Text

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

---

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.

---

Availability

No copy data

Detail Information

Series Title

SpringerBriefs in Applied Sciences and Technology

Call Number

005.642 LOU a

Publisher

Cham : Springer., 2015

Collation

XI, 64

Language

English

ISBN/ISSN

978-3-319-15955-3

Classification

005.642

Content Type

text

Media Type

computer

Carrier Type

online resource

Edition

Ed. 1

Subject(s)

Electronic Circuits and Systems
Computational Intelligence

Specific Detail Info

-

Statement of Responsibility

Ricardo Lourenço, Nuno Lourenço, Nuno Horta

Other Information

Cataloger

umi

Source

https://link.springer.com/content/pdf/10.1007/978-3-319-15955-3.pdf?pdf=button

Validator

-

Other version/related

File Attachment

Comments

---

You must be logged in to post a comment