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

Author:   Ricardo Lourenço ,  Nuno Lourenço ,  Nuno Horta
Publisher:   Springer International Publishing AG
Edition:   2015 ed.
ISBN:  

9783319159546


Pages:   64
Publication Date:   19 March 2015
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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AIDA-CMK: Multi-Algorithm Optimization Kernel Applied to Analog IC Sizing


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Overview

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.

Full Product Details

Author:   Ricardo Lourenço ,  Nuno Lourenço ,  Nuno Horta
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2015 ed.
Dimensions:   Width: 15.50cm , Height: 0.40cm , Length: 23.50cm
Weight:   1.299kg
ISBN:  

9783319159546


ISBN 10:   3319159542
Pages:   64
Publication Date:   19 March 2015
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Previous works on automated analog IC sizing.- AIDA-CMK: AIDA-C with MOO framework.- Multi-objective framework implementation.- Kernel validation using CEC2009 benchmarks.- Results for analog IC design.- Conclusion and Future work.

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