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Rational Polynomial LSE Approximation <strong>of</strong> Complex Functions 25<br />

12 ,---,---,---,---,.--,,----,,---,--,----.,120<br />

10<br />

8<br />

•~<br />

~ 6 ·0<br />

g><br />

2<br />

"<br />

/--' 80<br />

/ \<br />

"jj<br />

1 \<br />

\ 40 t,<br />

1 \ ~<br />

•<br />

I \<br />

\<br />

/<br />

\ 0<br />

:5<br />

•<br />

c<br />

/ \<br />

...<br />

/ \ •<br />

/ \ -40 ~<br />

/ \ £<br />

/<br />

, ~<br />

~<br />

-80<br />

-~ , ,<br />

-120<br />

,<br />

" 4<br />

Frequency w (in radians/secondl<br />

O'--='~-,-'-_--L_--L_--L__~_:'.,-_-:':--_----!<br />

0.1 0.2 0.4<br />

2 4 10 20 40 100<br />

Frequency response characteristics <strong>of</strong> a dynamic system with<br />

a transfer function given as<br />

l+jw<br />

FU"')~<br />

1+2(0.5)U",/ 10) + U"'/ 10)'<br />

Magni- Phase<br />

k "'k tude Angle Rk lk<br />

0 0.0 1.00 0 1.00 0.000<br />

I 0.1 1.00 5 1.00 0.090<br />

2 0.2 1.02 10 1.00 0.177<br />

3 0.5 1.12 24 1.02 0.450<br />

4 0.7 1.24 31 1.05 0.630<br />

5 1.0 1.44 39 1.10 0.900<br />

6 2.0 2.27 51.5 1.4\ 1.78<br />

7 4.0 4.44 50.5 2.82 3.42<br />

8 7.0 8.17 28 7.23 3.82<br />

9 10.0 10.05 - 6 10.00 -1.00<br />

10 20.0 5.56 -59 2.85 -4.77<br />

11 40.0 2.55 -76 0.602 -2.51<br />

12 70.0 lAS -82 0.188 -1.43<br />

13 100.0 1.00 -84 0.09\ -1.01<br />

Rk=(Magnitude at wk) X cos(phase angle at "'k)<br />

I k == (Magnitude at Wk) x sin(phase angle at Wk).<br />

Figure 2.9. Frequency response and discrete data for a second-degree system. [From Levy, etc.,<br />

IRE Trans. Auto. Control, Vol. AC~4, No. I, p. 41, May ]959. © J959 IRE (now <strong>IEEE</strong>).]<br />

The table <strong>of</strong> values is the given data. Although measured data are <strong>of</strong>ten<br />

inaccurate (noisy), this particular data set was computed from the F(w) values<br />

shown in Figure 2.9 for purposes <strong>of</strong> illustration. The graph shows the magnitude<br />

and angle components <strong>of</strong> the function. The technique will be to approximate<br />

only the magnitude function by finding the unknown coefficients <strong>of</strong><br />

(2.47).

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