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Spectral Analysis and Time Series - max planck research school ...

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A. Lagg – <strong>Spectral</strong> <strong>Analysis</strong><br />

Wavelets: Mathematical Approach<br />

WL­transform:<br />

CWT x = x , s = 1<br />

∣s∣ ∫ t<br />

*<br />

t−<br />

<br />

xt<br />

s<br />

dt<br />

Mexican Hat wavelet:<br />

t =<br />

−t 2<br />

1<br />

s e <br />

2 2<br />

3<br />

t2<br />

2 −1 <br />

Morlet wavelet:<br />

t = e i a t e − t2<br />

2<br />

inverse WL­transform:<br />

xt =<br />

1 2 ∫∫ x<br />

, s 1<br />

c s s t−<br />

2 s<br />

d ds<br />

admissibility<br />

condition:<br />

c <br />

={2∫<br />

−∞∞<br />

∣∣ 2<br />

∣∣<br />

1/2<br />

d } ∞ with<br />

FT<br />

⇔<br />

t

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