AIDA-CMK: Multi-Algorithm Optimization Kernel Applied to Analog IC Sizing

Nonfiction, Science & Nature, Technology, Electronics, Circuits, Computers, Application Software, CAD/CAM
Cover of the book AIDA-CMK: Multi-Algorithm Optimization Kernel Applied to Analog IC Sizing by Ricardo Lourenço, Nuno Lourenço, Nuno Horta, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Ricardo Lourenço, Nuno Lourenço, Nuno Horta ISBN: 9783319159553
Publisher: Springer International Publishing Publication: February 20, 2015
Imprint: Springer Language: English
Author: Ricardo Lourenço, Nuno Lourenço, Nuno Horta
ISBN: 9783319159553
Publisher: Springer International Publishing
Publication: February 20, 2015
Imprint: Springer
Language: English

This work addresses the research and development of an innovative optimization kernel applied to analog integrated circuit (IC) design. Particularly, this works describes the modifications inside the AIDA Framework, an electronic design automation framework fully developed by at the Integrated Circuits Group-LX of the Instituto de Telecomunicações, Lisbon. It focusses on AIDA-CMK, by enhancing AIDA-C, which is the circuit optimizer component of AIDA, with a new multi-objective multi-constraint optimization module that constructs a base for multiple algorithm implementations. The proposed solution implements three approaches to multi-objective multi-constraint optimization, namely, an evolutionary approach with NSGAII, a swarm intelligence approach with MOPSO and stochastic hill climbing approach with MOSA. Moreover, the implemented structure allows the easy hybridization between kernels transforming the previous simple NSGAII optimization module into a more evolved and versatile module supporting multiple single and multi-kernel algorithms. The three multi-objective optimization approaches were validated with CEC2009 benchmarks to constrained multi-objective optimization and tested with real analog IC design problems. The achieved results were compared in terms of performance, using statistical results obtained from multiple independent runs. Finally, some hybrid approaches were also experimented, giving a foretaste to a wide range of opportunities to explore in future work.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This work addresses the research and development of an innovative optimization kernel applied to analog integrated circuit (IC) design. Particularly, this works describes the modifications inside the AIDA Framework, an electronic design automation framework fully developed by at the Integrated Circuits Group-LX of the Instituto de Telecomunicações, Lisbon. It focusses on AIDA-CMK, by enhancing AIDA-C, which is the circuit optimizer component of AIDA, with a new multi-objective multi-constraint optimization module that constructs a base for multiple algorithm implementations. The proposed solution implements three approaches to multi-objective multi-constraint optimization, namely, an evolutionary approach with NSGAII, a swarm intelligence approach with MOPSO and stochastic hill climbing approach with MOSA. Moreover, the implemented structure allows the easy hybridization between kernels transforming the previous simple NSGAII optimization module into a more evolved and versatile module supporting multiple single and multi-kernel algorithms. The three multi-objective optimization approaches were validated with CEC2009 benchmarks to constrained multi-objective optimization and tested with real analog IC design problems. The achieved results were compared in terms of performance, using statistical results obtained from multiple independent runs. Finally, some hybrid approaches were also experimented, giving a foretaste to a wide range of opportunities to explore in future work.

More books from Springer International Publishing

Cover of the book The Problem of Objectivity in Gadamer's Hermeneutics in Light of McDowell's Empiricism by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Fusion of Smart, Multimedia and Computer Gaming Technologies by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Heavy Neutral Particle Decays to Tau Pairs by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Trust, Privacy and Security in Digital Business by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Mobile Networks and Management by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Molecular Physiology and Ecophysiology of Sulfur by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Interpretation of Basic and Advanced Urodynamics by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Complicite, Theatre and Aesthetics by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Cryptography and Information Security in the Balkans by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Pedometrics by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Redefining Management by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book MultiMedia Modeling by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Relativity for Everyone by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Data Analysis and Pattern Recognition in Multiple Databases by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
Cover of the book Proceedings of the 9th International Symposium on Superalloy 718 & Derivatives: Energy, Aerospace, and Industrial Applications by Ricardo Lourenço, Nuno Lourenço, Nuno Horta
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy