Design and optimization of dual-threshold circuits for low-voltage low-power applications
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Stand-by power minimization through simultaneous threshold voltage selection and circuit sizing
Proceedings of the 36th annual ACM/IEEE Design Automation Conference
Low power synthesis of dual threshold voltage CMOS VLSI circuits
ISLPED '99 Proceedings of the 1999 international symposium on Low power electronics and design
Standby power optimization via transistor sizing and dual threshold voltage assignment
Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
Gate sizing using Lagrangian relaxation combined with a fast gradient-based pre-processing step
Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
Proceedings of the 2003 international symposium on Low power electronics and design
Fast and effective gate-sizing with multiple-Vt assignment using generalized Lagrangian Relaxation
Proceedings of the 2005 Asia and South Pacific Design Automation Conference
ICCAD '05 Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design
Discrete Vt assignment and gate sizing using a self-snapping continuous formulation
ICCAD '05 Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design
Gate sizing for cell library-based designs
Proceedings of the 44th annual Design Automation Conference
Gate sizing by Lagrangian relaxation revisited
Proceedings of the 2007 IEEE/ACM international conference on Computer-aided design
Proceedings of the 13th international symposium on Low power electronics and design
A new algorithm for simultaneous gate sizing and threshold voltage assignment
Proceedings of the 2009 international symposium on Physical design
Static Timing Analysis for Nanometer Designs: A Practical Approach
Static Timing Analysis for Nanometer Designs: A Practical Approach
Simultaneous Vtselection and assignment for leakage optimization
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Fast and exact simultaneous gate and wire sizing by Lagrangian relaxation
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Fast and efficient lagrangian relaxation-based discrete gate sizing
Proceedings of the Conference on Design, Automation and Test in Europe
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In a typical circuit optimization flow, one essential decision is to select the implementation for each gate according to a cell library. An implementation implies specific gate size, threshold voltage, etc. The selection normally needs to handle multiple and often conflicting objectives. An effective approach for multi-objective optimization is Lagrangian relaxation (LR), which has been adopted in continuous gate sizing. When LR is applied to the gate implementation selection, the Lagrangian dual problem is no longer convex like in continuous gate sizing, and conventional sub-gradient method becomes inefficient. In this paper, we propose a projection-based descent method and a new technique of Lagrangian multiplier distribution for solving the Lagrangian dual problem in discrete space. Experimental results demonstrate that our approach leads to significantly better solution quality and faster convergence compared to the sub-gradient method.