Efficient analytical formulation and sensitivity analysis of neuro-space mapping for nonlinear microwave device modeling

@article{Zhang2005EfficientAF,
  title={Efficient analytical formulation and sensitivity analysis of neuro-space mapping for nonlinear microwave device modeling},
  author={Lei Zhang and Jianjun Xu and M. C. E. Yagoub and Runtao Ding and Qi-Jun Zhang},
  journal={IEEE Transactions on Microwave Theory and Techniques},
  year={2005},
  volume={53},
  pages={2752-2767}
}
A new computer-aided design (CAD) method for automated enhancement of nonlinear device models is presented, advancing the concept of Neuro-space mapping (Neuro-SM). It is a systematic computational method to address the situation where an existing device model cannot fit new device data well. By modifying the current and voltage relationships in the model, Neuro-SM produces a new model exceeding the accuracy limit of the existing model. In this paper, a novel analytical formulation of Neuro-SM… CONTINUE READING
Highly Cited
This paper has 70 citations. REVIEW CITATIONS
51 Citations
30 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 51 extracted citations

70 Citations

0510'08'11'14'17
Citations per Year
Semantic Scholar estimates that this publication has 70 citations based on the available data.

See our FAQ for additional information.

References

Publications referenced by this paper.
Showing 1-10 of 30 references

GaAs MESFET modeling and nonlinear CAD

  • W. R. Curtice
  • IEEE Trans. Microw. Theory Tech., vol. 36, no. 2…
  • 1988
Highly Influential
10 Excerpts

Neural Networks for RF and Microwave Design

  • Q. J. Zhang, K. C. Gupta
  • 2000
Highly Influential
7 Excerpts

GaAs High-Speed Devices: Physics, Technology, and Circuit Applications

  • C. Y. Chang, F. Kai
  • New York: Wiley,
  • 1994
Highly Influential
8 Excerpts

A new family of neural network-based bi-directional and dispersive behavioral models for nonlinear RF/Microwave subsystems

  • V. Rizzoli, A. Neri, D. Masotti, A. Lipparini
  • Int. J. RF Microw. CAE (Special Issue on…
  • 2002

Similar Papers

Loading similar papers…