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30 Some Fundamental Numerical Methods<br />

2.53. Summary 01 Compkx Curve Filting by RalionJJl Polynomials. Levy's<br />

method for fitting complex data at sampled frequencies in the weighted<br />

least-squared-error sense is straightforward. The weighting versus frequency is<br />

inversely proportional to the value <strong>of</strong> the rational polynomial thus found.<br />

Since the polynomial should roughly correspond to data values to be <strong>of</strong> any<br />

use, nonuniform samples versus frequency should produce emphasis on the<br />

frequencies where the magnitude <strong>of</strong> the complex data is least. For example, if<br />

a lowpass function is to be fitted over several decades, then the fit to the<br />

passband (lower) frequency data may be poor unless samples are spaced more<br />

closely in this frequency range. Proposed iterative schemes have been based<br />

on a sequence <strong>of</strong> solutions similar to those presented here; they tend to<br />

converge to a situation equivalent to uniform weighting (see Jong and<br />

Shanmugam, 1977, and Sanathanan and Koerner, 1963). However, equal<br />

weighting may still require some experimenting. Thus the built-in inverse<br />

weighting does not seem too severe a limitation.<br />

The method requires the user to input real and imaginary data parts, with<br />

the associated frequency, into Program 82-4 to obtain coefficients for a<br />

system <strong>of</strong> linear equations. The system's matrix elements are partitioned from<br />

a general matrix format (Figure 2.10) according to the approximating rational<br />

polynomial's numerator and denominator degrees. The system <strong>of</strong> linear equations<br />

is then solved by Gauss-Jordan Program 82-1 or by any other program<br />

that solves linear systems <strong>of</strong> real equations. This method will play an important<br />

role in Carlin's broadband impedance-matching technique in Section 6.7.<br />

Problems<br />

2.1. If<br />

Z-Z<br />

p(Z)= Z+Z: ' ,<br />

where Z,=2+j3, find p when Z=3-j5.<br />

2.2. Given that V= V, + jV; and I = I, + jI;, show that<br />

2.3. Show that IZj2 = ZZ'.<br />

2.4. Show that 2Re(Z)=Z+Z'.<br />

2.5. If<br />

a= V+ZI b= V-Z'I and Z=R+jX,<br />

2.fR ' 2.fR'<br />

show that lal'-Ib['= Re(IV').

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