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Adaptive IIR filtering using cascade structures 采用级联结构的自适应IIR滤波
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342498
Bhaskar D. Rao
This paper studies the use of cascade form filter structures for implementing adaptive IIR filters. An efficient scheme for the computation of the gradient is developed. This greatly simplifies the complexity of the adaptive algorithms for cascade implementation of adaptive IIR filters. Issues related to the convergence of the adaptive cascade filter, and computational complexity reduction via alternate mixed form implementations are explored. The application of the cascade IIR adaptive filter for enhancing narrowband/sinusoidal signals in noise is also considered. Simulation results are presented to support the observations.<>
本文研究了利用级联形式的滤波器结构实现自适应IIR滤波器。提出了一种有效的梯度计算格式。这大大简化了自适应IIR滤波器级联实现的自适应算法的复杂性。探讨了自适应级联滤波器的收敛性,以及通过交替混合形式实现降低计算复杂度的问题。本文还考虑了级联IIR自适应滤波器在窄带/正弦噪声信号增强中的应用。给出了模拟结果来支持观测结果。
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引用次数: 18
Spectral entropy and coefficient rate for speech coding 语音编码的谱熵和系数率
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342434
J. Gibson, S. P. Stanners, S. McClellan
Variable rate speech coding is well-suited for network and wireless communications and is necessary to maintain good speech quality and intelligibility at ever-lower rates. In 1960 Campbell used a version of the asymptotic equipartition property (AEP) to derive a relationship between the entropy of the source power spectral density and the minimum coefficient rate required to encode the source. We analyze Campbell's coefficient rate expression and investigate its properties for autoregressive (AR) processes and for speech. We compare the coefficient rate to the familiar entropy rate power, and to the AIC model order criterion of Akaike (1971), and consider these quantities as rate indicators for dynamically varying the rate of speech coders.<>
可变速率语音编码非常适合于网络和无线通信,并且在越来越低的速率下保持良好的语音质量和可理解性是必要的。1960年,Campbell使用渐近均分性质(AEP)的一个版本推导出源功率谱密度的熵与编码源所需的最小系数率之间的关系。我们分析了坎贝尔系数率表达式,并研究了它在自回归(AR)过程和语音中的性质。我们将系数率与熟悉的熵率功率和Akaike(1971)的AIC模型顺序准则进行比较,并将这些量作为动态改变语音编码器速率的速率指标。
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引用次数: 15
Signal filtering using frequency encoding and the time-frequency plane 使用频率编码和时频平面进行信号滤波
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342370
M. J. Arnold, M. Roessgen, B. Boashash
A novel technique for filtering a real signal is presented. The method is based upon encoding the signal as an instantaneous frequency (IF) and using IF analysis techniques to recover a filtered version of it. A general iterative time-frequency peak filtering (TFPF) scheme based on this method is formulated. Simulations are given which show extremely clean recovery of signals in noise levels down to -9 dB. Applications to estimating the polynomial phase coefficients of nonstationary signals and differentiating noisy signals are presented.<>
提出了一种滤波真实信号的新方法。该方法基于将信号编码为瞬时频率(IF)并使用IF分析技术来恢复它的滤波版本。在此基础上提出了一种通用的迭代时频峰值滤波(TFPF)方案。仿真结果表明,在低至-9 dB的噪声水平下,信号恢复非常干净。给出了在估计非平稳信号的多项式相位系数和微分噪声信号方面的应用。
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引用次数: 6
Mitigation of wing flexure for airborne direction-finding applications 机载测向应用中机翼挠度的减小
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342403
K. Gustafsson, F. McCarthy, A. Paulraj
Calibration errors are the dominant error source for direction finding (DF) from airborne platforms. Calibration of the array manifold is done with the wings in an unknown position. Wing movements during flight perturbs the array manifold from its calibrated value, causing errors in the direction finding. We present a direction finding algorithm that compensates for variations in wing flexure. The algorithm relies on a physically motivated model that captures the gross behavior of the manifold perturbations. The model has been validated using experiments on a model aircraft in an anechoic chamber. The structure of the model can be exploited in estimation schemes such as weighted subspace fitting (WSF), leading to improved DF accuracy. With the correct model parameters, the effect of the manifold perturbation is, in fact, fully neutralized. The properties of the new scheme are demonstrated through analysis and simulation.<>
标定误差是机载平台测向的主要误差来源。阵列歧管的校准是在机翼处于未知位置时完成的。飞行过程中机翼的运动使阵列歧管偏离校准值,导致测向误差。我们提出了一种测向算法来补偿机翼弯曲度的变化。该算法依赖于一个物理驱动的模型,该模型捕获了多种扰动的总体行为。该模型已在消声室模型飞机上进行了实验验证。该模型的结构可用于加权子空间拟合(WSF)等估计方案,从而提高DF精度。在正确的模型参数下,流形摄动的影响实际上是完全被抵消的。通过分析和仿真验证了新方案的性能。
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引用次数: 0
Solutions for optimal Boolean and stack filter design under a training framework 训练框架下布尔滤波器和堆栈滤波器最优设计的解决方案
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342417
I. Tabus, D. Petrescu, M. Gabbouj
This paper introduces a training framework for the optimal nonlinear filter design problem. The problem to be solved within the present framework is the selection of the best filter under a data dependent criterion (rather than a model dependent criterion) in one class of nonlinear filters. A class of filters, namely Boolean filters is then considered, for which holds a decoupling property, allowing to transform the initial integer valued problem into the binary domain. The equivalence between the original criterion (in the integer signal domain) and a criterion expressed in the binary signal domain is shown then to hold. The procedures for obtaining the optimal solution for two classes of nonlinear filters, Boolean filters and stack filters, are derived under the new framework. Some numerical simulations are provided, in order to illustrate the effectiveness of the procedures in solving the noise rejection problem.<>
本文介绍了非线性滤波器最优设计问题的训练框架。在本框架内要解决的问题是在一类非线性滤波器中,在数据依赖准则(而不是模型依赖准则)下选择最佳滤波器。然后考虑一类滤波器,即布尔滤波器,它具有解耦性,允许将初始整数值问题转换为二进制域。原始判据(在整数信号域中)和在二进制信号域中表示的判据之间的等价性被证明是成立的。在此框架下,给出了布尔滤波器和堆栈滤波器两类非线性滤波器最优解的求解过程。为了说明这些方法在解决噪声抑制问题上的有效性,给出了一些数值模拟
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引用次数: 3
Functional mapping of desired signals for improved performance of fully dynamic supervised neural networks with a fixed pole IIR structure 期望信号的函数映射以提高具有固定极点IIR结构的全动态监督神经网络的性能
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342545
D.E. Whitehead, G. Coutu, T. Lewis, D. Sturim
A new method is presented of functional mapping of the desired signal used for the training of dynamic supervised neural networks that contain fixed pole IIR structures. The idea is to pass the desired signal through the same number and form of nonlinearities as the data encounters as it passes from the input to the output layer. The neural network has three layers: a filterbank of fixed pole three IIR bandpass filters with variable gains, an intermediate layer of two multiplicative coefficients, and an output layer. The outputs of the input and intermediate layers are passed through logistic nonlinearities.<>
提出了一种新的期望信号的函数映射方法,用于包含固定极点IIR结构的动态监督神经网络的训练。其思想是通过与数据从输入层传递到输出层时所遇到的相同数量和形式的非线性来传递所需的信号。神经网络有三层:一个固定极三个可变增益IIR带通滤波器的滤波器组,一个两个相乘系数的中间层和一个输出层。输入层和中间层的输出通过逻辑非线性传递。
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引用次数: 0
On waveform coding using wavelets 用小波进行波形编码
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342439
P. P. Gandhi, S.S. Rao, R. S. Pappu
We consider a novel baseband waveform coding technique based on wavelets. Wavelets are recognized for their temporal and spectral localization and for their orthogonality across scale and location. We exploit these fundamental properties of wavelets and propose a wavelet-based modulator-demodulator structure to improve communication efficiency. Numerical results for bandwidth occupancy and bandwidth efficiency are given, and a detailed comparison between different families of wavelets is presented.<>
提出了一种基于小波的基带波形编码技术。小波因其时间和光谱定位以及在尺度和位置上的正交性而得到认可。我们利用小波的这些基本特性,提出了一种基于小波的调解调结构来提高通信效率。给出了带宽占用和带宽效率的数值结果,并对不同小波族进行了详细的比较。
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引用次数: 15
Quadratic detectors for noise-immune detection of modulated signals 用于调制信号噪声免疫检测的二次型检测器
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342305
Jing Fang, L. Atlas
Quadratic detectors have been shown to have good frequency selectivity, short transient response, and effective noise suppression. We demonstrate how phase shifts in phase-shift-keyed signals are easily detected even in strong background noise, and how short-duration frequency variation can be accurately evaluated. Moreover design constraints of quadratic detectors are discussed and trade-offs are presented. Our simulations showed that the quadratic detector provides a simple method for the detection of phase shifts and frequency shifts in clean or noisy environments. These detectors and the design technique also have general signal processing applications.<>
二次型检波器具有良好的频率选择性、较短的瞬态响应和有效的噪声抑制。我们演示了移相键控信号中的相移是如何在强背景噪声中容易检测到的,以及如何准确评估短持续时间的频率变化。此外,还讨论了二次型检测器的设计约束和权衡。我们的模拟表明,二次型检测器提供了一种简单的方法来检测相移和频移在清洁或噪声环境。这些检测器及其设计技术也具有一般的信号处理应用
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引用次数: 8
ADPCM for advanced LANDSAT downlink applications ADPCM用于先进的陆地卫星下行应用
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342323
B. Brower, D. Couwenhoven, B. Gandhi, C. Smith
Under funding from the Defense LANDSAT Program Office, a method was developed for compressing multispectral data. A rate-controlled adaptive differential pulse code modulation technique was developed with minimal complexity for downlink applications. This algorithm uses an adaptive 2-D and 3-D prediction of pixels. The difference between the predicted and original pixel is quantized with a locally adaptive quantizer. This technique has produced compression ratios of up to 2.5:1 losslessly and up to 5:1 with minimal visual image quality loss on LANDSAT and M-7 high resolution multispectral data. This paper describes the ADPCM algorithm and its impact on numerical, visual and machine exploitation performance.<>
在国防陆地卫星项目办公室的资助下,开发了一种压缩多光谱数据的方法。提出了一种速率控制的自适应差分脉冲编码调制技术。该算法使用自适应二维和三维像素预测。使用局部自适应量化器对预测像素与原始像素之间的差异进行量化。在LANDSAT和M-7高分辨率多光谱数据上,该技术产生了高达2.5:1的无损压缩比和高达5:1的无损压缩比,视觉图像质量损失最小。本文介绍了ADPCM算法及其对数值、视觉和机器开发性能的影响。
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引用次数: 28
Successive approximation quantization with generalized decoding for wavelet transform image coding 小波变换图像编码的逐次逼近量化与广义译码
Pub Date : 1993-11-01 DOI: 10.1109/ACSSC.1993.342572
Christopher F. Barnes, E. J. Holder
A novel combination of a successive approximation scalar quantizer encoder structure and a direct sum decoder structure is introduced. The encoder structure is a multiple level free structure that corresponds to a conventional uniform scalar quantizer. The decoder structure is a multiple stage direct sum structure. The uniform quantizer encoder structure is matched to the dynamic range of the source output. The decoder direct sum structure is jointly optimized for the source probability density function and the fixed partition of the uniform quantizer encoder. The bit stream generated by the encoder can be decoded either by the standard uniform quantizer decoder, or by the generalized nonuniform direct sum decoder described. Successive approximation multiple stage scalar quantizers with both standard and generalized decoders are tested on image wavelet transform coefficients. The generalized codes give approximately 0/spl sim/7 dB improvements over standard codes for one to eight bit representations of real-valued wavelet coefficients.<>
介绍了一种连续逼近标量量化编码器结构和直接和解码器结构的新组合。编码器结构是一个多层自由结构,对应于传统的均匀标量量化器。解码器结构为多级直和结构。均匀量化编码器结构与源输出的动态范围相匹配。针对源概率密度函数和均匀量化编码器的固定分割,对解码器直和结构进行了联合优化。编码器产生的比特流既可以用标准均匀量化解码器解码,也可以用所描述的广义非均匀直和解码器解码。对具有标准解码器和广义解码器的逐次逼近多级标量量化器进行了图像小波变换系数的测试。对于实值小波系数的1到8位表示,与标准编码相比,广义编码给出了大约0/spl sim/ 7db的改进
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引用次数: 8
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Proceedings of 27th Asilomar Conference on Signals, Systems and Computers
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