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Multi-feature fusion-based TCA-WKNN cross-sensor fault diagnosis method for dynamic weighing SCIE
期刊论文 | 2024 , 35 (1) | MEASUREMENT SCIENCE AND TECHNOLOGY
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Abstract :

The outstanding performance of current machine-learning fault diagnosis methods is mainly attributed to the availability of a large amount of labeled training data. However, in practical dynamic weighing systems, the high costs and variability of operating conditions limit the availability of reliable training data, hampering engineering fault diagnoses in dynamic weighing systems. To address this issue, this study proposes a novel cross-sensor fault diagnosis method based on multi-feature fusion using a transfer component analysis (TCA)-weighted k-nearest-neighbor (WKNN) network. Using this method, time- and frequency-domain features are extracted from a laboratory-simulated set of fault data with small batches of real operational data. Source and target domain features are fused, and TCA is applied to map the source and target domain samples to a latent space using kernel functions to reduce the distribution differences among the samples. Finally, the WKNN is employed as a metric learner to enhance small-sample data matching and classification to improve diagnostic accuracy. The results show that with three samples per support set, the proposed method achieves a diagnostic accuracy of 93.33%. Compared with other approaches, the proposed method exhibits stronger generalizability for diagnostic knowledge transference from sensor to dynamic weighing failure data, effectively improving precision in on-site small-sample environments and reducing sample imbalances.

Keyword :

cross-sensor cross-sensor dynamic weighing system dynamic weighing system fault diagnosis fault diagnosis multi-feature fusion multi-feature fusion transfer component analysis transfer component analysis weighted k-nearest neighbor algorithm weighted k-nearest neighbor algorithm

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GB/T 7714 Liang, Wei , Chen, Zhixiong , Zhong, Jianhua et al. Multi-feature fusion-based TCA-WKNN cross-sensor fault diagnosis method for dynamic weighing [J]. | MEASUREMENT SCIENCE AND TECHNOLOGY , 2024 , 35 (1) .
MLA Liang, Wei et al. "Multi-feature fusion-based TCA-WKNN cross-sensor fault diagnosis method for dynamic weighing" . | MEASUREMENT SCIENCE AND TECHNOLOGY 35 . 1 (2024) .
APA Liang, Wei , Chen, Zhixiong , Zhong, Jianhua , Liao, Huazhong , Zhong, Shuncong . Multi-feature fusion-based TCA-WKNN cross-sensor fault diagnosis method for dynamic weighing . | MEASUREMENT SCIENCE AND TECHNOLOGY , 2024 , 35 (1) .
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多维力传感器静态标定装置的研究进展
期刊论文 | 2024 , 45 (9) , 1-13 | 自动化仪表
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Abstract :

为保证多维力传感器测量准确度,必须对该传感器进行静态标定,因此研究多维力传感器静态标定装置具有重要意义.首先,从多维力传感器静态标定需求出发,按工作原理将目前国内外主流使用的多维力传感器静态标定装置划分为静重式和叠加式这两类.然后,介绍了砝码式、杠杆式、自动式这三种静重式多维力传感器静态标定装置和液压式、龙门式、试验机式、移动平台式、电机式这五种叠加式多维力传感器静态标定装置的工作原理,对各种装置的国内外研究现状和存在不足分别进行了评述,并分析对比了各种装置的关键技术特点及优缺点.最后,从通用性、重复性、多维力模拟能力、成本效益等方面对多维力传感器静态标定装置进行了展望,指出了装置的设计和实施面临的挑战.该研究为后续多维力传感器静态标定装置的研创提供了参考.

Keyword :

串接 串接 叠加式 叠加式 多维力传感器 多维力传感器 静态标定装置 静态标定装置 静重式 静重式

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GB/T 7714 梁伟 , 谢智杰 , 黎兴强 et al. 多维力传感器静态标定装置的研究进展 [J]. | 自动化仪表 , 2024 , 45 (9) : 1-13 .
MLA 梁伟 et al. "多维力传感器静态标定装置的研究进展" . | 自动化仪表 45 . 9 (2024) : 1-13 .
APA 梁伟 , 谢智杰 , 黎兴强 , 张秋坤 , 徐震廷 , 顾立勋 et al. 多维力传感器静态标定装置的研究进展 . | 自动化仪表 , 2024 , 45 (9) , 1-13 .
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Space deployable mechanics: A review of structures and smart driving SCIE
期刊论文 | 2024 , 237 | MATERIALS & DESIGN
WoS CC Cited Count: 6
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Space deployable structures are able to be deployed from a folded state to a predetermined or desired configuration. They are superior in terms of spatial packaging ratio, controllability, and structural complexity, in order to solve the space limitations for aerospace vehicles. Therefore, they have been applied in structural designs and concepts for various aerospace missions, including space support booms, space deployable antennas, solar panels, as well as flexible solar sails. Recent development of advanced manufacturing technologies and applications of novel smart materials and structures, brings new degree of design freedom to space deployable mechanics, inspiring novel space deployable mechanisms, especially for smart driving and control strategies. Here, we present a review on development of mechanics and smart driving of space deployable structures. Advantages and limitations for various deployable mechanisms are also presented to reveal further insights. The trends and future deployable mechanics are directed by further advancements in terms of modularisation, intelligences, and deployment precision. Multi-disciplinary cross-integrations are leading the way for future breakthroughs in novel deployable mechanics and intelligent driving control for space explorations.

Keyword :

Deployable Deployable Driving Driving Mechanics Mechanics Smart Smart Structure Structure

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GB/T 7714 Wang, Bing , Zhu, Juncheng , Zhong, Shuncong et al. Space deployable mechanics: A review of structures and smart driving [J]. | MATERIALS & DESIGN , 2024 , 237 .
MLA Wang, Bing et al. "Space deployable mechanics: A review of structures and smart driving" . | MATERIALS & DESIGN 237 (2024) .
APA Wang, Bing , Zhu, Juncheng , Zhong, Shuncong , Liang, Wei , Guan, Chenglong . Space deployable mechanics: A review of structures and smart driving . | MATERIALS & DESIGN , 2024 , 237 .
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Three-dimensional micro-force measurement method based on broadband optical coherence SCIE
期刊论文 | 2024 , 234 | MEASUREMENT
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In response to the high-precision and multi-dimensional force measurement requirements in the fields of biology and medicine, this paper proposes a novel three-dimensional microforce measurement method based on the broadband optical coherence. A novel, compact, and low-coupling elastic element was designed, with a maximum outer diameter of 26 mm and a capacity of 50 g in the X-, Y-, and Z-directions, respectively. The functional relationship between the displacements of the three detecting points on the elastic element and the applied external force was derived based on the elastic mechanics theory. And it was also verified by the finite element method. A self-built optics system was set up to sense the displacements of the three points on the elastic element. The experiments results showed that the resolution in the X-, Y-, and Z-directions was 0.10 mN, 0.11 mN and 0.13 mN, respectively. In the measuring range of (10-50) g, the maximum coupling rate was 4.55 %, and the maximum linear error was 4.70 %. The maximum repeatability error was only 0.615 %. The method and sensor were verified with good characteristics of high resolution, low coupling rate, high linearity and high accuracy, comparing to other reported researches. The multi-dimensional force measuring method could be used in the fields of biology and medicine.

Keyword :

Force measurement Force measurement Micro force Micro force Optical coherence Optical coherence Three-dimensional Three-dimensional

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GB/T 7714 Liang, Wei , Li, Xingqiang , Zhong, Shuncong et al. Three-dimensional micro-force measurement method based on broadband optical coherence [J]. | MEASUREMENT , 2024 , 234 .
MLA Liang, Wei et al. "Three-dimensional micro-force measurement method based on broadband optical coherence" . | MEASUREMENT 234 (2024) .
APA Liang, Wei , Li, Xingqiang , Zhong, Shuncong , Zhang, Qiukun , Lin, Jiewen . Three-dimensional micro-force measurement method based on broadband optical coherence . | MEASUREMENT , 2024 , 234 .
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Optimal Combination Method for Weights Loading of the Deadweight Force Standard Machine SCIE
期刊论文 | 2023 , 38 (3) , 619-628 | MAPAN-JOURNAL OF METROLOGY SOCIETY OF INDIA
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Abstract :

The study of deadweight force standard machines (DWM) that operate over a wide range is at the leading edge and a hot spot in force metrology. Optimizing the combination method of the weight load has important theoretical significance for improving the stability and accuracy of DWMs. Firstly, the law of weight loading position on a pendulum relevant to the hanging system through dynamical theory and finite element methods was studied, likewise the minimum pendular degree caused by the loading on the upper end of the hanging system was determined. Then, a method for optimal combination of weights was presented and carried out using MATLAB software. A force transducer of 1000 kN was selected to test on a 2 MN DWM, and the results show that the method can effectively improve the repeatability and linearity. Finally, compared with two random combination methods, the repeatability deviation decreased by more than 50%, and the linear deviation by approximately 10%.

Keyword :

Analysis of pendulum Analysis of pendulum Deadweight force standard machine Deadweight force standard machine Force in wide-range Force in wide-range Optimal combination method Optimal combination method

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GB/T 7714 Guo, Jinquan , Xu, Zhimeng , Ge, Zhu et al. Optimal Combination Method for Weights Loading of the Deadweight Force Standard Machine [J]. | MAPAN-JOURNAL OF METROLOGY SOCIETY OF INDIA , 2023 , 38 (3) : 619-628 .
MLA Guo, Jinquan et al. "Optimal Combination Method for Weights Loading of the Deadweight Force Standard Machine" . | MAPAN-JOURNAL OF METROLOGY SOCIETY OF INDIA 38 . 3 (2023) : 619-628 .
APA Guo, Jinquan , Xu, Zhimeng , Ge, Zhu , Lin, Shuo , Wei, Tieping , Liang, Wei et al. Optimal Combination Method for Weights Loading of the Deadweight Force Standard Machine . | MAPAN-JOURNAL OF METROLOGY SOCIETY OF INDIA , 2023 , 38 (3) , 619-628 .
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弹性滞后对双梁型应变式称重传感器迟滞特性的影响 CSCD PKU
期刊论文 | 2023 , 62 (4) , 567-575 | 厦门大学学报(自然科学版)
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Abstract :

应变式称重传感器迟滞是影响质量称量的重要影响因素之一,探索其产生因素及影响具有重要意义.本文在传统双梁型应变式称重传感器的基础上,提出了一种基于宽带光相干的弹性体位移传感测量方法,实现了弹性体弹性滞后与应变式称重传感器迟滞的同步测量,实现了弹性体弹性滞后对应变式称重传感器迟滞影响的定量评价.测试结果表明:1)基于宽带光相干的位移传感测量系统,对弹性体形变位移的测量准确度高、重复性好、性能稳定.2)弹性体弹性滞后误差和应变式传感器迟滞误差总是在所测试最大载荷的一半位置达到最大;加卸载迟滞测试所施加的载荷越大,弹性滞后误差和传感器迟滞误差也越大.3)弹性体的弹性滞后是造成应变式称重传感器迟滞的主要原因,弹性体的弹性滞后误差约占传感器迟滞误差的95%.

Keyword :

宽带光相干 宽带光相干 应变式 应变式 弹性滞后 弹性滞后 称重传感器 称重传感器 迟滞 迟滞

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GB/T 7714 杨晓翔 , 欧阳忠杰 , 梁伟 et al. 弹性滞后对双梁型应变式称重传感器迟滞特性的影响 [J]. | 厦门大学学报(自然科学版) , 2023 , 62 (4) : 567-575 .
MLA 杨晓翔 et al. "弹性滞后对双梁型应变式称重传感器迟滞特性的影响" . | 厦门大学学报(自然科学版) 62 . 4 (2023) : 567-575 .
APA 杨晓翔 , 欧阳忠杰 , 梁伟 , 高剑虹 , 郭金泉 , 钟舜聪 et al. 弹性滞后对双梁型应变式称重传感器迟滞特性的影响 . | 厦门大学学报(自然科学版) , 2023 , 62 (4) , 567-575 .
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High-sensitivity weighing sensor based on broadband optical coherence displacement measurement of a dual-beam elastic element SCIE
期刊论文 | 2023 , 216 | MEASUREMENT
WoS CC Cited Count: 4
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A novel weight sensor based on the Michelson interferometer is proposed in this study to meet the demands of complex environments. The sensor uses a dual-beam type elastic element, optimized to enhance its sensitivity. Its deformation under load is sensed by a broadband optical coherence displacement measurement system, which, in combination with the spectrum correction method, enables displacement sensing down to sub-nanometer res-olution. An optical interferometric weight sensor with a rated load of 6 kg is fabricated under laboratory con-ditions, and its performance is verified experimentally. The proposed weight sensor demonstrates good stability and achieves a sensitivity of 146.814 mu m/kg, theoretical resolution of 0.004 g, nonlinearity error of 0.034%, maximum repeatability error of 0.036%, and maximum hysteresis error of 0.055%, with the relative error of the identification threshold not exceeding 0.1%. The proposed weighing method and sensor represent a significant improvement over other reported interferometer-type weight sensors.

Keyword :

Dual-beam elastic element Dual-beam elastic element Optical coherence Optical coherence Resolution Resolution Sensitivity Sensitivity Weight sensor Weight sensor

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GB/T 7714 Ouyang, Zhongjie , Liang, Wei , Yang, Xiaoxiang et al. High-sensitivity weighing sensor based on broadband optical coherence displacement measurement of a dual-beam elastic element [J]. | MEASUREMENT , 2023 , 216 .
MLA Ouyang, Zhongjie et al. "High-sensitivity weighing sensor based on broadband optical coherence displacement measurement of a dual-beam elastic element" . | MEASUREMENT 216 (2023) .
APA Ouyang, Zhongjie , Liang, Wei , Yang, Xiaoxiang , Guo, Jinquan , Lai, Zhengchuang , Lin, Jiewen et al. High-sensitivity weighing sensor based on broadband optical coherence displacement measurement of a dual-beam elastic element . | MEASUREMENT , 2023 , 216 .
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NDT studies of nanoscale polymeric coatings Scopus
其他 | 2023 , 235-257
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Nanoscale polymeric coatings have been developed and utilized in a wide range of industries for decades. The ability for quality control at nanoscale is critical to large-scale industrial development. Nondestructive testing (NDT) techniques play vital roles in structural health monitoring of the nanocoatings throughout their lifetime stages. In terms of recent advances in quality control of nanocomposite coatings, here we present and discuss the commonly used inspection techniques for ex-situ detections, as well as the promising in-situ or inline monitoring methods, with a focus on the application of NDT techniques. Future development of NDT techniques for polymeric nanocomposite coatings will be directed toward intelligent and automated inspection systems, in order to avoid errors caused by human factors and further improve accuracy and reliability. © 2023 Elsevier Inc. All rights reserved.

Keyword :

coating coating detection detection nanoscale nanoscale Nondestructive testing Nondestructive testing polymer polymer

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GB/T 7714 Zhao, C. , Wang, B. , Zhong, S. et al. NDT studies of nanoscale polymeric coatings [未知].
MLA Zhao, C. et al. "NDT studies of nanoscale polymeric coatings" [未知].
APA Zhao, C. , Wang, B. , Zhong, S. , Akhtaruzzaman, M. , Liang, W. , Chen, H. . NDT studies of nanoscale polymeric coatings [未知].
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Sensing and Nondestructive Testing Applications of Terahertz Spectroscopy and Imaging Systems: State-of-the-Art and State-of-the-Practice SCIE
期刊论文 | 2023 , 72 | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
WoS CC Cited Count: 9
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Terahertz (THz) technology has firmly established itself as an effective sensing and nondestructive testing (NDT) technique for the detection of substances and physicochemical evaluation of materials and structural systems since its first emergence almost three decades ago. To date, both the effectiveness and accuracy of this technology have been extensively demonstrated in a myriad of applications across the spectrum of research and development all the way to process analytical technology (PAT), quality control, NDT, and structural health monitoring. These applications are generally enabled by the production and availability of advanced, versatile, robust, highly accurate, and industrially rugged THz spectroscopy and imaging (THz-SI) systems, the unique properties of THz waves compared with other electromagnetic waves, as well as the advancements in electronics, photonics, and THz metamaterial systems development. This article presents a comprehensive state-of-the-art and state-of-the-practice review of sensing and NDT applications of THz technology and analyzes the role of THz metamaterials in enhancing the resolution and sensitivity of THz systems. The study also provides a general overview of the fundamentals of THz-SI systems and discusses the suitability of THz sensing and NDT in a variety of real-world application scenarios (e.g., composites' defect detection and evaluation, paints and coatings thickness measurement and characterization, and biomolecule detection). Aspects, such as the noise caused by the presence of barriers, challenges with experimental implementations and operability of THz systems, long times required to acquire THz images, as well as limited customizability and portability of currently available THz systems, are also discussed.

Keyword :

Chemicals Chemicals Composite materials Composite materials Imaging Imaging Nondestructive testing Nondestructive testing Photonics Photonics Sensors Sensors Spectroscopy Spectroscopy terahertz nondestructive testing (THz-NDT) terahertz nondestructive testing (THz-NDT) terahertz spectroscopy and imaging (THz-SI) terahertz spectroscopy and imaging (THz-SI) terahertz (THz) sensing terahertz (THz) sensing thermal barrier coatings (TBCs) thermal barrier coatings (TBCs) THz metamaterial sensing THz metamaterial sensing Ultrafast optics Ultrafast optics

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GB/T 7714 Nsengiyumva, Walter , Zhong, Shuncong , Zheng, Longhui et al. Sensing and Nondestructive Testing Applications of Terahertz Spectroscopy and Imaging Systems: State-of-the-Art and State-of-the-Practice [J]. | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT , 2023 , 72 .
MLA Nsengiyumva, Walter et al. "Sensing and Nondestructive Testing Applications of Terahertz Spectroscopy and Imaging Systems: State-of-the-Art and State-of-the-Practice" . | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 72 (2023) .
APA Nsengiyumva, Walter , Zhong, Shuncong , Zheng, Longhui , Liang, Wei , Wang, Bing , Huang, Yi et al. Sensing and Nondestructive Testing Applications of Terahertz Spectroscopy and Imaging Systems: State-of-the-Art and State-of-the-Practice . | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT , 2023 , 72 .
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Contactless torque sensors based on optical methods: A review SCIE
期刊论文 | 2023 , 173 | OPTICS AND LASERS IN ENGINEERING
WoS CC Cited Count: 5
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Torque is one of the mighty core parameters of rotating machinery, and it has profound implications for the success of many engineering and industrial manufacturing activities. To date, more and more torque sensors are being researched and manufactured to meet the requirements of torque measurements in all of the engineering sectors that rely on accurate measurement of torque parameters for their success. A direct implication of these constantly growing developments is the recent development of various torque sensors, which operate based on more than ten different principles. Although several measurement principles have been created, torque sensors themselves can only be divided into two categories based on whether they come into contact with the rotating objects being measured (contact sensors) or do not have any point of contact with these objects (contactless sensors). In this paper, the concept of contactless sensors for torque measurement is redefined and the major classes of torque sensors (i.e., contactless sensors based on the laser Doppler effect, laser speckle effect, and optical coherence vibrometer, etc.) are introduced outlining the main progress, challenges, and future directions involving torque measurement applications. As the key to the success of torque measurement systems, some advanced signal processing techniques that are commonly used to enhance the accuracy of the torque measurement data are also introduced.

Keyword :

Contactless sensor Contactless sensor Laser Doppler Laser Doppler Laser speckle Laser speckle Optical coherence vibrometer Optical coherence vibrometer Torque measurement Torque measurement Torque sensor Torque sensor

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GB/T 7714 Zhong, Shuncong , Chen, Linnan , Liang, Wei et al. Contactless torque sensors based on optical methods: A review [J]. | OPTICS AND LASERS IN ENGINEERING , 2023 , 173 .
MLA Zhong, Shuncong et al. "Contactless torque sensors based on optical methods: A review" . | OPTICS AND LASERS IN ENGINEERING 173 (2023) .
APA Zhong, Shuncong , Chen, Linnan , Liang, Wei , Nsengiyumva, Walter , Yu, Yingjie , Li, Tao et al. Contactless torque sensors based on optical methods: A review . | OPTICS AND LASERS IN ENGINEERING , 2023 , 173 .
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