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Generalized linear-in-parameter models : theory and audio signal processing applications

机译:广义线性参数模型:理论和音频信号处理应用

摘要

This thesis presents a mathematically oriented perspective to some basic concepts of digital signal processing. A general framework for the development of alternative signal and system representations is attained by defining a generalized linear-in-parameter model (GLM) configuration. The GLM provides a direct view into the origins of many familiar methods in signal processing, implying a variety of generalizations, and it serves as a natural introduction to rational orthonormal model structures. In particular, the conventional division between finite impulse response (FIR) and infinite impulse response (IIR) filtering methods is reconsidered. The latter part of the thesis consists of audio oriented case studies, including loudspeaker equalization, musical instrument body modeling, and room response modeling. The proposed collection of IIR filter design techniques is submitted to challenging modeling tasks. The most important practical contribution of this thesis is the introduction of a procedure for the optimization of rational orthonormal filter structures, called the BU-method. More generally, the BU-method and its variants, including the (complex) warped extension, the (C)WBU-method, can be consider as entirely new IIR filter design strategies.
机译:本文对数字信号处理的一些基本概念提出了数学上的观点。通过定义通用的线性参数模型(GLM)配置,可以获得开发替代信号和系统表示的通用框架。 GLM提供了对信号处理中许多熟悉的方法的起源的直接了解,这暗示了多种概括,并且它是对自然正交模型结构的自然介绍。特别是,重新考虑了有限冲激响应(FIR)和无限冲激响应(IIR)滤波方法之间的常规划分。本文的后半部分是面向音频的案例研究,包括扬声器均衡,乐器主体建模和房间响应建模。 IIR滤波器设计技术的建议集合已提交给具有挑战性的建模任务。本文最重要的实际贡献是引入了一种优化有理正交滤波器结构的过程,称为BU方法。更一般而言,BU方法及其变体(包括(复杂)弯曲扩展,(C)WBU方法)可以被视为全新的IIR滤波器设计策略。

著录项

  • 作者

    Paatero Tuomas;

  • 作者单位
  • 年度 2005
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  • 原文格式 PDF
  • 正文语种 en
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