Decision Trees: An Overview and Their Use in Medicine
Journal of Medical Systems
Computational Statistics & Data Analysis - Nonlinear methods and data mining
Computer-Aided Design of Analog Integrated Circuits and Systems
Computer-Aided Design of Analog Integrated Circuits and Systems
Proceedings of the conference on Design, Automation and Test in Europe - Volume 2
Top-down heterogeneous synthesis of analog and mixed-signal systems
Proceedings of the conference on Design, automation and test in Europe: Proceedings
ALPS: the age-layered population structure for reducing the problem of premature convergence
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Analog Design Essentials (The International Series in Engineering and Computer Science)
Analog Design Essentials (The International Series in Engineering and Computer Science)
Simultaneous multi-topology multi-objective sizing across thousands of analog circuit topologies
Proceedings of the 44th annual Design Automation Conference
Design of Analog CMOS Integrated Circuits
Design of Analog CMOS Integrated Circuits
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
A geometric programming aided knowledge based approach for analog circuit synthesis and sizing
Proceedings of the 21st edition of the great lakes symposium on Great lakes symposium on VLSI
PAGE: parallel agile genetic exploration towards utmost performance for analog circuit design
Proceedings of the Conference on Design, Automation and Test in Europe
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This paper presents a methodology for analog designers to maintain their insights into the relationship among performance specifications, topology choice, and sizing variables, despite those insights being constantly challenged by changing process nodes and new specs. The methodology is to take a data-mining perspective on a Pareto Optimal Set of sized analog circuit topologies, then doing: extraction of a specs-to-topology decision tree; global nonlinear sensitivity analysis on topology and sizing variables; and determining analytical expressions of performance tradeoffs. These approaches are all complementary as they answer different designer questions. Once the knowledge is extracted, it can be readily distributed to help other designers, without needing further synthesis. Results are shown for operational amplifier design on a database containing thousands of Pareto Optimal designs across five objectives.