Download presentation
Presentation is loading. Please wait.
1
Cristian Ferent and Alex Doboli
Towards Creative Analog Synthesis: A Symbolic Representation for Exploring Circuit Operation Principles Cristian Ferent and Alex Doboli Department of Electrical and Computer Engineering State University of New York at Stony Brook
2
Motivation, Goals, and Contributions
Systematically characterize a collection of designs: Implement performance specific circuit models Highlight common & different features between circuits Identify advantages & limitations of a circuit compared to others Derive conditions under which design alternatives exhibit similar performance
3
Motivation, Goals, and Contributions (II)
Model to characterize transconductor linearity Illustrate mechanisms which can enhance circuit performance: extended operating range and/or device non-linearity compensation
4
Motivation, Goals, and Contributions (III)
Automatically produce circuit classification schemes: Build a representation to express main similarities & differences between a set of circuits implementing the same functionality Based on topological structures of features that influence the performance of a design Produce compact classification – minimum of separation criteria
5
Problem Description: concept representation
[1] Coupling between nodes Classification along curve D1 Features related to performance Circuit node Similar node features Distinguishing criteria curves [1] C. Ferent, A. Doboli, "A Symbolic Technique for Automated Characterization of the Uniqueness and Similarity of Analog Circuit Design Features", DATE 2011
6
Proposed Method: automated generation of classification schemes
Produce the separation criteria for a given performance Determine best separation criteria Construct hierarchical classification scheme
7
Algorithm Details Build performance-based circuit models
2) Group nodes with similar behavior (separation criteria): Minimize total number of matched groups (N ) Minimize matching error within groups of nodes Identify constraints under which matching is valid
8
Algorithm Details (II)
3) Sort matched groups (cluster): Signal path tracing and model decoupling algorithms 4) Use entropy to rank similarities and differences between circuits: N – number of circuits represented in cluster Ck pi – probability a circuit from cluster Ck is associated with matched group Gj 5) Produce hierarchy with maximum matching at higher levels
9
Similar behavior / topology Distinct behavior / topology
Frequency Domain Model Matching: amplifier circuits hierarchical classification Increasing entropy value Similar behavior / topology Distinct behavior / topology Common structures Different structures
10
Classification correlation with performance
Also identify number of terms that differ between node structures Indication of topology’s flexibility to satisfy performance (e.g. setting pole and zero positions)
11
Transconductor Linearity Models
Extend range Correct linearity
12
Linearity Model Matching: transconductors hierarchical classification
Common structures Identical Processing Path Additional Processing Different structures
13
Identical Control Path Additional Control Voltages
Linearity Model Matching: (II) transconductors hierarchical classification Identical Control Path Additional Control Additional Control Voltages
14
Future Work Apply the proposed methodology for a set of state-of-the-art amplifier designs Derive topological and performance classification schemes
15
Summary & Conclusions Develop new symbolic technique for automated generation of circuit classification schemes Produce the set of separation criteria Based on performance specific circuit models Sort separation criteria based on their capability to distinguish between different structures Proposed metric based on entropy Build hierarchical classification Highlight similarities and differences with impact on performance Offer insight through symbolic expressions Identify common & dissimilar circuit node structures Relate symbolic differences and similarities to performance attributes Suggest design’s flexibility for achieving certain performance
Similar presentations
© 2024 SlidePlayer.com. Inc.
All rights reserved.