We present a new methodology to develop physics-based models for passive components. We coherently integrate full-wave EM simulations, artificial neural networks, multivariableudrational functions, dimensional analysis and frequency mapping. We consider frequencyindependent and frequency-dep en d en t models. Various examples include a microstrip right angle bend and a CPW short-circuit stub.
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