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Analog & RF Circuit Optimization
© Copyright AgO Inc 20112
What we will talk about
• Company Background
• Challenges in Analog and RF design
• Overview of AnXplorer
• Competitive Differentiation
© Copyright AgO Inc 20113
Company Background
• Founded in 2007• Held senior positions at National• Held senior position in GE and Toshiba• Awarded 8 Patents and 15 papers -National• AgO - Advanced Generation Optimization• Global Sales & Marketing Presence Q4 2011
© Copyright AgO Inc 20114
Challenges in Analog & RF Design
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
Classic Analog Design Methodology• 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
Optimization Strategy Optimization Strategy
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 PVT variations using Monte Carlo• Support all types of devices• Explore results using database
© Copyright AgO Inc 20118
AgO Design Methodology
AnXplorer automates device resizing using SPICE runs
Define topology
Physical layout& adjust
ExtractionLayout verification
Designspecification &
constraints
AnXplorer
Feasibility
Global
Centering
© Copyright AgO Inc 20119
Porting of Existing Circuits
AnXplorer
Technology X
Technology Y
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
Porting
© Copyright AgO Inc 201110
Prioritized Design Objectives
• Most tools support a weight-based prioritisation for multiple objectives– Designer is often unsure of relative weights
• AnXplorer supports hierarchical design objectives– User defines relative priority of different objectives
• AnXplorer achieves important objectives before optimizing others
© Copyright AgO Inc 201111
Implicit Objectives
• Imposes implicit objectives on conditions of devices at DC operating point
• Customizable objectives• Detects common sub-circuits and
imposes constraints on their operating conditions
• Ensures a robust DC operating point
• Feature only available for MOS devices
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 Evolutionary algorithm• Capable of finding global minimum in presence of many local minima• Successfully optimised tough tests e.g. Rastrigin’s function• Optional logarithmic partitioning of design space
Supports both simulation-based optimization & equation-based optimization
© Copyright AgO Inc 201113
Multiple Local Minimum
© Copyright AgO Inc 201114
Trade-off Analysis
• 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 Spectre – Synopsys Finesim & HSpice– Mentor Eldo – Multi-threading support
• Operating system– Red Hat Enterprise Linux RHEL 5 & 4
© Copyright AgO Inc 201117
Competitive Differentiation
• One product, four optimization steps
• Robust centering to maximise yield –Monte Carlo
• Implicit objectives for stable DC operation (CMOS)
• Hierarchical design objectives
• User can perform trade-off analysis
• Industry standard formats and simulators
• Core based on Evolutionary Algorithm
© Copyright AgO Inc 201118
Promotion
• EE Times Global Coverage
• Document Download 300 per month
• No of customers engagement 50 in 2012
• Trade Show: DATE 2012 Dresden Germany
© Copyright AgO Inc 201119
Market Segment - Power
© Copyright AgO Inc 201120
HD TV
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Wireless
560 LTE Devices83 SuppliersMIMO Technology
http://www.gsacom.com/news/statistics.php4
© Copyright AgO Inc 201122
Medical Devices
• Low Power• Reliability• Performance• Long Life• Implant Devices $15B
Analog and RF Optimization New generation Analog & RF Circuit Optimization
Hillol [email protected]