Analog IC Placement Generation via Neural Networks from Unlabeled Data (eBook, PDF)

Analog IC Placement Generation via Neural Networks from Unlabeled Data (eBook, PDF)

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In this book, innovative research using artificial neural networks (ANNs) is conducted to automate the placement task in analog integrated circuit layout design, by creating a generalized model that can generate valid layouts at push-button speed. Further, it exploits ANNs' generalization and push-button speed prediction (once fully trained) capabilities, and details the optimal description of the input/output data relation. The description developed here is chiefly reflected in two of the system's characteristics: the shape of the input data and the minimized loss function. In order to addres...

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