Yield‐aware sizing of pipeline ADC using a multiple‐objective evolutionary algorithm

Summary In this paper, an efficient and highly accurate algorithm for yield-aware design of pipeline analog to digital converters (ADCs) based on a four-step approach is presented. First, a general netlist is generated for the data converter building blocks. Then, using an evolutionary method, its best performance sizing is estimated. Finally, the yield gets enhanced to reach a desired value. With the same accuracy, the presented algorithm can achieve yield optimization by approximately five times less computational cost compared with a state-of-the-art MC-based method. The framework is applied to demonstrate a reliable converter with optimum performance, power consumption, speed and area overhead during a single running process. A prototype 10-bit resolution, 10-MS/s pipeline analog to digital converter has been simulated in a 0.18-µm 1.8-V CMOS process. Presented results, applying the proposed method, show important advantages in terms of accuracy and efficiency. Copyright © 2016 John Wiley & Sons, Ltd.

[1]  Byung-Geun Lee,et al.  A 10-bit 50 MS/s Pipelined ADC With Capacitor-Sharing and Variable-$g_{m}$ Opamp , 2009, IEEE Journal of Solid-State Circuits.

[2]  L. Milor,et al.  A Survey of Yield Modeling and Yield Enhancement Methods , 2013, IEEE Transactions on Semiconductor Manufacturing.

[3]  Mohammad Shokouhifar,et al.  Systematic design of analog integrated circuits using ant colony algorithm based on noise optimization , 2016 .

[4]  Byung-Moo Min,et al.  A 10b 170MS/s CMOS Pipelined ADC Featuring 84dB SFDR without Calibration , 2006, 2006 Symposium on VLSI Circuits, 2006. Digest of Technical Papers..

[5]  Hossein Shamsi,et al.  Automatic Design and Yield Enhancement of Data Converters , 2017, J. Circuits Syst. Comput..

[6]  Michael P. Flynn,et al.  Statistical Analysis of ENOB and Yield in Binary Weighted ADCs and DACS With Random Element Mismatch , 2012, IEEE Transactions on Circuits and Systems I: Regular Papers.

[7]  Paul R. Gray,et al.  A power optimized 13-b 5 Msamples/s pipelined analog-to-digital converter in 1.2 /spl mu/m CMOS , 1996 .

[8]  Ángel Rodríguez-Vázquez,et al.  Transistor-Level Synthesis of Pipeline Analog-to-Digital Converters Using a Design-Space Reduction Algorithm , 2011, IEEE Transactions on Circuits and Systems I: Regular Papers.

[9]  Xieting Ling,et al.  Novel methods for circuit worst-case tolerance analysis , 1996 .

[10]  Francisco V. Fernández,et al.  Efficient and Accurate Statistical Analog Yield Optimization and Variation-Aware Circuit Sizing Based on Computational Intelligence Techniques , 2011, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[11]  Julian Francis Miller,et al.  Towards the automatic design of more efficient digital circuits , 2000, Proceedings. The Second NASA/DoD Workshop on Evolvable Hardware.

[12]  Deog-Kyoon Jeong,et al.  A partially switched-opamp technique for high-speed low-power pipelined analog-to-digital converters , 2006, IEEE Transactions on Circuits and Systems I: Regular Papers.

[13]  Chih-Kong Ken Yang,et al.  An INL Yield Model of the Digital-to-Analog Converter , 2013, IEEE Transactions on Circuits and Systems I: Regular Papers.

[14]  Manuel Delgado-Restituto,et al.  Device-Level Modeling and Synthesis of High-Performance Pipeline ADCs , 2011 .

[15]  M. Stein Large sample properties of simulations using latin hypercube sampling , 1987 .

[16]  G. Gielen,et al.  Automated synthesis of complex analog circuits , 2007, 2007 18th European Conference on Circuit Theory and Design.

[17]  I. Ahmed,et al.  A High Bandwidth Power Scalable Sub-Sampling 10-Bit Pipelined ADC With Embedded Sample and Hold , 2008, IEEE Journal of Solid-State Circuits.

[18]  Chulwoo Kim,et al.  10-bit 100MS/s CMOS pipelined A/D converter with 0.59pJ/conversion-step , 2008, 2008 IEEE Asian Solid-State Circuits Conference.

[19]  Mohammad Shokouhifar,et al.  An evolutionary-based methodology for symbolic simplification of analog circuits using genetic algorithm and simulated annealing , 2015, Expert Syst. Appl..

[20]  Robert Spence,et al.  The Parametric Yield Enhancement of Integrated Circuits , 1991, Int. J. Circuit Theory Appl..

[21]  Chien-Nan Jimmy Liu,et al.  Simultaneous Optimization of Analog Circuits With Reliability and Variability for Applications on Flexible Electronics , 2014, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[22]  Ángel Rodríguez-Vázquez,et al.  Accurate Settling-Time Modeling and Design Procedures for Two-Stage Miller-Compensated Amplifiers for Switched-Capacitor Circuits , 2009, IEEE Transactions on Circuits and Systems I: Regular Papers.

[23]  Stephen H. Lewis,et al.  Optimizing the stage resolution in pipelined, multistage, analog-to-digital converters for video-rate applications , 1992 .

[24]  Hossein Shamsi,et al.  Resilient design of current steering DACs using a transistor level approach , 2017 .

[25]  Behzad Razavi,et al.  A 10-b 1-GHz 33-mW CMOS ADC , 2013, IEEE Journal of Solid-State Circuits.