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基于多滤波降噪法的桥梁应变监测信号处理
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作者 卢海林 郭馨阳 郝静 《噪声与振动控制》 CSCD 北大核心 2024年第4期180-187,共8页
针对桥梁应变监测信号存在多源噪声,以及现有降噪法难以准确选取有效固有模态函数(Intrinsic Mode Function,IMF)分量的问题,提出一种有效的多滤波降噪法。首先,采用自适应噪声抵消器对含噪信号进行预处理,以滤除低频噪声,再对其进行自... 针对桥梁应变监测信号存在多源噪声,以及现有降噪法难以准确选取有效固有模态函数(Intrinsic Mode Function,IMF)分量的问题,提出一种有效的多滤波降噪法。首先,采用自适应噪声抵消器对含噪信号进行预处理,以滤除低频噪声,再对其进行自适应噪声完备集合经验模态分解(Complete Ensemble Empirical Mode Decomposition with Adaptive Noise,CEEMDAN)得到IMF分量,并利用频谱分析-自相关函数双重判断准则选取IMF分量;随后,对其进行奇异值分解,利用奇异值差分谱确定各分量有效阶数;最后,将各有效IMF分量的有效阶重构得到去噪信号。通过模拟试验验证上述方法的合理性,并将其应用于桥梁应变监测信号处理。结果表明:采用上述双重判断准则选取有效IMF分量具有较好效果,且提出的多滤波降噪法在桥梁应变监测信号处理中具有显著的优越性。 展开更多
关键词 振动与波 桥梁应变 多滤波降噪法 双重判断准则 固有模态函数 CEEMDAN 奇异值分解
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桥梁GNSS-RTK变形监测数据的多滤波联合去噪处理 被引量:15
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作者 熊春宝 王猛 于丽娜 《测绘通报》 CSCD 北大核心 2020年第7期93-96,142,共5页
针对桥梁GNSS-RTK变形监测中多路径效应和随机噪声的影响,提出了一种基于Chebyshev滤波和自适应噪声的完备集合经验模态分解(CEEMDAN),以及小波阈值(WT)降噪技术的多滤波联合降噪方法。该方法首先对监测信号实施Chebyshev滤波抑制多路... 针对桥梁GNSS-RTK变形监测中多路径效应和随机噪声的影响,提出了一种基于Chebyshev滤波和自适应噪声的完备集合经验模态分解(CEEMDAN),以及小波阈值(WT)降噪技术的多滤波联合降噪方法。该方法首先对监测信号实施Chebyshev滤波抑制多路径效应;然后进行CEEMDAN分解,基于自相关性分析,对噪声IMF分量进行WT降噪去除随机噪声。本文以天津海河大桥GNSS-RTK变形监测作为试验,对监测数据进行多滤波降噪处理。结果表明:本文所提的多滤波降噪方法能有效抑制多路径效应和随机噪声,GNSS-RTK与多滤波降噪相结合的方法能够准确识别桥梁真实动态位移,为桥梁GNSS-RTK监测数据降噪处理提供了一种良好的途径。 展开更多
关键词 桥梁GNSS-RTK监测 降噪分析 自适应噪声 完备集合经验模态分解 多滤波联合
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基于多滤波算法融合的红外小目标检测 被引量:6
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作者 王东 王敏 《应用光学》 CAS CSCD 北大核心 2017年第1期106-113,共8页
针对海天背景下红外视频图像序列中小目标检测的精度问题,提出一种基于多滤波融合的算法。通过分析红外小目标及背景噪声的成像特征与时空特性,将Tophat算法与改进的Robinson guard滤波器相结合,有效抑制背景、突显目标;采用自适应阈值... 针对海天背景下红外视频图像序列中小目标检测的精度问题,提出一种基于多滤波融合的算法。通过分析红外小目标及背景噪声的成像特征与时空特性,将Tophat算法与改进的Robinson guard滤波器相结合,有效抑制背景、突显目标;采用自适应阈值分割提取候选目标,并使用Unger平滑滤波以及多目标关联滤波剔除噪声和伪目标。多组红外小目标图像序列的检测实验结果表明,提出的算法平均检测率高达99%,在不同场景下均有较高的检测精度。 展开更多
关键词 多滤波融合 红外小目标检测 Tophat算法 ROBINSON guard滤波器算法 自适应阈值分割 Unger平滑滤波 多目标关联滤波
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基于ICEEMDAN的多滤波算法在超高层动态变形监测中的应用 被引量:4
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作者 熊春宝 庞红星 +1 位作者 王猛 史青法 《测绘通报》 CSCD 北大核心 2022年第3期152-156,共5页
针对监测数据中存在多路径误差和随机噪声的问题,本文提出了一种基于改进的带有自适应噪声的完备集合经验模式分解(ICEEMDAN)、小波包分解(WP),以及递归最小二乘算法(RLS)的联合滤波算法(IWPR)。该算法首先对原始信号进行ICEEMDAN分解,... 针对监测数据中存在多路径误差和随机噪声的问题,本文提出了一种基于改进的带有自适应噪声的完备集合经验模式分解(ICEEMDAN)、小波包分解(WP),以及递归最小二乘算法(RLS)的联合滤波算法(IWPR)。该算法首先对原始信号进行ICEEMDAN分解,得到一系列本征模态函数(IMF)分量;然后基于标准化模量的累积均值将IMF划分为高频IMF和低频IMF;最后考虑相关系数,利用WP和RLS分别对高频IMF、低频IMF进行去噪,重构两者降噪信号,获得动态位移响应。结果表明:相对于单一算法EMD、CEEMDAN、ICEEMDAN等,IWPR算法能够更有效地消除多路径误差和随机噪声,从而提高超高层GNSS RTK监测数据的精度。 展开更多
关键词 GNSS RTK 超高层结构 动态变形监测 多滤波 降噪
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a尺度多滤波带及正交多小波的设计 被引量:2
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作者 杨守志 《吉首大学学报》 CAS 2001年第1期17-21,共5页
给出a尺度正交多滤带的参数表示形式 ,基于这种表达形式 ,提供一种构造正交多小波的方法 ,并利用这种算法 ,给出正交多小波的构造算例 .
关键词 尺度因子 正交多尺度函数 正交多小波 小波构造 正交多滤波 正交多小波基
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基于改进择多滤波无刷直流电机控制系统的研究 被引量:4
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作者 董安邦 李国丽 +1 位作者 漆星 操进 《电气传动》 北大核心 2017年第4期55-59,共5页
提出了一种基于改进择多滤波运行控制的无刷直流电机控制系统,该系统采用DSPIC33FJ32MC204作为主控芯片。3路采样端电压信号与三者均值比较,用来监测反电势过零事件,先后经过特定异或和与逻辑操作后即可获得相应过零事件信息。关断尖压... 提出了一种基于改进择多滤波运行控制的无刷直流电机控制系统,该系统采用DSPIC33FJ32MC204作为主控芯片。3路采样端电压信号与三者均值比较,用来监测反电势过零事件,先后经过特定异或和与逻辑操作后即可获得相应过零事件信息。关断尖压及PWM调制作用可能给系统带来过零事件的误判,为此系统采用只有6个取样特征值的改进择多滤波器滤除干扰,并连续监测2个过零事件取均值后触发换相。实验结果表明系统能够按照理论分析换相运行,系统设计简单有效,具有实用意义。 展开更多
关键词 无刷直流电机 改进择多滤波 反电势 脉冲宽度调制
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预防性多滤波技术在丝材涡流检测中的应用研究
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作者 谢建红 石剑 +2 位作者 韩志伟 赖迎庆 桂咏梅 《失效分析与预防》 2017年第6期331-335,共5页
针对小径丝材检测的要求,介绍了一种基于预防性多滤波技术的新型涡流检测方法,从原理出发,比较了预防性多滤波涡流检测与常规涡流检测的不同,即在一个宽的、全面的频率带宽内设置了多个中心频率不同的带通滤波器,并通过试验得到预防性... 针对小径丝材检测的要求,介绍了一种基于预防性多滤波技术的新型涡流检测方法,从原理出发,比较了预防性多滤波涡流检测与常规涡流检测的不同,即在一个宽的、全面的频率带宽内设置了多个中心频率不同的带通滤波器,并通过试验得到预防性多滤波涡流检测在丝材检测中的周向灵敏度、端头盲区及检测灵敏度。通过检测应用证实能够有效检出宽度约为30μm、深度为225.7μm的纵向裂纹。 展开更多
关键词 预防性多滤波技术 丝材 涡流检测
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无位置传感器BLDC过零检测滤波算法研究 被引量:1
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作者 陈文龙 苏晓龙 《电脑知识与技术》 2011年第8期5460-5462,共3页
为实现运算能力较弱的电机控制器对无位置传感器无刷直流电机的高效控制,针对过零点检测这一关键步骤,提出了一种择多滤波算法,并使用构造表方式有效替代过零检测时的大量乘除法运算,并使用运算能力较弱8位单片机PIC16F722证实此算法高... 为实现运算能力较弱的电机控制器对无位置传感器无刷直流电机的高效控制,针对过零点检测这一关键步骤,提出了一种择多滤波算法,并使用构造表方式有效替代过零检测时的大量乘除法运算,并使用运算能力较弱8位单片机PIC16F722证实此算法高效可行。 展开更多
关键词 电机控制器 无刷直流电机 过零点检测 多滤波 PIC16F722
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双正交多小波的平衡及构造 被引量:6
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作者 崔丽鸿 程正兴 《工程数学学报》 CSCD 北大核心 2004年第1期7-12,共6页
将平衡概念引入到双正交多小波 ,给出相应的平衡条件 ,并证明了有关双正交多小波平衡的若干等价命题。
关键词 平衡 多滤波 双正交多小波
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一个检验太阳光度计Langley定标结果可靠性的方法 被引量:3
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作者 董自鹏 余兴 +5 位作者 卢娣 戴进 李星敏 陈闯 彭艳 董妍 《大气科学》 CSCD 北大核心 2020年第1期39-52,共14页
准确反演气溶胶光学厚度(AOD)在气溶胶气候效应和环境效应研究中至关重要,仪器定标是目前AOD反演过程中最大的不确定性来源。Langley法作为应用最广泛的光度计定标方法,其对天气条件和大气洁净度要求苛刻,这在大气污染较重的地区难以实... 准确反演气溶胶光学厚度(AOD)在气溶胶气候效应和环境效应研究中至关重要,仪器定标是目前AOD反演过程中最大的不确定性来源。Langley法作为应用最广泛的光度计定标方法,其对天气条件和大气洁净度要求苛刻,这在大气污染较重的地区难以实现,并可能导致AOD反演误差偏大。为了降低由不恰当的Langley定标所引起的AOD反演误差,本文提出一个利用辐射传输模式结合地面太阳直接辐射观测数据检验Langley定标结果合理性的方法,并利用西安2013年6月至2015年12月多滤波旋转遮光带辐射计(MFRSR)和直接辐射表(NIP)观测资料,探讨了方法的可行性。结果表明,该方法能够将Langley定标结果限定在较小的波动范围内,有效降低由定标不确定性引起的AOD反演误差,有助于提高单站点AOD观测精度。 展开更多
关键词 Langley定标方法 多滤波旋转遮光带辐射计 气溶胶 SBDART辐射传输模式
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Multiple Kalman filters model with shaping filter GPS real-time deformation analysis 被引量:6
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作者 李丽华 彭军还 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第11期3674-3681,共8页
In order to detect the deformation in real-time of the GPS time series and improve its reliability, the multiple Kalman filters model with shaping filter was proposed. Two problems were solved: firstly, because the GP... In order to detect the deformation in real-time of the GPS time series and improve its reliability, the multiple Kalman filters model with shaping filter was proposed. Two problems were solved: firstly, because the GPS real-time deformation series with a high sampling rate contain coloured noise, the multiple Kalman filter model requires the white noise, and the multiple Kalman filters model is augmented by a shaping filter in order to reduce the colored noise; secondly, the multiple Kalman filters model with shaping filter can detect the deformation epoch in real-time and improve the quality of GPS measurements for the real-time deformation applications. Based on the comparisons of the applications in different GPS time series with different models, the advantages of the proposed model were illustrated. The proposed model can reduce the colored noise, detect the smaller changes, and improve the precision of the detected deformation epoch. 展开更多
关键词 multiple Kalman filters model Kalman filter shaping filter deformation detection
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An interacting multiple model-based two-stage Kalman filter for vehicle positioning 被引量:2
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作者 徐启敏 李旭 +1 位作者 李斌 宋向辉 《Journal of Southeast University(English Edition)》 EI CAS 2017年第2期177-181,共5页
To address the problem that a general augmented state Kalman filter or a two-stage Kalman filter cannot achieve satisfactory positioning performance when facing uncertain noise of the micro-electro-mechanical system(... To address the problem that a general augmented state Kalman filter or a two-stage Kalman filter cannot achieve satisfactory positioning performance when facing uncertain noise of the micro-electro-mechanical system(MEMS) inertial sensors, a novel interacting multiple model-based two-stage Kalman filter(IMM-TSKF) is proposed to adapt to the uncertain inertial sensor noise. Three bias filters are developed based on different noise characteristics to cover a wide range of noise levels. Then, an accurate estimation of biases is calculated by the interacting multiple model algorithm to correct the bias-free filter. Thus, the vehicle positioning system can achieve good performance when suffering from uncertain inertial sensor noise. The experimental results indicate that the average position error of the proposed IMMTSKF is 25% lower than that of the general TSKF. 展开更多
关键词 interacting multiple model(IMM) two-stage filter uncertain noise vehicle positioning
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Hybrid particle filtering algorithm for GPS multipath mitigation 被引量:2
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作者 郑南山 蔡良师 +1 位作者 卞和方 林聪 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第5期1554-1561,共8页
An altemative algorithm for mitigating GPS multipath was presented by integrating unscented Kalman filter (UKF) and wavelet transform with particle filter. Within consideration of particle degeneracy, UKF was taken ... An altemative algorithm for mitigating GPS multipath was presented by integrating unscented Kalman filter (UKF) and wavelet transform with particle filter. Within consideration of particle degeneracy, UKF was taken for drawing particle. To remove the noise from raw data and data processing error, adaptive wavelet filtering with threshold was adopted while data preprocessing and drawing particle. Three algorithms, named EKF-PF, UKF-PF and WM-UKF-PF, were performed for comparison. The proposed WM-UKF-PF algorithm gives better error minimization, and significantly improves performance of multipath mitigation in terms of SNR and coefficient even though it has computation complexity. It is of significance for high-accuracy positioning and non-stationary deformation analysis. 展开更多
关键词 particle filtering wavelet transformation global positioning system (GPS) multipath mitigation
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A 900MHz CMOS PLL/Frequency Synthesizer Initialization Circuit 被引量:1
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作者 赵晖 任俊彦 章倩苓 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2003年第12期1244-1249,共6页
A 900MHz CMOS PLL/frequency synthesizer using current-adjustable charge-pump circuit and on-chip loop filter with initialization circuit is presented.The charge-pump current is insensitive to the changes of temperatur... A 900MHz CMOS PLL/frequency synthesizer using current-adjustable charge-pump circuit and on-chip loop filter with initialization circuit is presented.The charge-pump current is insensitive to the changes of temperature and power supply.The value of the charge-pump current can be changed by switches,which are controlled by external signals.Thus the performance of the PLL,such as loop bandwidth,can be changed with the change of the charge-pump current.The loop filter initialization circuit can speed up the PLL when the power is on.A multi-modulus prescaler is used to fulfill the frequency synthesis.The circuit is designed using 0.18μm,1.8V,1P6M standard digital CMOS process. 展开更多
关键词 PLL charge-pump loop filter multi-modulus prescaler
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A High Phase Accuracy and Low Amplitude Mismatch Quadrature LO Driver
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作者 韩书光 池保勇 王志华 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第7期1295-1300,共6页
A 1.1 - 1.2GHz CMOS high phase accuracy,low amplitude mismatch quadrature LO driver is presented,which consists of a high frequency amplifier,an integrated poly phase filter, and an I/Q phase and magnitude calibration... A 1.1 - 1.2GHz CMOS high phase accuracy,low amplitude mismatch quadrature LO driver is presented,which consists of a high frequency amplifier,an integrated poly phase filter, and an I/Q phase and magnitude calibration circuit(PMCC). The proposed PMCC uses a feed-forward calibration technique. It improves the phase accuracy and reduces the amplitude mismatch with low power consumption. Simulation results show that phase error with PMCC is reduced to about one half and the amplitude mismatch is reduced to about one tenth, when compared to the LO driver without PMCC. Moreover,the calibration circuit also functions as a buffer to drive mixers, thus no additional buffer is needed in this design. The LO driver is implemented in a TSMC 0.25μm CMOS process. Experimental results show that the LO driver achieves high quadrature accuracy (〈2°) and low amplitude mismatch (0. 1%). It has about 5.25dB gain and dissipates 6mA from the 2.5V power supply. The size of the die area is only 1.0mm×1.0mm. 展开更多
关键词 CMOS QUADRATURE poly phase filter phase calibration amplitude calibration
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Multipath mitigation method for tracking Galileo signals 被引量:1
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作者 赵毅 王庆 曾庆喜 《Journal of Southeast University(English Edition)》 EI CAS 2008年第2期197-200,共4页
In order to improve the performance of multipath mitigation in tracking Galileo signals, a new multipath mitigation method named early-late strobe correlator (ELSC) is proposed. By applying the strobe correlator use... In order to improve the performance of multipath mitigation in tracking Galileo signals, a new multipath mitigation method named early-late strobe correlator (ELSC) is proposed. By applying the strobe correlator used widely in global positioning system (GPS) scenarios to Galileo E1 signals, it can be found that the strobe correlator has an undesirable level of performance when the delay of multipath signals is about 0. 5 chip. Combining several strobe correlators, the ELSC can effectively mitigate the multipath effect especially for the multipath signals with the 0. 5 chip delay. The multipath error envelopes between the strobe correlator and the ELSC are compared for Galileo E1 signals. The simulation results indicate that the ELSC performs excellently on multipath mitigation, and can be applied in both Galileo scenarios and GPS scenarios. 展开更多
关键词 Galileo signal global positioning system (GPS) multipath delay-locked loop strobe correlators
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Kalman Fliter Approach to Multisensor Registration of Moving Platform 被引量:1
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作者 胡士强 杨位钦 魏武中 《Journal of Beijing Institute of Technology》 EI CAS 1998年第3期305-310,共6页
Aim To find an effective method to remove the registration error in multi-sensor systems. Methods A Kalman filtering technique was proposed to estimate and remove sensor bias and sensor fare tilt errors in multisenso... Aim To find an effective method to remove the registration error in multi-sensor systems. Methods A Kalman filtering technique was proposed to estimate and remove sensor bias and sensor fare tilt errors in multisensor systems with a moving platform. Results Simulation results are presented to demonstrate the performance of the approach. Conclusion The Kalman filter algorithm am detect registration errors and use this information to converge tracks from independent sensors. This is particularly important if the data from the sensors are to fused. 展开更多
关键词 REGISTRATION multi-sensor systerm Kalman filter moving platform
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Sensor Registration in Asynchronous Data Fusion 被引量:3
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作者 胡士强 张天桥 《Journal of Beijing Institute of Technology》 EI CAS 2001年第3期285-290,共6页
To find an effective method to estimate and remove the registration error in asynchronous multisensor system, Kalman filtering technique and least squares approach have been proposed to estimate and remove sensor bia... To find an effective method to estimate and remove the registration error in asynchronous multisensor system, Kalman filtering technique and least squares approach have been proposed to estimate and remove sensor bias and sensor frame tilt errors in multisensor systems with asynchronous data. Simulation results is presented to demonstrate the performance of these approaches. The least squares approach can compress measurements to any time. The Kalman filter algorithm can detect registration errors and use the information to converge tracks from independent sensors. This is particularly important if the data from the sensors are to be fused. 展开更多
关键词 data fusion multisensor system REGISTRATION Kalman filter
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Interpolation of near offset using surface-related multiples 被引量:1
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作者 郭书娟 李振春 +2 位作者 仝兆岐 马方正 刘建辉 《Applied Geophysics》 SCIE CSCD 2011年第3期225-232,241,共9页
In this research, we present a seismic trace interpolation method which uses seismic data with surface-related multiples. It is different from conventional seismic data interpolation using information transformation o... In this research, we present a seismic trace interpolation method which uses seismic data with surface-related multiples. It is different from conventional seismic data interpolation using information transformation or extrapolation of adjacent channels for reconstruction of missing seismic data. In this method there are two steps, first, we construct pseudo-primaries by cross-correlation of surface multiple data to extract the missing near- offset information in multiples, which are not displayed in the acquired seismic record. Second, we correct the pseudo-primaries by applying a Least-squares Matching Filter (LMF) and RMS amplitude correction method in time and space sliding windows. Then the corrected pseudo-primaries can be used to fill the data gaps. The method is easy to implement, without the need to separate multiples and primaries. It extracts the seismic information contained by multiples for filling missing traces. The method is suitable for seismic data with surfacerelated multiples. 展开更多
关键词 Surface-related multiples Least-squares Matching Filter RMS amplitude correction seismic interpolation
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A Novel Multi-Stage Interpolation Filter Design Technique for High-Resolution Σ-Δ DAC 被引量:2
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作者 陈润 刘力源 李冬梅 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第11期1735-1741,共7页
This paper presents an efficient way to implement an interpolation filter in a 20bit ∑-△ DAC with an oversampling ratio of 128. A multistage structure is used to reduce the complexity of filter coefficients and the ... This paper presents an efficient way to implement an interpolation filter in a 20bit ∑-△ DAC with an oversampling ratio of 128. A multistage structure is used to reduce the complexity of filter coefficients and the fi- nite word length effect. A novel method based on mixed-radix number representation is proposed to realize a poly- phase multiplier-free half-band subfilter with a high resolution. This approach reduces the complexity of the con- trol system and saves chip area dramatically. The IC is realized in a standard 0.13μm CMOS process and the inter- polation filter occupies less than 0.63mm^2 . This realization has desirable properties of regularity with simple hard- ware devices which are suitable for VLSI and can be applied to many other high resolution data converters. 展开更多
关键词 interpolation filter mixed-radix MULTISTAGE ∑-△ DAC
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