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 Pak | 1 | 15 | 2.64 |
Francisco V. Fernández | 2 | 234 | 40.82 |
Günhan Dündar | 3 | 245 | 37.59 |