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A time-frequency neutral network layered model for hearing perception 听觉感知的时频神经网络分层模型
V.C. Georgopoulos, D. Preis
This paper introduces a layered neural network model for hearing perception. It is based on five important perceptual properties of hearing. The neural network model processes a joint-domain representation of the input signal to yield the desired perceptual properties. The focus is on the first two layers of the model, the transformation layer and two feature extraction layers.<>
介绍了一种听觉感知分层神经网络模型。它基于听觉的五个重要感知特性。神经网络模型处理输入信号的联合域表示以产生期望的感知特性。重点是模型的前两层,转换层和两个特征提取层。
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引用次数: 1
Aspects of current standardization activities for high-quality, low-rate multi-channel audio coding 目前各方面的标准化活动针对高质量、低速率的多声道音频编码
M. Bosi, C. Todd, T. Holman
This paper analyzes directions in the current standardization activities for multi-channel audio, briefly reviews the composite coding schemes AC-3 and ISO 11172-3 compatible systems, and discusses requirements, features, and time-tables for the audio systems in the ISO/Moving pictures Expert Group (MPEG) phase 2 and the United States high definition television (HDTV) standardization processes.<>
本文分析了当前多声道音频标准化活动的方向,简要回顾了AC-3和ISO 11172-3兼容系统的复合编码方案,并讨论了ISO/运动图像专家组(MPEG)第二阶段和美国高清晰度电视(HDTV)标准化过程中音频系统的要求、特点和时间表
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引用次数: 6
Computationally efficient compression of audio signals by means of RIQ-DPCM 利用RIQ-DPCM对音频信号进行高效压缩
R. Maher
The need to transmit large amounts of data over limited bandwidth channels has resulted in many methods for digital data compression. The common approach is to identify and remove redundancy from the input data stream using knowledge of the source characteristics. In the case of signals intended for human observers (speech, music, pictures, etc.) it is also useful to consider the strengths and weaknesses of the human sensory systems in order to achieve a greater degree of data compression. Unfortunately, achieving perceptually transparent compression requires considerable computational resources. For situations requiring extremely low computational complexity without strictly transparent coding, such as multimedia applications on personal computer platforms, a new adaptive differential pulse code modulation (DPCM) data compression scheme is proposed. Although standard DPCM structures are widely used in single-talker speech coding systems, the models and statistical assumptions well-known for speech signals are not applicable to arbitrary audio signals such as music. The new DPCM formulation presented includes a recursively indexed quantizer (RIQ) to eliminate the problem of overload distortion, a simple predictor structure to take advantage of the short-term correlation present in wideband audio signals, and an adaptation strategy to optimize the system to the local statistics of the input signal. Thus, the new RIQ-DPCM formulation is presented as a computationally efficient means of wideband audio compression.<>
由于需要在有限的带宽信道上传输大量数据,因此产生了许多数字数据压缩方法。常用的方法是使用源特征的知识从输入数据流中识别和删除冗余。在为人类观察者准备的信号(语音、音乐、图片等)的情况下,为了实现更大程度的数据压缩,考虑人类感官系统的优缺点也是有用的。不幸的是,实现感知透明的压缩需要大量的计算资源。针对对计算复杂度要求极低、编码要求不严格透明的情况,如个人计算机平台上的多媒体应用,提出了一种新的自适应差分脉冲编码调制(DPCM)数据压缩方案。虽然标准的DPCM结构在单话音编码系统中得到了广泛的应用,但众所周知的语音信号模型和统计假设并不适用于音乐等任意音频信号。提出的新的DPCM公式包括一个递归索引量化器(RIQ)来消除过载失真问题,一个简单的预测器结构来利用宽带音频信号中存在的短期相关性,以及一个自适应策略来优化系统以适应输入信号的局部统计。因此,新的RIQ-DPCM公式是一种计算效率高的宽带音频压缩方法。
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引用次数: 3
Detection and restoration of sound of flute embedded in noise using real-time Kalman filter 利用实时卡尔曼滤波检测和恢复嵌入噪声中的长笛的声音
M.K. Islam, G. Saplakoglu
The restoration of flute notes embedded in noise is formulated as a state-estimation problem of a dynamic system. A single Kalman filter, with a given state-transition matrix, is implemented in real-time to recover the corresponding note as well as some of the neighbouring notes. In order to restore a continuous piece of music played by flute, a bank of Kalman filters (with different state-transition matrices) can be used. Event detectors are employed to detect the change of underlying system model. The overall restored sound is the output of Kalman filter, whose model is valid at a given time instant.<>
将噪声中长笛音符的恢复问题表述为一个动态系统的状态估计问题。在给定状态转移矩阵的情况下,实时实现单个卡尔曼滤波器来恢复相应的音符以及一些相邻的音符。为了恢复长笛演奏的连续音乐,可以使用一组卡尔曼滤波器(具有不同的状态转移矩阵)。事件检测器用于检测底层系统模型的变化。整体恢复的声音是卡尔曼滤波器的输出,其模型在给定的时间瞬间有效
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引用次数: 0
Weaver SSB subband acoustic echo canceller [videoconferencing application] Weaver SSB子带回声消除器[视讯会议应用]
P. Chu
A Weaver SSB subband structure is used to implement an acoustic echo canceller. The structure has 29 bands of 250 Hz width, covering the audio range from 0 to 7 kHz. The Weaver structure lowers each band pass region to baseband, allows for oversampling to eliminate aliasing components, and is computationally efficient. The subsampled components are purely real, as compared to the complex components found in some other subband schemes. The adaptive filter update algorithm is a variant of the block NLMS. The double-talk, divergence, echo suppression, and noise fill-in algorithms all fully exploit the band pass structure to achieve performance difficult to attain in full-band or two-band acoustic echo cancellers. The acoustic echo canceller has been extensively field tested and has been shown to be robust.<>
采用Weaver SSB子带结构实现声回波消除。该结构有29个250 Hz宽度的频带,覆盖0到7 kHz的音频范围。编织结构降低了每个带通区域到基带,允许过采样以消除混叠成分,并且计算效率高。与在其他子带方案中发现的复杂分量相比,下采样分量是纯实分量。自适应滤波器更新算法是块NLMS的一种变体。双通、散度、回波抑制和噪声填充算法都充分利用了带通结构,实现了全波段或双波段声学回声消除器难以达到的性能。该回声消除器已经过广泛的现场测试,并已被证明是坚固的。
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引用次数: 14
Parametric approximation of room impulse responses based on wavelet decomposition 基于小波分解的房间脉冲响应参数逼近
M. Schonle, N. Fliege, U. Zolzer
A new approach to the approximation and real-time simulation of room impulse responses is presented. Based on wavelet decomposition of measured impulse response data an energy-time-frequency representation of the system room is obtained. The wavelet coefficients in the frequency subbands are calculated by a multirate analysis filter bank providing aliasing-free subband processing and linear-phase filters. In a second step a modification of the Prony-method is used to obtain the parameters of cascaded moving average comb filter structures. Combining the approximated subband signals by a synthesis filter bank with perfect reconstruction properties gives an approximation of the broadband impulse reponse.<>
提出了一种逼近和实时模拟房间脉冲响应的新方法。通过对实测脉冲响应数据进行小波分解,得到了系统空间的能量时频表示。频率子带中的小波系数由多速率分析滤波器组计算,该滤波器组提供无混叠子带处理和线性相位滤波器。在第二步中,采用改进的prony方法来获得级联移动平均梳状滤波器结构的参数。用具有完美重构特性的合成滤波器组将近似子带信号组合在一起,得到宽带脉冲响应的近似。
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引用次数: 8
The restoration of pitch variation defects in gramophone recordings 留声机录音中音高变化缺陷的修复
S. Godsill, P. Rayner
A new algorithm is presented for the identification and restoration of time-varying pitch defects in audio signals. The problem is commonly encountered as 'wow' in gramophone disc and magnetic tape recordings where motor speed variations or eccentricity in the recording process are significant. The algorithm operates in two stages, the first of which trades tonal components in musical signals to generate a single pitch variation curve, and the second stage which performs restoration as a time-varying resampling operation. Results are presented from both artificially degraded sources and real sources.<>
提出了一种新的音频信号时变音高缺陷识别与恢复算法。在留声机光盘和磁带记录中,电机速度变化或记录过程中的偏心是显著的,因此通常会遇到“哇”的问题。该算法分为两个阶段,第一阶段对音乐信号中的音调分量进行交换,生成单个音高变化曲线;第二阶段进行时变重采样操作,进行恢复。给出了人工退化源和真实源的结果。
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引用次数: 24
Subband adaptive noise canceler for hands-free cellular phone applications 子带自适应降噪器,用于免提蜂窝电话应用
S. Kuo, J. Kunduru
Broadband adaptive noise cancellation applications often involve adaptive filter lengths of hundreds of taps. This gives rise to high computational complexity, large misadjustment errors and slow convergence. In this paper subband processing techniques are proposed to get a better noise cancellation in hands-free cellular phones. Simulation results are shown for the traditional and subband adaptive noise canceler (SANC). An average noise reduction of 18 dB is achieved with SANC, as compared to a reduction of 6 dB with traditional ANC.<>
宽带自适应噪声消除应用通常涉及数百个抽头的自适应滤波器长度。这导致计算复杂度高、调整误差大、收敛速度慢。本文提出了一种子带处理技术,以获得较好的免提手机降噪效果。给出了传统和子带自适应消噪器(SANC)的仿真结果。与传统的降噪6 dB相比,SANC实现了18 dB的平均降噪
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引用次数: 0
Objective measures based on neural networks for hearing loss compensation techniques 基于神经网络客观测量的听力损失补偿技术
A. Tungthangthum, J. C. Rutledge
An objective measures system has been developed to predict the results of subject-based tests for sensorineural hearing loss compensation techniques. Parameters related to the loudness level of the compensated speech signal are extracted from its frequency spectrum. These parameters are then used to train a neural network based phoneme classifier. Good prediction results have been achieved for two hearing impaired subjects.<>
一个客观的测量系统已经开发,以预测受试者测试的结果感音神经性听力损失补偿技术。从被补偿语音信号的频谱中提取与其响度级相关的参数。然后使用这些参数来训练基于音素分类器的神经网络。对两名听力受损受试者的预测结果良好
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引用次数: 0
An all digital concha hearing aid 全数字耳廓助听器
J. Svean, A. Krokstad, S. Sorsdal
The paper describes an all digital concha hearing aid. The main features of this hearing aid concept are a large vent, acoustic feed-back cancellation, great flexibility by programming, a versatile equalizer, and an advanced compressor. The A/D and D/A converters have log/in characteristics and the signal processing is performed by floating point arithmetic, ensuring a large dynamic range and a signal to quantization noise ratio which is almost independent of signal level. The hearing aid contains a high speed two-way digital interface which is able to transmit measurement signals in real time. This feature provides great advantages to the fitting procedure. The main part of the hearing aid is a VLSI chip in 0.8 /spl mu/m CMOS technology, measuring 44 mm/sup 2/.<>
介绍了一种全数字式耳廓助听器。这款助听器概念的主要特点是大通风口、声反馈消除、编程的极大灵活性、多功能均衡器和先进的压缩机。A/D和D/A转换器具有对数/入特性,信号处理采用浮点运算,保证了大的动态范围和几乎与信号电平无关的信量化噪声比。该助听器包含高速双向数字接口,能够实时传输测量信号。这一特点为装配过程提供了很大的优势。助听器的主体部分是一个采用0.8 /spl μ m CMOS技术的VLSI芯片,尺寸为44 mm/sup / 2/。
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引用次数: 4
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Proceedings of IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
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