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A discrete-time multiresolution theory

机译:离散时间多分辨率理论

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摘要

Multiresolution analysis and synthesis for discrete-time signals is described. Concepts of scale and resolution are first reviewed in discrete time. The resulting framework allows one to treat the discrete wavelet transform, octave-band perfect reconstruction filter banks, and pyramid transforms from a unified standpoint. This approach is very close to previous work on multiresolution decomposition of functions of a continuous variable, and the connection between these two approaches is made. It is shown that they share many mathematical properties such as biorthogonality, orthonormality, and regularity. However, the discrete-time formalism is well suited to practical tasks in digital signal processing and does not require the use of functional spaces as an intermediate step.
机译:描述了离散时间信号的多分辨率分析和合成。比例和分辨率的概念首先在不连续的时间进行审查。由此产生的框架使人们可以从统一的角度处理离散小波变换,八度频带完美重构滤波器组和金字塔变换。这种方法非常接近先前关于连续变量函数的多分辨率分解的工作,并且在这两种方法之间建立了联系。结果表明,它们具有许多数学特性,如双正交性,正交性和规则性。但是,离散时间形式主义非常适合数字信号处理中的实际任务,并且不需要将功能空间用作中间步骤。

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