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Hillol Sarkar
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© Copyright AgO Inc 20111
Google Glass PathologyDr. Liron Pantanowitz, MD
© Copyright AgO Inc 20112
Google Glass
© Copyright AgO Inc 20113
100X Faster Simulation - Six Sigma Optimization
© Copyright AgO Inc 20114
SoC Design Objectives
Respin avoidance• Analog circuits are responsible for ~ 50% of IC design re-spins• Re-spins can mean missing market windows and unbudgeted costs
Achieving design specification• Meeting or beating performance while minimising cost of implementation• Managing greater complexity in operating and power saving modes
Maximising yield• Validating greater numbers of process, voltage and temperature corners• Efficiently centering design across all PVT corners using Monte Carlo
Design porting• Moving existing circuit designs to similar technologies• Re-centering design to meet constraints of new technology
© Copyright AgO Inc 20115
Analog Design Flow
• Design methodology has changed little over the years• Manual, iterative design with many SPICE runs
Define topology &
resize devices
Physical layout& adjust
ExtractionLayout verification
Designspecification &
constraints
Spice
Spice
© Copyright AgO Inc 20116
Massively Parallel Optimization
Feasibility Global Optimization Centering Database
Description• DC Operation• Increase Margin• Quick check• Best Design
Space
Description• Single Corner• Meet
performance• Monte Carlo• Ready for Center
Description• All Corners• Rapid Size• Ready for P&R
Description• Conflict• Change Priority• System Analysis
AgO Optimization Strategy
© Copyright AgO Inc 20117
AnXplorer Goals
• Quickly size W/L a circuit in a given technology• Explore suitability of different design options • Robust design over PVT & Monte Carlo• Support all types of devices• Explore results using database• Optimize production yield
© Copyright AgO Inc 20118
AgO Design Methodology
AnXplorer automates device sizing
Define topology
Physical layout& adjust
ExtractionLayout verification
Designspecification &
constraints
Feasibility
Global
Centering
© Copyright AgO Inc 20119
Process Porting
Vendor A
Vendor B
Common challenge• Port existing design in technology X (say
180 nm) to technology Y (in 180 nm)• Ensure that original design goals are met
AnXplorer approach
• Start with original sized circuit• Define variable ranges for target circuit• “One click” command• Optimises and centers with new PVT
corners
Vendor Node Porting
© Copyright AgO Inc 201110
Prioritized Design Objectives
• Most tools support weight-based prioritisation for multiple objectives– Designer often unsure of relative weights – bad
design practice• AnXplorer supports hierarchical design objectives
– User defines relative priority • AnXplorer achieves important objectives before
optimizing low priority signals
© Copyright AgO Inc 201111
Implicit Objectives
• Imposes implicit objectives on conditions of devices at DC operating point
• Customizable Implicit objectives• Detects common sub-circuits and
imposes constraints on their operating conditions
• Ensures a robust DC • Available for MOS devices only
Examples of sub-circuits:• transistors in
saturation• transistors in linear
region• current mirrors• level shifters• differential pairs• voltage reference• current mirror
banks• etc
© Copyright AgO Inc 201112
Core Optimization Technology
Early Optimisation tools• Frequently relied on traditional
convex/gradient methods• These are known to have difficulty
with multiple local minima
AnXplorer• Based on advanced Evolutionary
algorithm• Capable of finding global minimum in
presence of many local minima• Successfully optimised tough tests
Rastrigin’s function• logarithmic partitioning of design
space
Supports both simulation-based optimization & equation-based optimization
© Copyright AgO Inc 201113
Multiple Local Minimum
13
© Copyright AgO Inc 201114
Trade-off Analysis Database
• Finds multiple design points satisfying design objectives
• Creates exploration database for post-optimization analysis– Database stores all explored design points– Query language or GUI
• Useful for trade-off analysis with conflicting objectives
• Useful for “what-if” analysis
© Copyright AgO Inc 201115
Industry Standard Formats
AnXplorer
Design objectives Un-sized circuit
Schematics
Sized and centerednet list
Exploration database for
Trade off analysis
Definition of Design variables
Compatible with existing design flows
© Copyright AgO Inc 201116
Design Environment
• Spice Simulators– Cadence – Synopsys – Mentor – Multi-threading support
• Operating system– 64 Bit Red Hat RHEL 5
© Copyright AgO Inc 201117
Differentiation• Push bottom integrated technology• Robust Circuits to maximise yield –Monte Carlo• Implicit objectives for stable DC operation• Hierarchical design objectives• Trade-off analysis database• Industry standard simulators• Advanced Evolutionary Algorithm