Accurate interpolation of library timing parameters through recurrent convolutional neural network

D Hyun, Y Jung, Y Shin - IEEE Transactions on Computer …, 2023 - ieeexplore.ieee.org
Interpolation is used to approximate the timing parameters of logic cells not specified in
timing tables. Bilinear interpolation has been taken for granted in the industry, but the error …

DNNLibGen: Deep neural network based fast library generator

E Naswali, AC Quiros… - 2019 26th IEEE …, 2019 - ieeexplore.ieee.org
We propose a new modeling methodology using deep learning techniques for generating
timing models for Static Timing Analysis (STA). Current device behavior is non-linear, non …

Fast and accurate library generation leveraging deep learning for ocv modelling

E Naswali, N Kim, P Chandran - 2021 22nd International …, 2021 - ieeexplore.ieee.org
Statistical timing characterization for modeling On-Chip Variation (OCV) is critical in current
technology nodes to avoid over-design and to improve design convergence and …

Modeling and design of a nano scale CMOS inverter for symmetric switching characteristics

J Mukhopadhyay, S Pandit - VLSI Design, 2012 - Wiley Online Library
This paper presents a technique for the modeling and design of a nano scale CMOS inverter
circuit using artificial neural network and particle swarm optimization algorithm such that the …

Fast timing characterization of cells in standard cell library design based on curve fitting

K Charafeddine, F Ouardi - 2017 International Conference on …, 2017 - ieeexplore.ieee.org
This paper presents a fast method for timing characterization of standard cell library. It is
based on curve fitting to solve the CPU resources and storage issues for the generation of a …

High-performance low-leakage regions of nano-scaled CMOS digital gates under variations of threshold voltage and mobility

H Aghababa, B Forouzandeh… - Journal of Zhejiang …, 2012 - Springer
We propose a modeling methodology for both leakage power consumption and delay of
basic CMOS digital gates in the presence of threshold voltage and mobility variations. The …

Beyond SPICE Simulation: A Novel Variability-Aware STA Methodology for Digital Timing Closure

LC Acharya, A Kumar, KJ Singh… - … and Applications to …, 2023 - ieeexplore.ieee.org
This article proposes a method for performing device-level variability-aware static timing
analysis (STA) on digital circuits using a tool flow methodology based on Python and Bash …

基于机器学**的多压多温多参标准单元延迟快速计算方法

赵振宇, 杨天豪, 蒋汶乘, 张书政 - 计算机工程与科学, 2023 - joces.nudt.edu.cn
标准单元库是芯片设计, 分析和验证的基础, 其生成需要耗费大量时间和服务器资源,
因此供应商往往只提供少量端角的标准单元库. 但是, 芯片性能, 功耗, 可靠性等指标的设计需要 …

An efficient methodology to characterize the TSPC flip flop setup time for static timing analysis

SS Varma, A Sharma, B Anand - 2016 13th International …, 2016 - ieeexplore.ieee.org
Static timing analysis (STA), which is a part of design automation requires the generation
and storage of delay values for combinational standard cells and the setup and hold time …

An efficient method for ECSM characterization of CMOS inverter in nanometer range technologies

B Kaur, S Miryala, SK Manhas… - … Symposium on Quality …, 2013 - ieeexplore.ieee.org
Accurate estimation of delay is a major challenge in current nanometer regime using Non
Linear Delay Model (NLDM) due to issues such as parametric variation, nonlinear …