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超声波互相关流量测量技术及应用综述 被引量:12
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作者 王智慧 李忠慧 王磊 《测控技术》 CSCD 2000年第3期11-13,共3页
超声波相关流量测量方法 ,在解决“困难”流体流量的测量中显示出巨大潜力。目前 ,互相关渡越时间的测量精度已达到百万分之几 ,超声波传感器应用于流体流速的测量时 ,系统精度主要受流体的性质和流场分布的影响。本文总结了超声波互相... 超声波相关流量测量方法 ,在解决“困难”流体流量的测量中显示出巨大潜力。目前 ,互相关渡越时间的测量精度已达到百万分之几 ,超声波传感器应用于流体流速的测量时 ,系统精度主要受流体的性质和流场分布的影响。本文总结了超声波互相关流量测量仪表涉及到的技术问题 ,介绍了该方法在不同场合的应用和应注意的问题。 展开更多
关键词 超声波互相关流量计 流量测量 单相流 多相流
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基于插值相关法的局部放电特高频脉冲信号时延估计 被引量:27
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作者 汤林 胡岳 +2 位作者 王红斌 杨雁 江秀臣 《高电压技术》 EI CAS CSCD 北大核心 2015年第10期3320-3325,共6页
为了提高用于特高频局部放电检测与定位所需的多元传感器阵列间的信号时延精度和降低特高频检测系统成本,提出了一种先对低采样频率采集所得的局部放电特高频脉冲信号特征区域进行三次样条插值,后利用广义相关法估计信号时延的新方法。... 为了提高用于特高频局部放电检测与定位所需的多元传感器阵列间的信号时延精度和降低特高频检测系统成本,提出了一种先对低采样频率采集所得的局部放电特高频脉冲信号特征区域进行三次样条插值,后利用广义相关法估计信号时延的新方法。仿真实验研究和模拟实验结果表明:对于满足采样定理采集所得的低采样频率局部放电信号,该方法比传统广义相关法对信号时延的估计精度更高,可有效减小实际时差为采样间隔非整数倍所带来的时延误差;信号两点间插值数为4时,算法最优,时延误差可控制在半个系统采样间隔以内。 展开更多
关键词 局部放电 互相关 插值 特高频 传感阵列 时延估计 定位
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气体传感器阵列 被引量:13
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作者 于梅芳 王士卿 《传感器技术》 CSCD 1995年第2期6-9,16,共5页
从气体传感器选择性和多功能化两个重要指标出发,指出气体传感器阵列与微处理机相结合,并通过模式识别技术,不仅能够解决交叉敏问题,提高器件的选择性,而且能够实现多功能化。
关键词 交叉敏 传感器阵列 模式识别 气体传感器阵列
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Facile preparation and high performance of wearable strain sensors based on ionically cross-linked composite hydrogels 被引量:11
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作者 Jiahui Bai Ran Wang +3 位作者 Mingxi Ju Jingxin Zhou Lexin Zhang Tifeng Jiao 《Science China Materials》 SCIE EI CAS CSCD 2021年第4期942-952,共11页
Flexible sensors that can respond to multiple mechanical excitation modes and have high sensitivity are of great significance in the fields of electronic skin and health monitoring.Simulating multiple signal responses... Flexible sensors that can respond to multiple mechanical excitation modes and have high sensitivity are of great significance in the fields of electronic skin and health monitoring.Simulating multiple signal responses to skin such as strain and temperature remains an important challenge.Therefore,new multifunctional ion-crosslinked hydrogels with toughness and conductivity were designed and prepared in this work.A chemical gel with high mechanical strength was prepared by cross-linking acrylamide with N,N’-methylenebisacrylamide and ammonium persulfate.In addition,in order to enhance the conductive properties of the hydrogel,Ca^(2+),Mg^(2+)and Al^(3+)ions were added to the hydrogel during crosslinking.The double-layer network makes this ionic hydrogel show excellent mechanical properties.Moreover,the composite hydrogel containing Ca^(2+)can reach a maximum stretch of 1100%and exhibits ultra-high sensitivity(Sp=10.690 MPa^(-1)).The obtained hydrogels can successfully prepare wearable strain sensors,as well as track and monitor human motion.The present prepared multifunctional hydrogels are expected to be further expanded to intelligent health sensor materials. 展开更多
关键词 HYDROGEL ionic cross-linking strain sensor E-skin
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光纤光栅传感器交叉敏感问题的研究 被引量:7
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作者 张小伟 宁提纲 《光纤与电缆及其应用技术》 2007年第4期1-4,共4页
交叉敏感是光纤光栅固有的问题,已成为制约光纤光栅传感器在实用化等方面的关键问题,为此从光纤Bragg光栅应变、温度交叉敏感的物理机制出发,详细介绍了国内外多种关于交叉敏感问题的解决方案和各类方案的工作原理。
关键词 光纤光栅 交叉敏感 温度 应变 传感器
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基于互相关理论的油井流量测量系统 被引量:5
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作者 李英伟 孔令富 +1 位作者 刘兴斌 胡金海 《电子器件》 CAS 2007年第4期1458-1461,共4页
针对当前油井流量测量装置成本高、精度低的问题,研制了一种基于互相关时延估计理论的新型流量测量系统.该系统使用合成处理器MC56F8323来实时采集电导传感器输出的上下游流动信号,并对它们进行互相关运算,采用相关峰抛物线插值算法计... 针对当前油井流量测量装置成本高、精度低的问题,研制了一种基于互相关时延估计理论的新型流量测量系统.该系统使用合成处理器MC56F8323来实时采集电导传感器输出的上下游流动信号,并对它们进行互相关运算,采用相关峰抛物线插值算法计算渡越时间,间接测出流量,最后将处理结果通过RS485总线传输至地面上位机.动态实验表明,仪器的测量误差为±5%,重复性误差为±3%. 展开更多
关键词 流量测量 时延估计 互相关 电导传感器
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基于RBF神经网络的混合气体智能检测系统研究 被引量:6
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作者 常炳国 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第7期82-84,共3页
基于传感器阵列和神经网络构造智能系统用于检测混合气体的低质量分数.传感器阵列获取质量分数为1×10^-6-5×10^-6范围的H2,C2H4,C2H2混合气体响应和质量分数为5×10^-5~3×10^-4范围的CO响应.通过RBF神经网络学... 基于传感器阵列和神经网络构造智能系统用于检测混合气体的低质量分数.传感器阵列获取质量分数为1×10^-6-5×10^-6范围的H2,C2H4,C2H2混合气体响应和质量分数为5×10^-5~3×10^-4范围的CO响应.通过RBF神经网络学习改善低质量分数混合气体检测的灵敏度.把传感器响应作为神经网络输入,神经网络输出为H2,C2H4,C2H2和CO的质量分数.实例分析表明,系统能较好地克服低质量分数混合气体检测过程中普遍存在的交叉灵敏度,得到满意的检测结果. 展开更多
关键词 智能系统 交叉灵敏度 传感器阵列 RBF神经网络
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线结构光传感器标定点获取方法研究 被引量:3
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作者 徐园 张广军 魏振忠 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2004年第1期9-13,共5页
提出了一种基于双重交比不变性的线结构光传感器标定点获取的方法 ,利用该方法和设计的标定靶标 ,可方便的获取大量的高精度的标定点 ,解决了线结构光传感器标定点不易产生且数量少的问题 ,从而可以在一定程度上提高标定的精度 .
关键词 标定 交比 传感器 结构光
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基于纳米Zr_3Y_2O_9交叉敏感的苯和三甲胺传感器 被引量:6
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作者 周考文 杨宏伟 +2 位作者 谷春秀 程艳玲 李文宗 《分析化学》 SCIE EI CAS CSCD 北大核心 2014年第6期805-810,共6页
基于纳米Zr3Y2O9对苯和三甲胺的催化发光有交叉敏感现象,建立了同时测定空气中苯和三甲胺的新方法。在两个波长处分别确定苯和三甲胺的响应关系,再通过两个波长处的叠加发光信号准确获取苯和三甲胺的浓度。最佳实验条件为:两个分析波... 基于纳米Zr3Y2O9对苯和三甲胺的催化发光有交叉敏感现象,建立了同时测定空气中苯和三甲胺的新方法。在两个波长处分别确定苯和三甲胺的响应关系,再通过两个波长处的叠加发光信号准确获取苯和三甲胺的浓度。最佳实验条件为:两个分析波长分别为440和540 nm,敏感材料表面温度313℃,载气流速140 mL/min。方法的检出限(3σ)分别为苯(440 nm)0.30 mg/m^3和三甲胺(540 nm)0.70 mg/m^3,线性范围分别为苯(440 nm)0.8-105.0 mg/m^3、苯(540 nm)3.0-130.0 mg/m^3、三甲胺(440 nm)2.5-232.0 mg/m^3和三甲胺(540 nm)1.2-156.0 mg/m^3,回收率为苯96.8%-102.3%和三甲胺97.6%-103.4%。常见共存物(甲醛、乙醇、丙酮、氨、二氧化硫和二氧化碳等)不干扰测定。连续200 h通浓度均为50 mg/m^3的苯和三甲胺混合气体,发光强度的相对标准偏差低于2.0%,表明此纳米级钇锆复合氧化物对苯和三甲胺的敏感性是长寿命的。本方法充分利用了交叉敏感现象,可以实现空气中苯和三甲胺的在线分析。 展开更多
关键词 三甲胺 交叉敏感 纳米复合氧化物 气体传感器
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Robust high-resolution beam-forming based on high order cross sensor processing method 被引量:6
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作者 Enming Zheng Xinhua Chen +1 位作者 Huabing Yu Changyu Sun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2015年第5期932-940,共9页
In order to obtain the robust high-resolution beamforming, a high order cross sensor processing(CSP) approach is developed. According to the relation ship between the target bearing and the phase difference of each el... In order to obtain the robust high-resolution beamforming, a high order cross sensor processing(CSP) approach is developed. According to the relation ship between the target bearing and the phase difference of each element receiving signal, this method exploits the property that the same diagonal of covariance matrix with the same phase difference and obtains(2M-1)(N-1)virtual elements(N is the original array number) by executing M order CSP. The extended virtual elements can effectively increase the physical aperture of linear array, reduce the main lobe width of beam-forming, and improve the bearing resolution. The CSP method accumulates the data on the same sub-diagonal of the covariance matrix, which can decrease the impact of background noise on beam-forming. The theoretical analysis and experimental results both show that this method has high resolution in bearing estimation, compared with the MUSIC method, which has better robustness under the lower signal-to-noise ratio(SNR). 展开更多
关键词 cross sensor processing (CSP) BEAM-FORMING virtualelement robustness high-resolution.
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A Practical Approach for Missing Wireless Sensor Networks Data Recovery
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作者 Song Xiaoxiang Guo Yan +1 位作者 Li Ning Ren Bing 《China Communications》 SCIE CSCD 2024年第5期202-217,共16页
In wireless sensor networks(WSNs),the performance of related applications is highly dependent on the quality of data collected.Unfortunately,missing data is almost inevitable in the process of data acquisition and tra... In wireless sensor networks(WSNs),the performance of related applications is highly dependent on the quality of data collected.Unfortunately,missing data is almost inevitable in the process of data acquisition and transmission.Existing methods often rely on prior information such as low-rank characteristics or spatiotemporal correlation when recovering missing WSNs data.However,in realistic application scenarios,it is very difficult to obtain these prior information from incomplete data sets.Therefore,we aim to recover the missing WSNs data effectively while getting rid of the perplexity of prior information.By designing the corresponding measurement matrix that can capture the position of missing data and sparse representation matrix,a compressive sensing(CS)based missing data recovery model is established.Then,we design a comparison standard to select the best sparse representation basis and introduce average cross-correlation to examine the rationality of the established model.Furthermore,an improved fast matching pursuit algorithm is proposed to solve the model.Simulation results show that the proposed method can effectively recover the missing WSNs data. 展开更多
关键词 average cross correlation matching pursuit missing data wireless sensor networks
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融合拉曼散射的BOTDR温度应变解耦传感系统研究
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作者 蒋心雄 白清 +3 位作者 闫剑锋 白卫东 王宇 靳宝全 《传感技术学报》 CAS CSCD 北大核心 2024年第8期1335-1341,共7页
采用单模光纤获取布里渊频移并利用多模光纤进行拉曼测温补偿,是工程应用中常用的温度应变双参量传感方法。但其存在传感光缆结构复杂、应用成本高的缺点。基于双路光开关分时复用,搭建了面向单芯单模光纤的拉曼散射和布里渊频移融合探... 采用单模光纤获取布里渊频移并利用多模光纤进行拉曼测温补偿,是工程应用中常用的温度应变双参量传感方法。但其存在传感光缆结构复杂、应用成本高的缺点。基于双路光开关分时复用,搭建了面向单芯单模光纤的拉曼散射和布里渊频移融合探测系统,实现了温度与应变解耦测量。分析了双参量传感测量原理,构建了拉曼散射辅助的BOTDR实验系统,并采用小波降噪算法进行数据处理。实验证明,该系统在3 m空间分辨率下,测量距离可达9 km,温度测量结果波动范围为±1.5℃,温度波动均方根误差(RMSE)为0.808℃,应变解调结果波动范围为±117με,应变波动均方根误差(RMSE)为72.04με。研究表明,融合拉曼散射的BOTDR温度应变解耦传感系统可有效解决单模光纤传感过程中交叉敏感问题,为后续的工程化应用提供了理论基础和解决方案。 展开更多
关键词 光纤传感 交叉敏感 布里渊散射 解耦传感 拉曼散射
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Development of Spectral Features for Monitoring Rice Bacterial Leaf Blight Disease Using Broad-Band Remote Sensing Systems
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作者 Jingcheng Zhang Xingjian Zhou +3 位作者 Dong Shen Qimeng Yu Lin Yuan Yingying Dong 《Phyton-International Journal of Experimental Botany》 SCIE 2024年第4期745-762,共18页
As an important rice disease, rice bacterial leaf blight (RBLB, caused by the bacterium Xanthomonas oryzae pv.oryzae), has become widespread in east China in recent years. Significant losses in rice yield occurred as ... As an important rice disease, rice bacterial leaf blight (RBLB, caused by the bacterium Xanthomonas oryzae pv.oryzae), has become widespread in east China in recent years. Significant losses in rice yield occurred as a result ofthe disease’s epidemic, making it imperative to monitor RBLB at a large scale. With the development of remotesensing technology, the broad-band sensors equipped with red-edge channels over multiple spatial resolutionsoffer numerous available data for large-scale monitoring of rice diseases. However, RBLB is characterized by rapiddispersal under suitable conditions, making it difficult to track the disease at a regional scale with a single sensorin practice. Therefore, it is necessary to identify or construct features that are effective across different sensors formonitoring RBLB. To achieve this goal, the spectral response of RBLB was first analyzed based on the canopyhyperspectral data. Using the relative spectral response (RSR) functions of four representative satellite or UAVsensors (i.e., Sentinel-2, GF-6, Planet, and Rededge-M) and the hyperspectral data, the corresponding broad-bandspectral data was simulated. According to a thorough band combination and sensitivity analysis, two novel spectralindices for monitoring RBLB that can be effective across multiple sensors (i.e., RBBRI and RBBDI) weredeveloped. An optimal feature set that includes the two novel indices and a classical vegetation index was formed.The capability of such a feature set in monitoring RBLB was assessed via FLDA and SVM algorithms. The resultdemonstrated that both constructed novel indices exhibited high sensitivity to the disease across multiple sensors.Meanwhile, the feature set yielded an overall accuracy above 90% for all sensors, which indicates its cross-sensorgenerality in monitoring RBLB. The outcome of this research permits disease monitoring with different remotesensing data over a large scale. 展开更多
关键词 Rice bacterial leaf blight analysis of spectral response multispectral data simulation vegetation indices cross-sensor disease monitoring
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Data Fusion Algorithm for Multi-Sensor Dynamic System Based on Interacting Multiple Model 被引量:3
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作者 陈志锋 蔡云泽 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第3期265-272,共8页
This paper presents a data fusion algorithm for dynamic system with multi-sensor and uncertain system models. The algorithm is mainly based on Kalman filter and interacting multiple model(IMM). It processes crosscorre... This paper presents a data fusion algorithm for dynamic system with multi-sensor and uncertain system models. The algorithm is mainly based on Kalman filter and interacting multiple model(IMM). It processes crosscorrelated sensor noises by using augmented fusion before model interacting. And eigenvalue decomposition is utilized to reduce calculation complexity and implement parallel computing. In simulation part, the feasibility of the algorithm was tested and verified, and the relationship between sensor number and the estimation precision was studied. Results show that simply increasing the number of sensor cannot always improve the performance of the estimation. Type and number of sensors should be optimized in practical applications. 展开更多
关键词 MULTI-sensor cross-correlated noises augmented fusion interacting multiple model(IMM)
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IMMKF中基于交叉熵的传感器管理算法 被引量:4
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作者 卢迪 赵洪 张开玉 《系统仿真学报》 CAS CSCD 北大核心 2011年第7期1433-1436,共4页
由于多传感器系统的广泛应用,有关多传感器管理技术的研究也得到了广泛重视。在IMMKF系统中,基于交叉熵不确定性的多传感器对多目标检测跟踪算法是重点研究的问题。通过计算传感器对目标的交叉熵的不确定性,获得每个传感器对每个目标最... 由于多传感器系统的广泛应用,有关多传感器管理技术的研究也得到了广泛重视。在IMMKF系统中,基于交叉熵不确定性的多传感器对多目标检测跟踪算法是重点研究的问题。通过计算传感器对目标的交叉熵的不确定性,获得每个传感器对每个目标最大的信息量,以此作为代价函数,进行多传感器对多目标的优化分配。仿真结果表明,该算法的跟踪效果较好。 展开更多
关键词 交叉熵 优化分配 IMMKF 传感器管理
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A CuO/TiO_(2)Heterojunction Based CO Sensor with High Response and Selectivity
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作者 Wei Wei Huanhuan Zhang +6 位作者 Tiyue Tao Xiaohong Xia Yuwen Bao Manon Lourenco Kevin Homewood Zhongbing Huang Yun Gao 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2023年第3期409-416,共8页
The use of heterojunctions is a promising solution to the problem of cross-sensitivity in gas sensors.In this work,a carbon monoxide sensor based on the CuO/TiO_(2)heterojunction was designed and fabricated.Due to the... The use of heterojunctions is a promising solution to the problem of cross-sensitivity in gas sensors.In this work,a carbon monoxide sensor based on the CuO/TiO_(2)heterojunction was designed and fabricated.Due to the good adsorption properties of CuO materials to CO,and the heterojunction interface charge transfer,the CuO/TiO_(2)thin film sensor exhibits high sensitivity to CO at room temperature.The response is as high as 10.8–200 ppm CO,about 10 times its response to H_(2).Interference from H_(2)is greatly reduced by optimizing the structure of the CuO/TiO_(2)heterojunction.This reliable detection of carbon monoxide with excellent discrimination against H_(2)is of great significance for the development of CO gas sensors. 展开更多
关键词 carbon monoxide cross-SENSITIVITY gas sensor HETEROJUNCTION HYDROGEN
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Highly stretchable and self-healable ionogels with multiple sensitivity towards compression,strain and moisture for skin-inspired ionic sensors 被引量:3
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作者 Yufeng Wang Ying Liu +3 位作者 Nan Hu Peiru Shi Chao Zhang Tianxi Liu 《Science China Materials》 SCIE EI CAS CSCD 2022年第8期2252-2261,共10页
Ionic skin(I-skin)is an emerging skin-inspired sensor that has received increasing interest for the next-generation wearable electronics.However,profound challenges for I-skin remain in achieving multiple signal respo... Ionic skin(I-skin)is an emerging skin-inspired sensor that has received increasing interest for the next-generation wearable electronics.However,profound challenges for I-skin remain in achieving multiple signal responses(e.g.,strain,pressure,and humidity)and self-healability to fully mimic human skin.Herein,a Fe;ion-coordinated poly(acrylic acid)ionogel(PAIFe)with high stretchability,extreme temperature tolerance,and self-healing capability is prepared by a dynamic ionic cross-linking strategy.The ionic coordination in the PAIFe contributes to the formation of a highly dynamic network,achieving its high-efficient and reliable self-healing performance even at a low temperature of-20℃.Using of 1-butyl-3-methylimidazolium tetrafluoroborate([BMIm][BF^(3+)])as the solvent achieves a widetemperature tolerance of the PAIFe under low and high temperatures.More interestingly,a humidity sensing function is realized in the PAIFe by skillfully utilizing the hygroscopic properties of[BMIm][BF_(4)].The resultant PAIFe is proof-ofconcept demonstrated as a deformation-tolerant ionic conductor in a skin-inspired ionic sensor,showing a variety of sensory capabilities towards compression,strain and humidity. 展开更多
关键词 stretchable ionic conductor ion coordination dynamic cross-linking self-healability at low temperature skininspired sensor
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一种测量飞机驾驶员操纵力传感器设计 被引量:4
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作者 石荣武 白新玉 +1 位作者 余康 李小鹏 《陕西理工大学学报(自然科学版)》 2020年第4期30-37,共8页
为准确测量飞机驾驶员施加在驾驶杆或驾驶盘上的纵横向操纵力,设计了一种十字板辐结构的电阻应变式测力传感器。通过对该测力传感器的总体结构设计、弹性体设计、电阻应变计粘贴位置的应力应变特点及惠斯通电桥转换电路的分析,彻底消除... 为准确测量飞机驾驶员施加在驾驶杆或驾驶盘上的纵横向操纵力,设计了一种十字板辐结构的电阻应变式测力传感器。通过对该测力传感器的总体结构设计、弹性体设计、电阻应变计粘贴位置的应力应变特点及惠斯通电桥转换电路的分析,彻底消除了纵横向操纵力或通道间的交叉干扰、提高了其测量精度、刚度和安全性。最后通过实验数据对比表明该测力传感器能够实现对驾驶员操纵力的精准测量。 展开更多
关键词 测量 操纵力 十字板辐 弹性体 电阻应变计 力传感器
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A cross-type imaging electron spectrometer
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作者 YE YuGuang ZOU Hong +6 位作者 WANG YongFu QIN JunFeng SHI WeiHong ZOU JiQing ZHONG WeiYing ZONG QiuGang FU SuiYan 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2023年第3期641-653,共13页
Energetic electron measurement is of great significance to theoretical space physics research and space weather applications.Current energetic electron detectors must cooperate with a spin-stabilized satellite platfor... Energetic electron measurement is of great significance to theoretical space physics research and space weather applications.Current energetic electron detectors must cooperate with a spin-stabilized satellite platform to achieve high angular resolution in pitch angle distribution and three-dimensional(3D)imaging measurement of energetic electrons.This article introduces a cross-type quasi-3D imaging electron spectrometer(IES)based on pinhole imaging technology developed in the laboratory.The imager is composed of five imaging units,including a nine-pixel area array Si-PIN detector imaging unit in the middle and four three-pixel linear array Si-PIN detector imaging units placed in a cross-shape around it.The combination of five imaging units forms two orthogonal nine-pixel linear array detectors(with a common pixel in the middle).There are four pixels with a view angle of 20°×20°in the 45°oblique directions of the cross-type detection array.There are 21 imaging pixels in the entire crosstype sensor head,corresponding to 21 directions.Two multichannel integrated preamplifier ASICs are integrated in the sensor head to realize particle signal readout from 21 pixels.With a back-end electronics system,each pixel can achieve high energy resolution detection of 50–600 keV electrons.Radioactive sources and electron accelerators are used to calibrate the cross-type imaging sensor head,and the results demonstrate its good energy and directional detection characteristics(the energy resolution reaches 6.9 keV for the incident 200 keV electron beam).We performed simulations on the imaging sensor head’s ability to measure the electron pitch angle distribution on the three-axis stabilized platform,and the results show that the sensor head can perform quasi-three-dimensional detection of electrons incident within 2πsolid angles on the three-axis stabilized satellite platform,with an average angular resolution of the electron pitch angle distribution of less than 6°. 展开更多
关键词 energetic electron detection imaging electron spectrometer cross-type sensor head pitch angle distribution
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基于神经网络的扭矩传感器稳定性分析预测 被引量:3
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作者 孟晨 蒋继乐 +2 位作者 郭斌 吴鲲 吴实 《计量科学与技术》 2022年第5期8-14,68,共8页
在扭矩检定中,扭矩值随时间的变化波动并非是已知的常见函数,探究其变化波动趋势对于扭矩检定及量值传递有一定价值和意义。为了探究扭矩传感器示值波动特性,针对扭矩测量中长期稳定性对扭矩值变化的影响进行研究,采用神经网络对给定条... 在扭矩检定中,扭矩值随时间的变化波动并非是已知的常见函数,探究其变化波动趋势对于扭矩检定及量值传递有一定价值和意义。为了探究扭矩传感器示值波动特性,针对扭矩测量中长期稳定性对扭矩值变化的影响进行研究,采用神经网络对给定条件下的检测数据进行训练,对其他时间节点的扭矩值进行预测。以严格控制实验条件下得到的近12年的扭矩值数据进行训练和分析,采用交叉验证的方式证明了模型的准确性和可靠性,并对下一检定周期的扭矩值进行预测,最终计算得到下一周期扭矩值满足0.03级的长期稳定性的概率大于71.8%。 展开更多
关键词 长期稳定性 神经网络 交叉验证 扭矩传感器
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