Parallel EM optimization approach to microwave filter design using feature assisted neuro-transfer functions

This paper proposes a new parallel EM optimization approach to microwave filter design using feature assisted neuro-transfer functions. We propose to modify the conventional optimization objective function by adding a new feature-parameter based optimization objective. The purpose is to use feature parameters to assist optimization to overcome the problem of bad starting points. We use feature zeros of the response transfer function as feature parameters, and develop surrogate models of feature zeros as functions of geometrical variables using parallel EM simulations. This approach use surrogate to guide EM optimization to simultaneously identify and adjust feature zeros into suitable frequency bands while forcing the responses to meet specifications. The proposed optimization has a better chance of avoiding local minima and reaches optimal EM solution faster.

[1]  Venu-Madhav-Reddy Gongal-Reddy,et al.  Parallel Computational Approach to Gradient Based EM Optimization of Passive Microwave Circuits , 2016, IEEE Transactions on Microwave Theory and Techniques.

[2]  J.W. Bandler,et al.  Space mapping: the state of the art , 2004, IEEE Transactions on Microwave Theory and Techniques.

[3]  R. Vahldieck,et al.  Scattering parameter pole-zero optimization of microwave filters , 2003, 33rd European Microwave Conference Proceedings (IEEE Cat. No.03EX723C).

[4]  Feng Feng,et al.  Parallel Space-Mapping Approach to EM Optimization , 2014, IEEE Transactions on Microwave Theory and Techniques.

[5]  Chao Zhang,et al.  Parametric Modeling of EM Behavior of Microwave Components Using Combined Neural Networks and Pole-Residue-Based Transfer Functions , 2016, IEEE Transactions on Microwave Theory and Techniques.

[6]  John W. Bandler,et al.  Cognition-Driven Formulation of Space Mapping for Equal-Ripple Optimization of Microwave Filters , 2015, IEEE Transactions on Microwave Theory and Techniques.

[7]  John W. Bandler,et al.  Reliable Microwave Modeling by Means of Variable-Fidelity Response Features , 2015, IEEE Transactions on Microwave Theory and Techniques.

[8]  Lukasz Szydlowski,et al.  Zero-Pole Space Mapping for CAD of Filters , 2014, IEEE Microwave and Wireless Components Letters.