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Research Progress of the Algebraic and Geometric Signal Processing 被引量:1
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作者 TAO Ran LI Bingzhao SUN Huafei 《Defence Technology(防务技术)》 SCIE EI CAS 2013年第1期21-30,共10页
The investigation of novel signal processing tools is one of the hottest research topics in modern signal processing community. Among them, the algebraic and geometric signal processing methods are the most powerful t... The investigation of novel signal processing tools is one of the hottest research topics in modern signal processing community. Among them, the algebraic and geometric signal processing methods are the most powerful tools for the representation of the classical signal processing method. In this paper, we provide an overview of recent contributions to the algebraic and geometric signal processing. Specifically, the paper focuses on the mathematical structures behind the signal processing by emphasizing the algebraic and geometric structure of signal processing. The two major topics are discussed. First, the classical signal processing concepts are related to the algebraic structures, and the recent results associated with the algebraic signal processing theory are introduced. Second, the recent progress of the geometric signal and information processing representations associated with the geometric structure are discussed. From these discussions, it is concluded that the research on the algebraic and geometric structure of signal processing can help the researchers to understand the signal processing tools deeply, and also help us to find novel signal processing methods in signal processing community. Its practical applications are expected to grow significantly in years to come, given that the algebraic and geometric structure of signal processing offer many advantages over the traditional signal processing. 展开更多
关键词 signal processing algebraic signal processing geometric signal processing fractional signal processing
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A New Signal Processing Technique of π/4-DQPSK Modem Based on Software Radio 被引量:3
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作者 Chang Jiang & Zhang Naitong Communication Research Center, Harbin Institute of Technology, Harbin 150001, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第2期20-24,共5页
DQPSK modem has been chosen as the modem scheme in many mobile communication systems. A new signal processing technique of π/4-DQPSK modem based on software radio is discussed in this paper. Unlike many other softwar... DQPSK modem has been chosen as the modem scheme in many mobile communication systems. A new signal processing technique of π/4-DQPSK modem based on software radio is discussed in this paper. Unlike many other software radio solutions to the subject, we choose a universal digital radio baseband processor operating as the co-processor of DSP. Only the core algorithms for signal processing are implemented with DSP. Thus the computation burden on DSP is reduced significantly. Compared with the traditional ones, the technique mentioned in this paper is more promising and attractive. It is extremely compact and power-efficient, which is often required by a mobile communication system. The implementation of baseband signal processing for π/4-DQPSK modem on this platform is illustrated in detail. Special emphases are laid on the architecture of the system and the algorithms used in the baseband signal processing. Finally, some experimental results are presented and the performances of the signal processing and compensation algorithms are evaluated through computer simulations. 展开更多
关键词 DQPSK Baseband signal processing DSP Software radio.
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A Novel 2-D Signal Processing Scheme for Quasi-Random Step Frequency Signal 被引量:2
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作者 位寅生 刘永坦 许荣庆 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第3期77-80,共4页
Due to the heavy congestion in HF bands, HF radars are restricted to operating within narrow frequency bands. To improve the system bandwidth and avoid heavy interference bands, a quasi-random step frequency signal wi... Due to the heavy congestion in HF bands, HF radars are restricted to operating within narrow frequency bands. To improve the system bandwidth and avoid heavy interference bands, a quasi-random step frequency signal with discontinuous bands is presented. A novel two-dimensional signal processing scheme for this signal is proposed on the basis of delicate signal analysis. Simulation results demonstrate that the scheme could successfully realize the resolutions by decoupling the range-Doppler ambiguity, and effectively suppress the maximal sidelobe. Moreover, the scheme is simple and has good numerical stability. 展开更多
关键词 Random step frequency Sidelobe suppression signal processing.
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Features of Channel and Signal Processing of Fuze
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作者 Li, Guolin Shang, Yaling Zhao, Xi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2000年第1期8-13,共6页
This paper simply discusses the outer channels and their characteristics of information communication between the fuze and outer environments based on the view that the fuze is an information system, and deeply analyz... This paper simply discusses the outer channels and their characteristics of information communication between the fuze and outer environments based on the view that the fuze is an information system, and deeply analyzes the information features of high frequency signal processing that mainly recovers the echo signals and controls the noises instead of picking up the required target information. But it can reduce the uncertainty of the signal caused by noise. The information processing of fuze is mainly completed by the low frequency information processing system. 展开更多
关键词 FUZE signal processing Information.
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Signal processing for all fiber optical current transducer 被引量:1
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作者 裴焕斗 祖静 陈鸿 《Journal of Central South University》 SCIE EI CAS 2008年第S2期404-408,共5页
The work principle of all fiber optical current transducer (AFOCT) was introduced. By analyzing the characteristic of photo-detector's output, a measurement and signal processing scheme based on sine wave modulati... The work principle of all fiber optical current transducer (AFOCT) was introduced. By analyzing the characteristic of photo-detector's output, a measurement and signal processing scheme based on sine wave modulation and demodulation was put forward for eliminating the influence of light intensity change and modulation degree change. A digital signal processing system and a calibration scheme were also advanced. The experimental data show that the mean ratio error is 0.016 74% for direct current and 0.035% for alternating current, and the correlation coefficient of linearity is up to 0.999 982 4, meeting the precision requirement of 0.2 grade. Stability experiments and temperature drift experiments show the AFOCT has a better stable capability. 展开更多
关键词 fiber OPTICAL current TRANSDUCER DEMODULATION signal processing RATIO ERROR
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Application of Mellin Transform in Wideband Underwater Acoustic Signal Processing 被引量:2
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作者 王军 李亚安 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第4期297-301,共5页
According to the features of the wideband underwater acoustic signals,an algorithm for the wideband ambiguity function is put forward based on Mellin transform.The wideband acoustic signal processing using the fast Me... According to the features of the wideband underwater acoustic signals,an algorithm for the wideband ambiguity function is put forward based on Mellin transform.The wideband acoustic signal processing using the fast Mellin transform is also explored.The theoretical analysis and simulation results show that the algorithm has not only high computation efficiency but also good concentration in wideband ambiguity domain.It suits for the wideband underwater acoustic signal processing. 展开更多
关键词 声学 多频率信号 多频率模糊函数 Mellin转换 信号处理 地下水声
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Low-frequency signal generation in space based on high-frequency electric-antenna array and Doppler effect
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作者 CUI Anjing LI Daojing +6 位作者 WU Jiang GAO Jinghan ZHOU Kai HU Chufeng WU Shumei SHI Danni LI Guang 《Journal of Systems Engineering and Electronics》 2025年第1期24-36,共13页
Low-frequency signals have been proven valuable in the fields of target detection and geological exploration.Nevertheless,the practical implementation of these signals is hindered by large antenna diameters,limiting t... Low-frequency signals have been proven valuable in the fields of target detection and geological exploration.Nevertheless,the practical implementation of these signals is hindered by large antenna diameters,limiting their potential applications.Therefore,it is imperative to study the creation of lowfrequency signals using antennas with suitable dimensions.In contrast to conventional mechanical antenna techniques,our study generates low-frequency signals in the spatial domain utilizing the principle of the Doppler effect.We also defines the antenna array architecture,the timing sequency,and the radiating element signal waveform,and provides experimental prototypes including 8/64 antennas based on earlier research.In the conducted experiments,121 MHz,40 MHz,and 10 kHz composite signals are generated by 156 MHz radiating element signals.The composite signal spectrum matches the simulations,proving our low-frequency signal generating method works.This holds significant implications for research on generating low-frequency signals with small-sized antennas. 展开更多
关键词 frequency conversion array signal processing experimental verification Doppler effect
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Research on Anti-noise Processing Method of Production Signal Based on Ensemble Empirical Mode Decomposition(EEMD) 被引量:2
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作者 Fang Jun-long Yu Xiao-juan +3 位作者 Wang Rui-fa Wang Run-tao Li Peng-fei Shao Chang-hui 《Journal of Northeast Agricultural University(English Edition)》 CAS 2017年第4期69-79,共11页
The grain production prediction is one of the most important links in precision agriculture. In the process of grain production prediction, mechanical noise caused by the factors of difference in field topography and ... The grain production prediction is one of the most important links in precision agriculture. In the process of grain production prediction, mechanical noise caused by the factors of difference in field topography and mechanical vibration will be mixed in the original signal, which undoubtedly will affect the prediction accuracy. Therefore, in order to reduce the influence of vibration noise on the prediction accuracy, an adaptive Ensemble Empirical Mode Decomposition(EEMD) threshold filtering algorithm was applied to the original signal in this paper: the output signal was decomposed into a finite number of Intrinsic Mode Functions(IMF) from high frequency to low frequency by using the Empirical Mode Decomposition(EMD) algorithm which could effectively restrain the mode mixing phenomenon; then the demarcation point of high and low frequency IMF components were determined by Continuous Mean Square Error criterion(CMSE), the high frequency IMF components were denoised by wavelet threshold algorithm, and finally the signal was reconstructed. The algorithm was an improved algorithm based on the commonly used wavelet threshold. The two algorithms were used to denoise the original production signal respectively, the adaptive EEMD threshold filtering algorithm had significant advantages in three denoising performance indexes of signal denoising ratio, root mean square error and smoothness. The five field verification tests showed that the average error of field experiment was 1.994% and the maximum relative error was less than 3%. According to the test results, the relative error of the predicted yield per hectare was 2.97%, which was relative to the actual yield. The test results showed that the algorithm could effectively resist noise and improve the accuracy of prediction. 展开更多
关键词 production signal signal denoising processing adaptive EEMD threshold filtering algorithm prediction accuracy
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On the Small SNR Processing Ability of IR Point Target Detection
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作者 Song, Liuping Sun, Zhongkang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第3期28-36,共9页
Three-dimensional (3-D) matched filtering has been suggested as a powerful processing technique for detecting weak, moving IR point target immersed in a noisy field. Based on the theory of the 3-D matched filtering an... Three-dimensional (3-D) matched filtering has been suggested as a powerful processing technique for detecting weak, moving IR point target immersed in a noisy field. Based on the theory of the 3-D matched filtering and the optimal linear processing, the optimal point target detector is being analyzed in this paper. The performance of the detector is introduced in detail. The results provide a standard reference to evaluate the performance of any other point target detection algorithms. 展开更多
关键词 ALGORITHMS Correlation detectors Digital signal processing Image processing signal detection signal to noise ratio Systems analysis Three dimensional
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An Algorithm for Ship Wake Detection from the SAR Images Using the Radon Transform and Morphological Image Processing 被引量:2
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作者 金亚秋 王世庆 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第4期7-12,共6页
Using the Radon transform and morphological image processing, an algorithm for ship's wake detection in the SAR (synthetic aperture radar) image is developed. Being manipulated in the Radon space to invert the gra... Using the Radon transform and morphological image processing, an algorithm for ship's wake detection in the SAR (synthetic aperture radar) image is developed. Being manipulated in the Radon space to invert the gray-level and binary images, the linear texture of ship wake in oceanic clutter can be well detected. It has been applied to the automatic detection of a moving ship from the SEASAT SAR image. The results show that this algorithm is well robust in a strong noisy background and is not very sensitive to the threshold parameter and the working window size. 展开更多
关键词 ALGORITHMS Image processing Mathematical transformations Radar clutter Radar target recognition Spurious signal noise Synthetic aperture radar
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智能传感技术在水肥一体系统中的应用研究 被引量:2
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作者 祝鹏 郭艳光 《农机化研究》 北大核心 2025年第2期176-180,共5页
以进一步提升水肥一体机系统的作业效率为目标,选取智能传感的监测技术,针对整机的监测控制与信号处理展开应用设计研究。考虑水肥一体机过程作业肥液融合的均匀性及系统各模块之间的协同性功能实现,结合微分补偿的传感数据算法处理方法... 以进一步提升水肥一体机系统的作业效率为目标,选取智能传感的监测技术,针对整机的监测控制与信号处理展开应用设计研究。考虑水肥一体机过程作业肥液融合的均匀性及系统各模块之间的协同性功能实现,结合微分补偿的传感数据算法处理方法,进行智能传感的水肥一体机架构布局,并匹配可执行的软件控制程序及硬件实施结构,进行实地传感应用监测与灌施控制作业试验。结果表明:水肥一体机系统的数据监测准确率可达95.25%,系统故障率相对降低3.79%,监测数据准确及时,能够确保系统各环节指令得到有效的调整与反馈,进而保证灌施土壤的含水稳定率相对提升7.87%,对于作物的稳定生长与产量提升有重要的参考价值。 展开更多
关键词 水肥一体机 智能传感 信号处理 微分补偿 数据监测准确率
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快艇螺旋桨线谱特性分析及检测
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作者 陈新华 李嶷 +2 位作者 郑恩明 方华 杨鹤 《哈尔滨工程大学学报》 北大核心 2025年第4期660-666,共7页
为了获得目标声纹特征,本文对快艇的湖上试验数据进行分析。利用低频分析记录图研究实际工作中目标线谱在图中的表现,同时针对快艇工况稳定和转向时的2种情况,研究快艇螺旋桨各时刻的线谱特性。采用长时间数据和短时间数据做快速傅里叶... 为了获得目标声纹特征,本文对快艇的湖上试验数据进行分析。利用低频分析记录图研究实际工作中目标线谱在图中的表现,同时针对快艇工况稳定和转向时的2种情况,研究快艇螺旋桨各时刻的线谱特性。采用长时间数据和短时间数据做快速傅里叶变换的方法对线谱进行检测,验证不同试验场景下这2种方法检测线谱的性能优劣,提出对长时间数据做快速傅里叶变换的工程实现方法。研究表明:目标线谱会随着目标工况的变化而发生漂移;低频分析记录图中线谱的基频和谐波信号强度具有随机性;在目标工况稳定或变化剧烈时宜分别采用长时间或短时间傅里叶变换进行线谱检测。本文为目标检测和识别提供理论和实践指导。 展开更多
关键词 信号处理 频谱分析 信号检测 水下声信号 螺旋桨 舰船噪声 线谱 低频分析记录图
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多类型工业过程信号采集系统的设计
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作者 吴传平 陈春华 《仪表技术与传感器》 北大核心 2025年第6期72-76,共5页
在工业生产过程中,需要通过多种传感器采集不同的过程信号,针对不同类型的传感器通常需要设计多种信号采集系统,导致项目产生冗余设计,生产成本增加,不利于统一监测管理。为了解决上述问题,设计了一种多类型工业过程信号采集系统。该系... 在工业生产过程中,需要通过多种传感器采集不同的过程信号,针对不同类型的传感器通常需要设计多种信号采集系统,导致项目产生冗余设计,生产成本增加,不利于统一监测管理。为了解决上述问题,设计了一种多类型工业过程信号采集系统。该系统可以外接多种传感器,既可以采集电压信号和电流信号,也可以实现温度测量。系统采集的信号既可以远程传输到控制中心,也可以存储到本地U盘中。实验结果表明:该系统稳定可靠、成本低、测量精度高,电压测量精度为0.22‰,电流测量精度为0.07‰,温度测量精度为5‰,系统满足工业监测信号多元化的需求,具有较强的实用性和通用性。 展开更多
关键词 工业过程信号 采集系统 电压信号 电流信号 温度 U盘存储
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盾构智能管片拼装机的平移运动电液系统精确控制
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作者 陈旭阳 黄鑫 +5 位作者 郭俊可 林福龙 贾连辉 龚国芳 杨华勇 祝毅 《浙江大学学报(工学版)》 北大核心 2025年第3期588-596,共9页
管片拼装机载荷大、滞后大、摩擦扰动大,为了提高管片自动拼装的精度和效率,通过对模型精确辨识和iPIDD2算法实现在摩擦扰动下液压平移系统的精确控制.在理论模型基础上,提出多算法融合信号降噪方法对输出信号进行预处理,并采用带遗忘... 管片拼装机载荷大、滞后大、摩擦扰动大,为了提高管片自动拼装的精度和效率,通过对模型精确辨识和iPIDD2算法实现在摩擦扰动下液压平移系统的精确控制.在理论模型基础上,提出多算法融合信号降噪方法对输出信号进行预处理,并采用带遗忘因子的偏差补偿递推最小二乘辨识算法,以获得更精确的液压系统模型.针对摩擦扰动下拼装机平移运动的精确控制,提出iPIDD2控制算法实现平移油缸的精确控制.通过AMESim-Simulink联合仿真和搭建电液伺服系统实验台及实时控制系统验证研究结果.在不同的负载工况下进行全尺寸实验验证,结果表明,所提方法的位移跟踪稳态误差小于3mm,与PID相比最大跟踪误差减小77.6%,迟滞时间减少超过10s.在参数不确定和摩擦扰动下具有更好的精确控制性能和更小的迟滞时间,所提算法对提高摩擦扰动下自动管片拼装的拼装精度和效率具有积极意义. 展开更多
关键词 盾构机 管片拼装 信号处理 参数识别 精确控制
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手表情感化设计的滤波和特征提取技术研究
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作者 谢黎 史丰硕 +5 位作者 王雨晴 康晓管 罗光荣 尤思雨 于龙飞 郭建文 《包装工程》 北大核心 2025年第8期218-237,共20页
目的探讨特定人群手表产品的适宜滤波方法与生理特征指标。方法在梳理产品情感化设计流程中生理信号滤波和特征提取研究现状的基础上,搭建手表情感化意象实验平台,利用皮电信号、心电信号和脑电信号,基于Lasso回归探究人群特性下(大学... 目的探讨特定人群手表产品的适宜滤波方法与生理特征指标。方法在梳理产品情感化设计流程中生理信号滤波和特征提取研究现状的基础上,搭建手表情感化意象实验平台,利用皮电信号、心电信号和脑电信号,基于Lasso回归探究人群特性下(大学生、高校教师和职场白领)不同滤波和特征提取方法与产品情感意象的差异关联。结果皮电信号指标在各种滤波方法下呈现出较低的波动性,心电信号指标受“高通+低通”滤波方法的影响较大,脑电信号指标受“IMF+小波变换”滤波方法的影响较大;高校教师相较于大学生和职场白领在滤波方式上呈现出较高的稳定性;不同人群在效价、唤醒的Lasso回归图中保留的生理情感特征维度和数量不同。结论在产品情感化设计中应根据不同人群的生理特性,优选相应的滤波方法和特征提取指标,以准确建立“生理-产品情感意象”映射模型,实现产品形态与情感状态的有效融合。 展开更多
关键词 生理信号 信号处理技术 滤波 特征提取 产品情感化设计
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无人机载单比特NanoSAR系统
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作者 王伟 龙天尧 黄磊 《雷达科学与技术》 北大核心 2025年第1期32-38,66,共8页
本研究旨在开发一种基于调频连续波的无人机载单比特微型合成孔径雷达(NanoSAR)系统。该系统具有微型化和低功耗等优势,能够在低空遥感作业中快速获取高分辨率图像。在保持成像质量的前提下,为了降低系统功耗,本文对单比特成像技术进行... 本研究旨在开发一种基于调频连续波的无人机载单比特微型合成孔径雷达(NanoSAR)系统。该系统具有微型化和低功耗等优势,能够在低空遥感作业中快速获取高分辨率图像。在保持成像质量的前提下,为了降低系统功耗,本文对单比特成像技术进行研究,通过一位量化减少数据量,并结合频谱偏移技术有效抑制高次谐波对成像质量的影响。我们将NanoSAR系统搭载于中小型无人机进行数据采集,采用基于距离徙动校准的距离多普勒算法对回波数据进行成像处理,并对单比特数据的SAR成像效果进行了验证。 展开更多
关键词 调频连续波 微型合成孔径雷达 单比特量化 雷达信号处理
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基于峰值检测的便携式钢筘测量仪研发
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作者 徐帅 杨晓芳 +2 位作者 毛雷 孙百胜 宋子俊 《毛纺科技》 北大核心 2025年第1期97-103,共7页
针对纺织生产现场随时进行机上快速测量的使用需求,研发了一款采用振动传感器和位移传感器的便携式钢筘筘号测量仪。首先,在分析振动信号的基础上,通过统计振动信号波峰数量获得筘齿数。其次,在统计波峰过程中,引入并优化无参数的自动... 针对纺织生产现场随时进行机上快速测量的使用需求,研发了一款采用振动传感器和位移传感器的便携式钢筘筘号测量仪。首先,在分析振动信号的基础上,通过统计振动信号波峰数量获得筘齿数。其次,在统计波峰过程中,引入并优化无参数的自动多尺度峰值检测算法,降低其时空复杂度,实现筘齿的准确计数。最后,设计便携式钢筘测量仪硬件、软件架构,硬件上采用高性能STM32微控制器,能较好采集数据和运行算法;软件上增添时间和位移的双重条件检查,增加测量可靠性。实验结果表明:基于优化峰值检测算法的便携式钢筘测量仪,能够较好地测量工厂常用钢筘的筘号,并具有操作方便、无需设置阈值等优点。 展开更多
关键词 钢筘筘号 峰值检测 算法优化 钢筘检测 信号处理 纺织仪器
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低介入无键相叶端定时方法
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作者 周磊 杨志勃 +5 位作者 曹佳辉 冯军楠 张欢 杨志军 孙若斌 陈雪峰 《航空制造技术》 北大核心 2025年第11期89-97,共9页
旋转叶片是航空发动机的关键易损件,需要对其进行状态监测。叶端定时(Blade tip timing,BTT)是一种有效的旋转叶片非接触监测方法。然而,传统的叶端定时严重依赖键相信号,叶端定时信号存在严重的欠采样问题。对此,提出了一种基于叶片振... 旋转叶片是航空发动机的关键易损件,需要对其进行状态监测。叶端定时(Blade tip timing,BTT)是一种有效的旋转叶片非接触监测方法。然而,传统的叶端定时严重依赖键相信号,叶端定时信号存在严重的欠采样问题。对此,提出了一种基于叶片振动差的正交匹配追踪(Orthogonal matching pursuit,OMP)方法来提取叶片固有频率。首先,使用叶端定时传感器计算叶片振动差。然后,构建叶片振动差的稀疏模型,在变转速情况下使用正交匹配追踪方法对叶片振动差信号进行分解,提取叶片振动振幅和固有频率。通过数值仿真验证了该方法的有效性和鲁棒性,并在叶端定时试验台上进行试验。结果表明,该方法可以准确识别叶片异步振动的振幅和固有频率。 展开更多
关键词 正交匹配追踪 叶端定时 无键相 频率识别 信号处理
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基于聚类神经网络的光纤网络节点异常识别算法
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作者 原娇杰 焦梦甜 赵杰文 《激光与红外》 北大核心 2025年第3期466-471,共6页
为了提高光纤网络节点异常的识别准确率与识别速度,提出了一种基于聚类神经网络的节点异常识别算法。通过聚类计算完成输入数据的预分类,解决传统分类识别算法容易陷入局部最优的问题。将预分类后的测试数据分组作为输入层,并将聚类权... 为了提高光纤网络节点异常的识别准确率与识别速度,提出了一种基于聚类神经网络的节点异常识别算法。通过聚类计算完成输入数据的预分类,解决传统分类识别算法容易陷入局部最优的问题。将预分类后的测试数据分组作为输入层,并将聚类权值和聚类度作为隐藏层的加权系数,提高异常信号的识别度。实验对光纤网络中64个FBG节点进行测试,分别采用温度递变、重物撞击及周期振动模拟异常信号。对比实验结果显示,三种异常信号均存在的混叠条件下,本算法的识别准确率为80.3%、92.8%和91.6%,比不进行预分类的神经网络算法提升了约20%。在四种测试情况下,本算法的测试结果最优。对相同数据量测试时,本算法的速度仅为SVM算法的1/2,验证了本算法具有更好的时效性。 展开更多
关键词 聚类神经网络 预分类处理 聚类度 异常信号识别
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基于多尺度融合神经网络的同频同调制单通道盲源分离算法
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作者 付卫红 张鑫钰 刘乃安 《系统工程与电子技术》 北大核心 2025年第2期641-649,共9页
针对单通道条件下同频同调制混合信号分离时存在的计算复杂度高、分离效果差等问题,提出一种基于时域卷积的多尺度融合递归卷积神经网络(recursive convolutional neural network, RCNN),采用编码、分离、解码结构实现单通道盲源分离。... 针对单通道条件下同频同调制混合信号分离时存在的计算复杂度高、分离效果差等问题,提出一种基于时域卷积的多尺度融合递归卷积神经网络(recursive convolutional neural network, RCNN),采用编码、分离、解码结构实现单通道盲源分离。首先,编码模块提取出混合通信信号的编码特征;然后,分离模块采用不同尺度大小的卷积块以进一步提取信号的特征信息,再利用1×1卷积块捕获信号的局部和全局信息,估计出每个源信号的掩码;最后,解码模块利用掩码与混合信号的编码特征恢复源信号波形。仿真结果表明,所提多尺度融合RCNN不仅可以分离出仅有少量参数区别的混合通信信号,而且相较于U型网络(U-Net)降低了约62%的参数量和41%的计算量,同时网络也具有较强的泛化能力,可以高效面对复杂通信环境的挑战。 展开更多
关键词 单通道盲源分离 深度学习 同频同调制信号分离 多尺度融合递归卷积神经网络 通信信号处理
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