The manufactured integrated device displays a decent value of sensitivity in the order of 5.6 µA mM−1 cm−2.\u0000\u0000\u0000Findings\u0000Development of a low-cost array-based integrated and highly flexible microfluidic biochip to extract the quantity of glucose present in human blood.\u0000\u0000\u0000Originality/value\u0000Potential future research opportunities in the realm of integrated miniaturized, low-cost smart biosensing systems may arise from this study.\u0000","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141639726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing predictive maintenance: a deep learning approach to sensor and event-log data fusion 推进预测性维护:传感器和事件日志数据融合的深度学习方法
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-09 DOI: 10.1108/sr-03-2024-0183
Zengkun Liu, Justine Hui
{"title":"Advancing predictive maintenance: a deep learning approach to sensor and event-log data fusion","authors":"Zengkun Liu, Justine Hui","doi":"10.1108/sr-03-2024-0183","DOIUrl":"https://doi.org/10.1108/sr-03-2024-0183","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to introduce an innovative approach to predictive maintenance by integrating time-series sensor data with event logs, leveraging the synergistic potential of deep learning models. The primary goal is to enhance the accuracy of equipment failure predictions, thereby minimizing operational downtime.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The methodology uses a dual-model architecture, combining the patch time series transformer (PatchTST) model for analyzing time-series sensor data and bidirectional encoder representations from transformers for processing textual event log data. Two distinct fusion strategies, namely, early and late fusion, are explored to integrate these data sources effectively. The early fusion approach merges data at the initial stages of processing, while late fusion combines model outputs toward the end. This research conducts thorough experiments using real-world data from wind turbines to validate the approach.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results demonstrate a significant improvement in fault prediction accuracy, with early fusion strategies outperforming traditional methods by 2.6% to 16.9%. Late fusion strategies, while more stable, underscore the benefit of integrating diverse data types for predictive maintenance. The study provides empirical evidence of the superiority of the fusion-based methodology over singular data source approaches.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This research is distinguished by its novel fusion-based approach to predictive maintenance, marking a departure from conventional single-source data analysis methods. By incorporating both time-series sensor data and textual event logs, the study unveils a comprehensive and effective strategy for fault prediction, paving the way for future advancements in the field.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141577097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fabrication and characterization of model wireless biosensor-based electrochemical impedance spectroscopy (EIS) for detecting HER2 in plasma as therapeutics 基于电化学阻抗能谱(EIS)的无线生物传感器模型的制作和特性分析,用于检测血浆中的 HER2 作为治疗药物
IF 1.6 4区 工程技术
Sensor Review Pub Date : 2024-07-05 DOI: 10.1108/sr-05-2024-0425
Majid Monajjemi, Fatemeh Mollaamin
{"title":"Fabrication and characterization of model wireless biosensor-based electrochemical impedance spectroscopy (EIS) for detecting HER2 in plasma as therapeutics","authors":"Majid Monajjemi, Fatemeh Mollaamin","doi":"10.1108/sr-05-2024-0425","DOIUrl":"https://doi.org/10.1108/sr-05-2024-0425","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Early prediction of any type of cancer is important for the treatment of this type of disease, therefore, our target to evaluate whether monitoring early changes in plasma human epidermal growth factor receptor 2 (HER2) levels (using EIS), could help in the treatment of breast cancer or not? Human epidermal growth factor receptor 2 (HER2) overexpression is an important biomarker for treatment selection in earlier stages of cancers. The combined detection of the HER2 gene in plasma for blood cancer provides an important reference index for the prognosis of metastasis to other tissues. For this purpose, the authors fabricated and characterized a model wireless biosensor-based electrochemical impedance spectroscopy (EIS) for detecting HER2 plasma as therapeutics.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Most sensors generally are fabricated based on a connection between component of the sensors and the external circuits through wires. Although these types of sensors provide suitable sensitivities and also quick responses, the connection wires can be limited to the sensing ability in various devices approximately. Therefore, the authors designed a wireless sensor, which can provide the advantages of <em>in vivo</em> sensing and also long-distance sensing, quickly.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The biosensor structure was designed for detection of HER2, HER3 and HER-4 from lab-on-chip approach with six units of screen-printed electrode (SPE), which is built of an electrochemical device of gold/silver, silver/silver or carbon electrodes. The results exhibited that the biosensor is completely selective at low concentrations of the plasma and HER2 detection via the standard addition approach has a linearity plot, therefore, by using this type of biosensors HER2 in plasma can be detected.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This is then followed by detecting HER2 in real plasma using standard way which proved to have great linearity (<em>R</em><sup>2</sup> = 0.991) proving that this technique can be used to detect HER2 solution in real patients.</p><!--/ Abstract__block -->","PeriodicalId":49540,"journal":{"name":"Sensor Review","volume":null,"pages":null},"PeriodicalIF":1.6,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141547003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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