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Digital signal processing

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(1)

Digital signal processing

Sampling method

(2)

Sampling method (2)

• Problem is solved by

choosing a sample rate of 2.5 times the largest

frequency of interest

• Using an antialiasing filter (low-pass sharp-cutoff filter)

Aliasing

If the sampling rate is too slow, the digital representation will cause high frequencies to appear as low frequencies.

(3)

Fourier analysis (1)

Fourier series of a periodic signal F(t) of period T

=

+ +

=

1

0 ( cos sin )

) 2 (

n

T n

T

n n t b n t

a a t

F ω ω

= T F t dt a T

0

0 2π ( )

= T T

n F t n t dt

a T

0

] cos

) (

2 [ ω

=

T

T

n F t n t dt

b T

0

] sin

) (

2 [ ω

Signals can be converted into frequency-domain by Fourier analysis

Amplitudes and phases of vibration components can be known from the coefficient of the Fourier series

(4)

Fourier analysis (2)

For any signal: Fourier transform indicates density of the amplitude of that signal at various frequency

= x t e dt

X jωt

ω π ( ) 2

) 1

Fourier transform of a signal x(t) is (

(5)

Application of Fourier analysis

Time waveform is difficult to consider

Signal in freq. domain relates directly with operating speeds of machines

(6)

Modal data extraction (1)

3 peaks or resonance

3 dof model

Single-degree-of-freedom curve fit (SDOF method) FRF is sectioned off into freq ranges bracketing each successive peak.

Each peak is assumed that it is the FR of SDOF system.

(resonance frequencies are far apart)

(7)

Modal data extraction (2)

Modal dampings

2 ) ) (

( )

( a b H d

H

H ω

ω

ω = =

d a

b ω ζω

ω = 2

then

d a b ω

ω ζ ω

2

=

(8)

Example (1)

From measured FRF DOF

Natural frequencies Damping ratios

(9)

Example (2-1)

(10)

Example (2-2)

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