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Neural networks in microwave circuit design—beyond black-box models (invited article)

✍ Scribed by Mankuan Vai; Sheila Prasad

Publisher: John Wiley and Sons
Year: 1999
Tongue: English
Weight: 292 KB
Volume: 9
Category: Article
ISSN: 1096-4290
DOI: 10.1002/(sici)1099-047x(199905)9:3<187::aid-mmce5>3.0.co;2-h

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✦ Synopsis

Neural networks were developed into a computer-aided approach designing microwave circuits. Researchers replaced device models with faster neural network models in microwave design, however, other ingredients of the design process remain unchanged. Our research explored two neural network applications that extended the role of neural networks beyond being black-box models.

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Neural networks found significant applications in microwave CAD. In this paper, after providing a brief description of neural networks employed so far in this context, we illustrate some of their most significant applications and typical issues arising in practical implementation. We also summarize