期刊文献+
共找到3,267篇文章
< 1 2 164 >
每页显示 20 50 100
Audio Signal Generator System Based On State Machines
1
作者 王维喜 《科技信息》 2009年第7期187-188,共2页
A state machine can make program designing quicker,simpler and more efficient. This paper describes in detail the model for a state machine and the idea for its designing and gives the design process of the state mach... A state machine can make program designing quicker,simpler and more efficient. This paper describes in detail the model for a state machine and the idea for its designing and gives the design process of the state machine through an example of audio signal generator system based on Labview. The result shows that the introduction of the state machine can make complex design processes more clear and the revision of programs easier. 展开更多
关键词 音频信号发生器 设计方案 自动化系统 “LabView”
在线阅读 下载PDF
Study of ultra-wideband radar signals-generated technology using two-channel signal generator 被引量:4
2
作者 Wan Yonglun Lu Youxin +2 位作者 Si Qiang Wang Xuegang Cao Guangping 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期710-715,共6页
Synthesis of ultra-wideband (UWB) linear frequency modulation radar signals is a very important technology for microwave imaging, target identification and detection of low radar-cross-section (RCS) targets. A new... Synthesis of ultra-wideband (UWB) linear frequency modulation radar signals is a very important technology for microwave imaging, target identification and detection of low radar-cross-section (RCS) targets. A new method of UWB radar signals generation with two-channel signal generator is presented. The realization structure is given; the principle and errors of signal synthesis are analyzed. At the same time, an automatic .adjustment measure of signal phase is proposed because of phase discontinuity of waveform in this method. The simulation experiment and analysis results indicate that radar signals with large instantaneous bandwidth can be generated by means of this method on the condition that the high-speed digital devices are limited. 展开更多
关键词 UWB DDS LFM two-channel signal generator pulse compression
在线阅读 下载PDF
Frequency Stabilized GaP Continuous-Wave Terahertz Signal Generator for High-Resolution Spectroscopy
3
作者 Tetsuo Sasaki Tadao Tanabe Jun-ichi Nishizawa 《Optics and Photonics Journal》 2014年第1期8-13,共6页
We constructed a GaP continuous-wave terahertz (CW-THz) signal generator based on different frequency generation that can tune automatically from 0.15 to 6.2 THz without mode-hopping. Independent frequency feedback co... We constructed a GaP continuous-wave terahertz (CW-THz) signal generator based on different frequency generation that can tune automatically from 0.15 to 6.2 THz without mode-hopping. Independent frequency feedback control for the seed laser and power feedback control for the optical power amplifier realized higher accuracy and stability of the output THz-wave at the same time. After constructing THz spectrometer with the GaP CW-THz signal generator as a light source, we have confirmed frequency resolution to be 15 MHz by the measurement of the Doppler width of water vapor absorptions in vacuumed chamber, and frequency reproducibility to be within 5 MHz by comparing with absorption frequency data. 展开更多
关键词 TERAHERTZ signal generator SPECTROMETER
在线阅读 下载PDF
Development of a Double-Channel Medical Signal Generator Based on STM32 with High Performance
4
作者 Longcong Chen Gaiqin Liu +2 位作者 Bin Gao Ping Chen Xingliang Xiong 《Open Journal of Applied Sciences》 2012年第4期272-276,共5页
An open-ended and multifunctional double-channel signal generator, which based on a 32 bits monolithic integrated microcomputer, highly integrated device and LCD, is introduced in this paper. The instrument is compose... An open-ended and multifunctional double-channel signal generator, which based on a 32 bits monolithic integrated microcomputer, highly integrated device and LCD, is introduced in this paper. The instrument is composed of micro-computer STM32F103RD and some integrated chips (IC), which includes programmable waveform generators-AD9833 with highly frequency and phase precision. As a result, this signal generator may output not only double channels accurate sine, square or triangle waveforms with digital-controlled frequency and phase at the same time, but also many kinds of physiological signals that can be modified by USB connection with well open property. Therefore, it is convenient to measure and teach about hearing, research and study on frequency characteristic of human ear and impedance characteristic of human body in medical science. In addition, it is also very easy in experiment and research of college and medical physics for using double channels sine signal to show synthesis of two simple harmonic vibrations under different frequency, phase difference and direction, such as beat pattern and Lissajous figures. Thus it has many merits, such as the small volume, stable property, simple operation, visual display and so on. Consequently, it can be widely used in researching, teaching, debugging and maintaining. 展开更多
关键词 STM32F103RD Digital-Controlled AD9833 signal generator
暂未订购
基于System Generator的GPS信号捕获模块的实现 被引量:1
5
作者 胡辉 吴超 +1 位作者 张虎 高明华 《河南师范大学学报(自然科学版)》 CAS CSCD 北大核心 2012年第1期50-53,共4页
System Generator for DSP是业内领先的高级系统级FPGA开发工具.本文基于该软件设计并实现了4通道GPS信号捕获模块,其中包括平均采样、本地C/A码、FFT/IFFT运算、复数乘法运算、扫频控制和结果返回等6个模块,并利用Xilinx的Viertx-5XC5V... System Generator for DSP是业内领先的高级系统级FPGA开发工具.本文基于该软件设计并实现了4通道GPS信号捕获模块,其中包括平均采样、本地C/A码、FFT/IFFT运算、复数乘法运算、扫频控制和结果返回等6个模块,并利用Xilinx的Viertx-5XC5VSX50T-FF665芯片对模块进行了硬件协同验证.测试结果表明:设计实现的捕获模块能够准确地捕获GPS信号,与利用硬件描述语言的方法相比,本文的方法大大缩短了开发周期. 展开更多
关键词 SYSTEM generator FPGA GPS信号捕获 Viertx-5XC5VSX50T
在线阅读 下载PDF
基于System Generator的任意信号发生器的设计与实现
6
作者 倪芳英 兰浩 《电气电子教学学报》 2009年第B11期107-110,共4页
本文利用直接数字频率合成(DDS)技术,采用Xilinx公司推出的System Generator与MATLAB Simulink系统工具,介绍一种自行设计的基于FPGA的DDS电路,实现了任意信号发生器的信号发生器的功能,具有失真度小,稳定度高的优点。
关键词 SYSTEM generator 任意信号发生器 FPGA 直接数字频率合成器
在线阅读 下载PDF
Generative Adversarial Network-Based Electromagnetic Signal Classification: A Semi- Supervised Learning Framework 被引量:10
7
作者 Huaji Zhou Licheng Jiao +3 位作者 Shilian Zheng Lifeng Yang Weiguo Shen Xiaoniu Yang 《China Communications》 SCIE CSCD 2020年第10期157-169,共13页
Generative adversarial network(GAN)has achieved great success in many fields such as computer vision,speech processing,and natural language processing,because of its powerful capabilities for generating realistic samp... Generative adversarial network(GAN)has achieved great success in many fields such as computer vision,speech processing,and natural language processing,because of its powerful capabilities for generating realistic samples.In this paper,we introduce GAN into the field of electromagnetic signal classification(ESC).ESC plays an important role in both military and civilian domains.However,in many specific scenarios,we can’t obtain enough labeled data,which cause failure of deep learning methods because they are easy to fall into over-fitting.Fortunately,semi-supervised learning(SSL)can leverage the large amount of unlabeled data to enhance the classification performance of classifiers,especially in scenarios with limited amount of labeled data.We present an SSL framework by incorporating GAN,which can directly process the raw in-phase and quadrature(IQ)signal data.According to the characteristics of the electromagnetic signal,we propose a weighted loss function,leading to an effective classifier to realize the end-to-end classification of the electromagnetic signal.We validate the proposed method on both public RML2016.04c dataset and real-world Aircraft Communications Addressing and Reporting System(ACARS)signal dataset.Extensive experimental results show that the proposed framework obtains a significant increase in classification accuracy compared with the state-of-the-art studies. 展开更多
关键词 generative adversarial network semi-supervised learning electromagnetic signal classification end-to-end classification weighted loss function
在线阅读 下载PDF
REALIZATION OF FUZZY-FILTER CONTROL ON A BRUSHLESS AC GENERATOR 被引量:2
8
作者 陈志辉 严仰光 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2000年第3期172-176,共5页
The transistor voltage regulators have been widely adopted in the brushless AC generators in aircraft. This paper researches the digital voltage regulator. The paper presents the hardware platform of the digital volta... The transistor voltage regulators have been widely adopted in the brushless AC generators in aircraft. This paper researches the digital voltage regulator. The paper presents the hardware platform of the digital voltage regulator, which is based on a DSP chip — TMS320C32. A novel fuzzy filter control structure is developed from normal fuzzy control strategy. And the fuzzy filter control algorithm is adopted in the hardware platform successfully. The computer simulation has been conducted. Some control parameters have been obtained through the simulation. The same parameters have been applied in the digital regulation experiments on a brushless AC generator. In the experiment, the digital voltage regulator results in good responses. From the experiment results, it can be seen that the new control algorithm is efficient for the digital voltage regulator. 展开更多
关键词 voltage regulator fuzzy control brushless AC generator (BLACG) FILTER digital signal processor (DSP)
在线阅读 下载PDF
A Fault Feature Extraction Model in Synchronous Generator under Stator Inter-Turn Short Circuit Based on ACMD and DEO3S 被引量:1
9
作者 Yuling He Shuai Li +1 位作者 Chao Zhang Xiaolong Wang 《Structural Durability & Health Monitoring》 EI 2023年第2期115-130,共16页
This paper proposed a new diagnosis model for the stator inter-turn short circuit fault in synchronous generators.Different from the past methods focused on the current or voltage signals to diagnose the electrical fa... This paper proposed a new diagnosis model for the stator inter-turn short circuit fault in synchronous generators.Different from the past methods focused on the current or voltage signals to diagnose the electrical fault,the sta-tor vibration signal analysis based on ACMD(adaptive chirp mode decomposition)and DEO3S(demodulation energy operator of symmetrical differencing)was adopted to extract the fault feature.Firstly,FT(Fourier trans-form)is applied to the vibration signal to obtain the instantaneous frequency,and PE(permutation entropy)is calculated to select the proper weighting coefficients.Then,the signal is decomposed by ACMD,with the instan-taneous frequency and weighting coefficient acquired in the former step to obtain the optimal mode.Finally,DEO3S is operated to get the envelope spectrum which is able to strengthen the characteristic frequencies of the stator inter-turn short circuit fault.The study on the simulating signal and the real experiment data indicates the effectiveness of the proposed method for the stator inter-turn short circuit fault in synchronous generators.In addition,the comparison with other methods shows the superiority of the proposed model. 展开更多
关键词 Synchronous generator stator inter-turn short circuit vibration signal processing adaptive chirp mode decomposition demodulation energy operator of symmetrical differencing
在线阅读 下载PDF
基于System Generator的雷达干扰信号模拟 被引量:6
10
作者 许雄 吴若无 +3 位作者 邰宁 韩慧 曾勇虎 汪连栋 《太赫兹科学与电子信息学报》 北大核心 2019年第5期777-781,共5页
针对雷达干扰信号模拟中算法设计快速验证的应用需求,为降低系统可重构开发中的复杂程度,研究了一种基于System Generator模型的FPGA设计开发方法,并以噪声调频和噪声卷积算法实现。对应用实例进行了设计演示验证,为雷达干扰信号算法验... 针对雷达干扰信号模拟中算法设计快速验证的应用需求,为降低系统可重构开发中的复杂程度,研究了一种基于System Generator模型的FPGA设计开发方法,并以噪声调频和噪声卷积算法实现。对应用实例进行了设计演示验证,为雷达干扰信号算法验证实验提供技术参考。 展开更多
关键词 复杂电磁环境 雷达干扰信号 SYSTEM generator模型
在线阅读 下载PDF
GENERALIZED INVERSE GROUP OF SIGNAL AND ITS IMPLEMENTATION WITH NEURAL NETWORKS
11
作者 何明一 《Journal of Electronics(China)》 1994年第1期1-10,共10页
A new concept, the generalized inverse group (GIG) of signal, is firstly proposed and its properties, leaking coefficients and implementation with neural networks are presented. Theoretical analysis and computational ... A new concept, the generalized inverse group (GIG) of signal, is firstly proposed and its properties, leaking coefficients and implementation with neural networks are presented. Theoretical analysis and computational simulation have shown that (1) there is a group of finite length of generalized inverse signals for any given finite signal, which forms the GIG; (2) each inverse group has different leaking coefficients, thus different abnormal states; (3) each GIG can be implemented by a grouped and improved single-layer perceptron which appears with fast convergence. When used in deconvolution, the proposed GIG can form a new parallel finite length of filtering deconvolution method. On off-line processing, the computational time is reduced to O(N) from O(N2). And the less the leaking coefficient is, the more reliable the deconvolution will be. 展开更多
关键词 signal processing NEURAL networks generalized INVERSE GROUP DECONVOLUTION
在线阅读 下载PDF
Global Dynamics of a Quasilinear Chemotaxis System with Indirect Signal Production and Generalized Logistic Source
12
作者 YE Xiaobing WANG Liangchen 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2021年第5期369-375,共7页
This paper considers the following quasilinear chemo-taxis system with indirect signal production and generalized logistic source{u_(t)=▽·(▽(u)▽u)-▽·(S(u)▽v)+μ(u-u^(Y)),x∈Ω,t>0 O=△v-v+w,x∈Ω,t&g... This paper considers the following quasilinear chemo-taxis system with indirect signal production and generalized logistic source{u_(t)=▽·(▽(u)▽u)-▽·(S(u)▽v)+μ(u-u^(Y)),x∈Ω,t>0 O=△v-v+w,x∈Ω,t>0 w_(t)=-δw+u,x∈Ω,t>0 under homogeneous Neumann boundary conditions in a smooth bounded domainΩ■R^(n)(n≥1),where the parametersμ,δ>0 andγ>1,the functions D(u)and S(u)are supposed to be smooth fulfilling D(u)≥C_(D)(u+1)^(-a)and S(u)≤C_(S)u(u+1)^(β-1)for all u≥0 with C D,α,β∈R and.It is proved that the corresponding initial-boundary value problem possesses a global bounded classical solution ifα+2β<γ-1.Moreover,ifμis suitably large,the asymptotic behavior and convergence rates are also been considered. 展开更多
关键词 CHEMOTAXIS boundedness generalized logistic source indirect signal production
原文传递
Numerical Studies of the Generalized <i>l</i><sub>1</sub>Greedy Algorithm for Sparse Signals
13
作者 Fangjun Arroyo Edward Arroyo +2 位作者 Xiezhang Li Jiehua Zhu Jiehua Zhu 《Advances in Computed Tomography》 2013年第4期132-139,共8页
The generalized l1 greedy algorithm was recently introduced and used to reconstruct medical images in computerized tomography in the compressed sensing framework via total variation minimization. Experimental results ... The generalized l1 greedy algorithm was recently introduced and used to reconstruct medical images in computerized tomography in the compressed sensing framework via total variation minimization. Experimental results showed that this algorithm is superior to the reweighted l1-minimization and l1 greedy algorithms in reconstructing these medical images. In this paper the effectiveness of the generalized l1 greedy algorithm in finding random sparse signals from underdetermined linear systems is investigated. A series of numerical experiments demonstrate that the generalized l1 greedy algorithm is superior to the reweighted l1-minimization and l1 greedy algorithms in the successful recovery of randomly generated Gaussian sparse signals from data generated by Gaussian random matrices. In particular, the generalized l1 greedy algorithm performs extraordinarily well in recovering random sparse signals with nonzero small entries. The stability of the generalized l1 greedy algorithm with respect to its parameters and the impact of noise on the recovery of Gaussian sparse signals are also studied. 展开更多
关键词 Compressed Sensing Gaussian Sparse signals l1-Minimization Reweighted l1-Minimization L1 GREEDY ALGORITHM generalized L1 GREEDY ALGORITHM
在线阅读 下载PDF
THE STABLE RECONSTRUCTION OF STRONGLY-DECAYING BLOCK SPARSE SIGNALS
14
作者 Yifang YANG Jinping WANG 《Acta Mathematica Scientia》 SCIE CSCD 2024年第5期1787-1800,共14页
In this paper,we reconstruct strongly-decaying block sparse signals by the block generalized orthogonal matching pursuit(BgOMP)algorithm in the l2-bounded noise case.Under some restraints on the minimum magnitude of t... In this paper,we reconstruct strongly-decaying block sparse signals by the block generalized orthogonal matching pursuit(BgOMP)algorithm in the l2-bounded noise case.Under some restraints on the minimum magnitude of the nonzero elements of the strongly-decaying block sparse signal,if the sensing matrix satisfies the the block restricted isometry property(block-RIP),then arbitrary strongly-decaying block sparse signals can be accurately and steadily reconstructed by the BgOMP algorithm in iterations.Furthermore,we conjecture that this condition is sharp. 展开更多
关键词 compressed sensing strongly-decaying block sparse signal block generalized OMP block-RIP
在线阅读 下载PDF
含类虚拟同步发电机和柔性负荷的直流微电网大信号稳定控制方法 被引量:5
15
作者 王慧 赵书强 +3 位作者 陈旭博 孟建辉 田艳军 高本锋 《电工技术学报》 北大核心 2025年第3期705-716,共12页
直流微电网稳态工作点切换、负荷变化较大时经常会出现暂态失稳现象,属于比较典型的“大信号失稳”工况,传统基于小信号的解决方法难以应对。为此,该文提出一种考虑类虚拟同步发电机(AVSG)控制参数和柔性负荷灵活调节的稳定控制方法。... 直流微电网稳态工作点切换、负荷变化较大时经常会出现暂态失稳现象,属于比较典型的“大信号失稳”工况,传统基于小信号的解决方法难以应对。为此,该文提出一种考虑类虚拟同步发电机(AVSG)控制参数和柔性负荷灵活调节的稳定控制方法。首先建立直流微电网的Takagi-Sugeno(TS)模糊模型。然后,借助线性矩阵不等式(LMI)工具构建Lyapunov函数以估计目标稳态点的吸引域。若目标稳态点的最大估计吸引域(LEDA)包含初始稳态点,则系统是渐近稳定的;否则存在失稳的风险。此时,利用灵活可调的虚拟阻尼、虚拟惯量和柔性负荷等资源,让目标稳态点的LEDA直接或者间接包含初始稳态点,从而消除振荡失稳的风险。研究结果表明:基于吸引域理论改进虚拟阻尼和虚拟惯量等控制参数以及工作点运行轨迹,是一种实用且有效保障系统稳定运行的方法。最后,通过硬件在环仿真(HIL)进行了验证。 展开更多
关键词 直流微电网 大信号稳定 吸引域估计 类虚拟同步发电机 柔性负荷
在线阅读 下载PDF
基于自适应多尺度形态学梯度乘积运算的发电机振动信号特征增强检测 被引量:1
16
作者 王晓龙 石海超 +4 位作者 熊江涛 金韩微 张博文 陆志鹏 何玉灵 《中国电机工程学报》 北大核心 2025年第8期3195-3204,I0028,共11页
针对发电机发生定子匝间短路故障时振动信号特征微弱的问题,提出一种基于自适应多尺度形态学梯度乘积运算的发电机振动信号特征增强检测方法。首先,根据发电机定子的振动特征设计一种新颖的星形结构元素,并构建多尺度形态学梯度乘积运... 针对发电机发生定子匝间短路故障时振动信号特征微弱的问题,提出一种基于自适应多尺度形态学梯度乘积运算的发电机振动信号特征增强检测方法。首先,根据发电机定子的振动特征设计一种新颖的星形结构元素,并构建多尺度形态学梯度乘积运算方式;其次,利用白鲨优化策略对星形结构元素的幅值及尺度进行寻优,并将自适应多尺度形态学梯度乘积运算应用在发电机定子振动信号特征增强检测中;最后,对比发电机定子匝间短路理论故障特征频率与处理信号频谱中幅值突出的频率,判断发电机的运行状态。实验证明,所提方法可有效增强发电机定子振动信号特征,提高发电机定子匝间短路故障检出率,具有一定工程参考价值。 展开更多
关键词 发电机 振动信号 数学形态学 星形结构元素
原文传递
基于生成对抗网络和卷积神经网络的高速铁路地震预警干扰信号识别方法 被引量:1
17
作者 宋晋东 栾世成 +7 位作者 李山有 马强 孙文韬 刘赫奕 周学影 姚鹍鹏 黄鹏杰 朱景宝 《中国铁道科学》 北大核心 2025年第1期225-232,共8页
为提升高速铁路地震预警系统中地震事件识别的可靠性,提出基于生成对抗网络(GAN)和卷积神经网络(CNN)的高速铁路地震预警干扰信号识别方法。首先,通过GAN对打夯干扰信号进行数据增强,以实现数据平衡;其次,设计并构建GAN-CNN打夯干扰信... 为提升高速铁路地震预警系统中地震事件识别的可靠性,提出基于生成对抗网络(GAN)和卷积神经网络(CNN)的高速铁路地震预警干扰信号识别方法。首先,通过GAN对打夯干扰信号进行数据增强,以实现数据平衡;其次,设计并构建GAN-CNN打夯干扰信号识别模型,并对其进行训练和测试;最后,通过对比试验,验证该模型在干扰信号识别中的有效性和准确性。结果表明:与未使用GAN进行数据增强的情况相比,所提方法识别打夯干扰信号和地震事件信号的准确率分别为99.60%和100%,性能显著提升;此外,GANCNN模型的交并比、准确率、召回率和综合能力评价指标也得到提高。该方法可为高速铁路地震预警干扰信号识别提供参考。 展开更多
关键词 地震预警 高速铁路 卷积神经网络 生成对抗网络 打夯干扰信号
在线阅读 下载PDF
基于细胞自动机的核脉冲流发生器设计与实现
18
作者 马英豪 李建伟 +2 位作者 马弢 杨屹 张艳婷 《核电子学与探测技术》 北大核心 2025年第6期840-848,共9页
为方便核电子仪器开发人员在无辐射污染的环境下展开仿真与测试,本文介绍了一种基于细胞自动机的核脉冲流发生器的设计,并对发生器生成的核脉冲信号进行仿真,测试发现该发生器的信号可高效重现辐射探测过程中探测器后端的响应。该核脉... 为方便核电子仪器开发人员在无辐射污染的环境下展开仿真与测试,本文介绍了一种基于细胞自动机的核脉冲流发生器的设计,并对发生器生成的核脉冲信号进行仿真,测试发现该发生器的信号可高效重现辐射探测过程中探测器后端的响应。该核脉冲发生器的实时仿真能够模拟一定辐射水平下核仪器的测试与标定过程。该核脉冲信号发生器可以根据测试需求更改信号发送的参数,包括脉冲计数率,脉冲幅度高斯分布中心值和核脉冲上升与下降时间等。采用线性移位寄存器、细胞自动机算法、反指数函数查表法和十二相加等算法,产生在幅值上符合高斯分布且时间上符合泊松分布的核信号参数,并生成随机分布和脉宽可调节的核信号。该发生器通过FPGA实现,利用高速DAC输出核脉冲信号,实现了安全的实验研究和多道测试。 展开更多
关键词 核脉冲信号 细胞自动机 辐射防护 泊松分布 随机发生器
在线阅读 下载PDF
基于DDS技术带自检的飞机精航向角度信号发生器
19
作者 王选择 陈思远 +3 位作者 罗珺哲 石乾 李雪莲 翟中生 《仪表技术与传感器》 北大核心 2025年第5期26-32,共7页
飞机精航向角检测仪的定期检测很重要,传统的检测方法存在测量点位少、操作复杂、效率低或采用模拟式航向角发生器体积大、操作不方便等问题,为此,文中利用STM32单片机的嵌入式系统,设计了基于DDS与信号自解调技术,产生满足精航向角度... 飞机精航向角检测仪的定期检测很重要,传统的检测方法存在测量点位少、操作复杂、效率低或采用模拟式航向角发生器体积大、操作不方便等问题,为此,文中利用STM32单片机的嵌入式系统,设计了基于DDS与信号自解调技术,产生满足精航向角度测量的多路模拟放大信号的同时,完成多路信号的同步采集并解调输出的角度信息。解决了飞机航向角信号模拟量多、信号电压大、同步性要求高的问题。对比飞机航向角检测仪的检测结果,实现了0°~360°全角度范围内信号的实时输出,误差控制在±3′以内;对比系统的解调反馈角度信息,解调误差不超过±3′,满足高效、准确的测试需求。 展开更多
关键词 信号发生器 DDS 飞机航向角 陀螺仪
在线阅读 下载PDF
基于压裂信号和数据增强的脆性智能预测方法
20
作者 王婷婷 杜学童 +2 位作者 赵万春 蔡萌 史晓东 《吉林大学学报(地球科学版)》 北大核心 2025年第3期1014-1027,共14页
储层脆性的精确预测对地下岩土工程灾害预警和油气开采具有重要意义。基于岩石受压破裂时产生的声发射信号,提出一种脆性智能预测方法。实验制备4类尺寸相同但脆性不同的岩石进行室内单轴岩石压裂,将采集到的破裂信号经预处理后制作样... 储层脆性的精确预测对地下岩土工程灾害预警和油气开采具有重要意义。基于岩石受压破裂时产生的声发射信号,提出一种脆性智能预测方法。实验制备4类尺寸相同但脆性不同的岩石进行室内单轴岩石压裂,将采集到的破裂信号经预处理后制作样本数据集。针对训练数据不足和传统数据增强方法的局限性等问题,在深度卷积生成对抗网络(deep convolutional generative adversarial networks,DCGAN)的基础上进行改进,设计一种基于谱归一化的深度卷积注意力生成对抗网络(CS-DCGAN)模型,输出高质量样本时频图像,丰富原始样本数据集,作为残差网络的输入;对图像的有效信息进行特征提取、学习、迭代训练以建立脆性智能预测模型,通过不断调整模型的超参数以提高模型预测精度;最后进行多指标评估。实验结果表明,相较于传统DCGAN,CS-DCGAN生成的样本质量较高,FID(Frechet inception distance)最小值为67.96,能够缓解过拟合等问题,提高了残差网络的性能,对不同脆性的平均识别准确率最高可达94.95%,证明了所提方法的有效性。 展开更多
关键词 岩石脆性 声发射信号 生成对抗网络 残差网络 数据增强
在线阅读 下载PDF
上一页 1 2 164 下一页 到第
使用帮助 返回顶部