Reliable simulation-driven microwave design optimization using manifold mapping

A reliable algorithm for computationally efficient simulation-driven design optimization of microwave structures is introduced. Our approach exploits manifold mapping (MM), a response correction technique that aligns the coarse model (computationally cheap representation of the structure under consideration) with the accurate but CPU-intensive (fine) model of the optimized device. MM model does not use any extractable parameters which makes it easy to implement. Efficiency and excellent convergence properties of the proposed algorithm is demonstrated through the design of several microstrip filters.

[1]  Timothy W. Simpson,et al.  Metamodels for Computer-based Engineering Design: Survey and recommendations , 2001, Engineering with Computers.

[2]  Richard V. Snyder Practical aspects of microwave filter development , 2007 .

[3]  T.G. Spence,et al.  A Novel Miniature Broadband/Multiband Antenna Based on an End-Loaded Planar Open-Sleeve Dipole , 2006, IEEE Transactions on Antennas and Propagation.

[4]  David Echeverria Two new variants of the manifold-mapping technique , 2006 .

[5]  Hans Schantz,et al.  The art and science of ultrawideband antennas , 2005 .

[6]  Kin‐Lu Wong,et al.  A Miniature Dual-Mode Bandpass Filter Using Al$_{2}{\hbox{O}}_{3}$ Substrate , 2007, IEEE Microwave and Wireless Components Letters.

[7]  John W. Bandler,et al.  Quality assessment of coarse models and surrogates for space mapping optimization , 2008 .

[8]  John W. Bandler,et al.  Tuning space mapping optimization exploiting embedded surrogate elements , 2009, 2009 IEEE MTT-S International Microwave Symposium Digest.

[9]  R.J. Wenzel,et al.  Fast analysis and optimization of combline filters using FEM , 2001, 2001 IEEE MTT-S International Microwave Sympsoium Digest (Cat. No.01CH37157).

[10]  Ramana V. Grandhi,et al.  Improved Distributed Hypercube Sampling , 2002 .

[11]  S. Amari,et al.  Space-mapping optimization of planar coupled-resonator microwave filters , 2006, IEEE Transactions on Microwave Theory and Techniques.

[12]  Pieter W. Hemker,et al.  A trust-region strategy for manifold-mapping optimization , 2007, J. Comput. Phys..

[13]  D. Smith,et al.  EM-based design of large-scale dielectric-resonator filters and multiplexers by space mapping , 2004, IEEE Transactions on Microwave Theory and Techniques.

[14]  Lei Zhu,et al.  Wideband Microstrip Ring Resonator Bandpass Filters Under Multiple Resonances , 2007, IEEE Transactions on Microwave Theory and Techniques.

[15]  Slawomir Koziel Surrogate-based optimization of microwave structures using space mapping and kriging , 2009, 2009 European Microwave Conference (EuMC).

[16]  James C. Rautio Perfectly calibrated internal ports in EM analysis of planar circuits , 2008, 2008 IEEE MTT-S International Microwave Symposium Digest.

[17]  Søren Nymand Lophaven,et al.  DACE - A Matlab Kriging Toolbox , 2002 .

[18]  F. Lara-Rojo,et al.  A linear inverse space-mapping (LISM) algorithm to design linear and nonlinear RF and microwave circuits , 2005, IEEE Transactions on Microwave Theory and Techniques.

[19]  R. S. Chen,et al.  A combination of FDTD and least-squares support vector machines for analysis of microwave integrated circuits , 2005 .

[20]  P. W. Hemker,et al.  Space Mapping and Defect Correction , 2005 .

[21]  M. F. Pantoja,et al.  A Hybrid Genetic-Algorithm Space-Mapping Tool for the Optimization of Antennas , 2007, IEEE Transactions on Antennas and Propagation.

[22]  John W. Bandler,et al.  Tuning space mapping: A novel technique for engineering design optimization , 2008, 2008 IEEE MTT-S International Microwave Symposium Digest.

[23]  Andy J. Keane,et al.  Recent advances in surrogate-based optimization , 2009 .

[24]  S. Koziel,et al.  Space Mapping Design Framework Exploiting Tuning Elements , 2010, IEEE Transactions on Microwave Theory and Techniques.

[25]  Shih-Ming Wang,et al.  Compact and wideband microstrip bandstop filter , 2005 .

[26]  J.C. Rautio EM-Component-Based Design of Planar Circuits , 2007, IEEE Microwave Magazine.

[27]  A. Costanzo,et al.  Circuit-level nonlinear/electromagnetic co-simulation of an entire microwave link , 2005, IEEE MTT-S International Microwave Symposium Digest, 2005..

[28]  Sridhar Kanamaluru,et al.  Diplexer design using EM and circuit simulation techniques , 2007, IEEE Microwave Magazine.

[29]  G. Macchiarella,et al.  Microwave filter design by synthesis and optimization , 2007, IEEE Microwave Magazine.

[30]  Christophe Geuzaine,et al.  Analysis of perforated magnetic shields for electric power applications , 2009 .

[31]  Farrokh Mistree,et al.  Kriging Models for Global Approximation in Simulation-Based Multidisciplinary Design Optimization , 2001 .

[32]  R. Van de Walle,et al.  Two-Level Response and Parameter Mapping Optimization for Magnetic Shielding , 2008, IEEE Transactions on Magnetics.

[33]  Lei Xia,et al.  Support Vector Regression Model for Millimeter Wave Transitions , 2007 .

[34]  Tamara G. Kolda,et al.  Optimization by Direct Search: New Perspectives on Some Classical and Modern Methods , 2003, SIAM Rev..

[35]  Nicholas I. M. Gould,et al.  Trust Region Methods , 2000, MOS-SIAM Series on Optimization.

[36]  J.W. Bandler,et al.  Space Mapping With Adaptive Response Correction for Microwave Design Optimization , 2009, IEEE Transactions on Microwave Theory and Techniques.

[37]  S. Koziel,et al.  A Space-Mapping Framework for Engineering Optimization—Theory and Implementation , 2006, IEEE Transactions on Microwave Theory and Techniques.

[38]  S. Koziel,et al.  Space mapping , 2008, IEEE Microwave Magazine.

[39]  R. Lewis,et al.  An Overview of First-Order Model Management for Engineering Optimization , 2001 .

[40]  Ke-Li Wu,et al.  An effective dynamic coarse model for optimization design of LTCC RF circuits with aggressive space mapping , 2004, IEEE Transactions on Microwave Theory and Techniques.

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

[42]  S. Koziel,et al.  Accelerated Microwave Design Optimization With Tuning Space Mapping , 2009, IEEE Transactions on Microwave Theory and Techniques.

[43]  Slawomir Koziel Efficient optimization of microwave circuits using shape-preserving response prediction , 2009, 2009 IEEE MTT-S International Microwave Symposium Digest.

[44]  M. Dorica,et al.  Response surface space mapping for electromagnetic optimization , 2006, IEEE Transactions on Magnetics.