Using Artificial Neural Networks for Analog Integrated Circuit Design Automation

af

indgår i serie Springerbriefs in Applied Sciences and Technology


Using Artificial Neural Networks for Analog Integrated Circuit Design Automation
Du sparer Spar kr. 35,00 med Saxo Premium
  • Leveringstid 5-9 hverdage
  • Forventet levering 10-03-2021
Hvis du køber til medlemspris, bliver du automatisk medlem af Saxo Premium. De første 30 dage er gratis, derefter koster det 99,-/md. Medlemskabet fornyes automatisk og kan altid opsiges. Læs mere om alle fordelene her.
Format:
Bog, paperback
Udgivelsesdato:
01-01-2020
Sprog:
Engelsk
Udgave:
1st ed. 2020.
  • Beskrivelse
  • Yderligere info
  • Anmeldelser

This book addresses the automatic sizing and layout of analog integrated circuits (ICs) using deep learning (DL) and artificial neural networks (ANN). It explores an innovative approach to automatic circuit sizing where ANNs learn patterns from previously optimized design solutions. In opposition to classical optimization-based sizing strategies, where computational intelligence techniques are used to iterate over the map from devices' sizes to circuits' performances provided by design equations or circuit simulations, ANNs are shown to be capable of solving analog IC sizing as a direct map from specifications to the devices' sizes. Two separate ANN architectures are proposed: a Regression-only model and a Classification and Regression model. The goal of the Regression-only model is to learn design patterns from the studied circuits, using circuit's performances as input features and devices' sizes as target outputs. This model can size a circuit given its specifications for a single topology. The Classification and Regression model has the same capabilities of the previous model, but it can also select the most appropriate circuit topology and its respective sizing given the target specification. The proposed methodology was implemented and tested on two analog circuit topologies.

Andre udgaver:

E-bog, ePub

Vis mereVis mindre

Udgivelsesdato:
01-01-2020
ISBN13:
9783030357429
Vægt:
197 g
Dybde:
6 mm
Bredde:
155 mm
Højde:
235 mm
Format:
Paperback

Vis mereVis mindre

Vis mereVis mindre

Fandt du ikke hvad du søgte?

Hvis denne bog ikke er noget for dig, kan du benytte kategorierne nedenfor til at finde andre titler. Klik på en kategori for at se lignende bøger.

Velkommen til Saxo - din danske boghandel!

Hos os kan du handle som Gæst, Saxo-bruger eller Saxo Premium-medlem. Du bestemmer selv, og vores kundeservice sidder altid klar med hjælp.

Om medlemspriser hos Saxo

Hvis du køber til medlemspris, bliver du automatisk medlem og får del i de mange fede fordele. De første 30 dage er gratis for nye brugere, og derefter koster det kun 99,-/md. Medlemskabet fornyes automatisk, og du kan altid opsige det. Læs mere om fordelene ved Saxo Premium her.

Machine Name: SAXO082