We present a new computer-aided modeling methodology to develop physics-bas
ed models for passive components. We coherently integrate full-wave electro
magnetic simulators, artificial neural networks, multivariable rational fun
ctions, dimensional analysis, and frequency mapping to establish broadband
models, We consider both frequency-independent and frequency-dependent empi
rical models. Frequency mapping is used to develop the frequency-dependent
empirical models, Useful properties of the frequency mapping are presented
and utilized in the modeling process, We also consider the transformation f
rom frequency-dependent models into frequency-independent ones in addition
to the passivity of the frequency-dependent empirical model, We illustrate
the modeling process through various examples, including a microstrip right
angle bend, a microstrip via, a microstrip double-step (to be used as a ba
sic element of constructing a model for nonuniform or tapered microstrip tr
ansmission lines), and a coplanar waveguide step junction, (C) 2001 John Wi
ley & Sons, Inc.