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yuwenxianglong

铁杆木虫 (正式写手)

[交流] TRANSFORMS-WAVELETS

傅立叶变换和小波分析处理噪声的朋友不妨可以参考一下。

Transform Analysis

Signal processing using a transform analysis for calculations is a technique used to simplify or accelerate problem solution. For example, instead of dividing two large numbers, we might convert them to logarithms, subtract them, then look-up the anti-log to obtain the result. While this may seem a three-step process as opposed to a one-step division,consider that long-hand division of a four digit number by a three digit number, carried out to four places requires three divisions, 3-4 multiplication*s, and three subtractions. Computers process additions or subtractions much faster than
multiplications or divisions, so transforms are sought which provide the desired signal processing using these steps.


Fourier Transform

Other types of transforms include the Fourier transform, which is used to decompose or separate a waveform into a sum of sinusoids of different frequencies. It transforms our view of a signal from time based to frequency based. Figure 1 depicts how a square wave is formed by summing certain particular sine waves. The waveform must be continuous, periodic,and almost everywhere differentiable. The Fourier transform of a sequence of rectangular pulses is a series of sinusoids. The envelope of the amplitude of the coefficients of this series is a waveform with a Sin X/X shape. For the special case of a single pulse, the Fourier series has an infinite series of sinusoids that are present for the duration of the pulse.
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