Advanced microwave modeling framework exploiting automatic model generation, knowledge neural networks and space mapping

@article{Devabhaktuni2002AdvancedMM,
  title={Advanced microwave modeling framework exploiting automatic model generation, knowledge neural networks and space mapping},
  author={V. Devabhaktuni and B. Chattaraj and M. C. E. Yagoub and Q. J. Zhang},
  journal={2002 IEEE MTT-S International Microwave Symposium Digest (Cat. No.02CH37278)},
  year={2002},
  volume={2},
  pages={1097-1100 vol.2}
}
In this paper, we propose an efficient Knowledge based Automatic Model Generation (KAMG) technique, aimed at generating microwave neural models of highest possible accuracy using fewest accurate data. The technique is comprehensively derived to integrate three distinct powerful concepts, namely, automatic model generation, knowledge neural networks and space mapping. We utilize two types of data generators - fine data generators that are accurate and slow (e.g., CPU-intensive 3D-EM simulators… CONTINUE READING
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