Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms

Frederico A.E. Rocha, Ricardo M.F. Martins, Nuno C.C. Lourenço, Nuno C.G. Horta (Autoren)

Buch | Softcover

XI, 69 Seiten

2013
Springer International Publishing (Verlag)
978-3-319-02188-1 (ISBN)

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This book applies to the scientific area of electronic design automation (EDA) and addresses the automatic sizing of analog integrated circuits (ICs). Particularly, this book presents an approach to enhance a state-of-the-art layout-aware circuit-level optimizer (GENOM-POF), by embedding statistical knowledge from an automatically generated gradient model into the multi-objective multi-constraint optimization kernel based on the NSGA-II algorithm. The results showed allow the designer to explore the different trade-offs of the solution space, both through the achieved device sizes, or the respective layout solutions.

Introduction.- Related Work.- Gradient Model Generation.- Enhanced Circuit-Level Optimization Kernel.- Case Studies.- Conclusions and Outlook.

Erscheint lt. Verlag	15.10.2013
Reihe/Serie	SpringerBriefs in Applied Sciences and Technology
Reihe/Serie	SpringerBriefs in Computational Intelligence
Zusatzinfo	XI, 69 p. 39 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	141 g
Themenwelt	Informatik ► Theorie / Studium ► Algorithmen
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Technik ► Elektrotechnik / Energietechnik
Schlagworte	Algorithm analysis and problem complexity • Analog IC Sizing • Electronic Design Automation • evolutionary computation • Gradient Model • Multi-Objective Multi-Constraint Optimization
ISBN-10	3-319-02188-5 / 3319021885
ISBN-13	978-3-319-02188-1 / 9783319021881
Zustand	Neuware