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In most applications, we start with a real-valued signal to filter and we need
a real-valued output, but in general, a compound filter with a transfer
function as above will give a complex-valued output. However, we can
construct filters with non-real-valued coefficients which nonetheless give
real-valued outputs, so that the analysis that we carry out using complex
numbers can be used to predict, explain, and control real-valued output
signals. We do this by pairing each elementary filter (with coefficient
$P$ or $Q$) with another having as its coefficient the complex conjugate
$\overline{P}$ or $\overline{Q}$.
For example, putting two non-recirculating filters, with coefficients $Q$ and
$\overline{Q},ドル in series gives a transfer function equal to:
\begin{displaymath} H(Z) = (1 - {Q}{Z^{-1}}) \cdot (1 - \overline{Q}{Z^{-1}}) \end{displaymath}
which has the property that:
\begin{displaymath} H(\overline{Z}) = \overline{H(Z)} \end{displaymath}
Now if we put any real-valued sinusoid:
\begin{displaymath} {X_n} = 2 ,円 \mathrm{re}(A{Z^n}) = A{Z^n} + \overline{A} {{\overline{Z}}^n} \end{displaymath}
we get out:
\begin{displaymath} A \cdot H(Z) \cdot {Z^n} + \overline{A} \cdot \overline{H(Z)} \cdot {{\overline{Z}}^n} \end{displaymath}
which, by inspection, is another real sinusoid.
Here we're using two properties of complex conjugates. First, you can
add and multiply them at will:
\begin{displaymath} \overline{A+B} = \overline{A} + \overline{B} \end{displaymath}
\begin{displaymath} \overline{AB} = \overline{A} \cdot \overline{B} \end{displaymath}
and second, anything plus its complex conjugate is real, and is in fact
twice its real part:
\begin{displaymath} A + \overline{A} = 2 ,円 \mathrm{re} (A) \end{displaymath}
This result for two conjugate filters extends to any compound filter; in
general, we always get a real-valued output from a real-valued input if we
arrange that each coefficient $Q_i$ and $P_i$ in the compound filter is
either real-valued, or else appears in a pair with its complex conjugate.
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Miller Puckette
2006年12月30日