Title
Comparison of QMC-based yield-aware pareto front techniques for multi-objective robust analog synthesis.
Abstract
This paper focuses on the implementation of different techniques for the integration of yield estimation in the synthesis loop of analog integrated circuits (ICs). MOEA/D (Multi-Objective Evolutionary Algorithm with Decomposition) is considered to be a very powerful multi-objective optimization algorithm. For the consideration of yield, several techniques are discussed and three different yield-aware Pareto front (PF) generation techniques have been implemented on the MOEA/D optimizer. The implemented yield-aware PF techniques are compared by designing a fully-differential folded-cascode amplifier with different number of objectives. In order to embed the variation effects into the optimization loop, the statistical analysis of the circuit has been carried out by using a Quasi Monte Carlo (QMC) technique. The results suggest that especially two of these techniques look promising for high dimensional robust optimization of analog circuits.
Year
DOI
Venue
2016
10.1016/j.vlsi.2016.04.004
Integration
Keywords
Field
DocType
Analog design automation,Robust synthesis,Yield-aware optimization,Multi-objective optimization
Mathematical optimization,Analogue electronics,Analog synthesis,Evolutionary algorithm,Robust optimization,Computer science,Quasi-Monte Carlo method,Electronic engineering,Multi-objective optimization,Integrated circuit,Amplifier
Journal
Volume
Issue
ISSN
55
C
0167-9260
Citations 
PageRank 
References 
1
0.40
9
Authors
3
Name
Order
Citations
PageRank
Murat Pak1152.64
Francisco V. Fernández223440.82
Günhan Dündar324537.59