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Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits

In this paper, we discuss methods for determining delay distributions in modern Very Large Scale Integration design. The delays have a non-Gaussian nature, which is a challenging task to solve and is a stumbling block for many approaches. The problem of finding delays in VLSI circuits is equivalent...

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Autores principales: Mishagli, Dmytro, Blokhina, Elena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302811/
http://dx.doi.org/10.1007/978-3-030-50426-7_17
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author Mishagli, Dmytro
Blokhina, Elena
author_facet Mishagli, Dmytro
Blokhina, Elena
author_sort Mishagli, Dmytro
collection PubMed
description In this paper, we discuss methods for determining delay distributions in modern Very Large Scale Integration design. The delays have a non-Gaussian nature, which is a challenging task to solve and is a stumbling block for many approaches. The problem of finding delays in VLSI circuits is equivalent to a graph optimisation problem. We propose algorithms that aim at fast and very accurate calculations of statistical delay distributions. The speed of execution is achieved by utilising previously obtained analytical results for delay propagation through one logic gate. The accuracy is achieved by preserving the shapes of non-Gaussian delay distribution while traversing the graph of a circuit. The discussion on the methodology to handle non-Gaussian delay distributions is the core of the present study. The proposed algorithms are tested and compared with delay distributions obtained through Monte Carlo simulations, which is the standard verification procedure for this class of problems.
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spelling pubmed-73028112020-06-19 Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits Mishagli, Dmytro Blokhina, Elena Computational Science – ICCS 2020 Article In this paper, we discuss methods for determining delay distributions in modern Very Large Scale Integration design. The delays have a non-Gaussian nature, which is a challenging task to solve and is a stumbling block for many approaches. The problem of finding delays in VLSI circuits is equivalent to a graph optimisation problem. We propose algorithms that aim at fast and very accurate calculations of statistical delay distributions. The speed of execution is achieved by utilising previously obtained analytical results for delay propagation through one logic gate. The accuracy is achieved by preserving the shapes of non-Gaussian delay distribution while traversing the graph of a circuit. The discussion on the methodology to handle non-Gaussian delay distributions is the core of the present study. The proposed algorithms are tested and compared with delay distributions obtained through Monte Carlo simulations, which is the standard verification procedure for this class of problems. 2020-05-25 /pmc/articles/PMC7302811/ http://dx.doi.org/10.1007/978-3-030-50426-7_17 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Mishagli, Dmytro
Blokhina, Elena
Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title_full Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title_fullStr Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title_full_unstemmed Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title_short Radial Basis Functions Based Algorithms for Non-Gaussian Delay Propagation in Very Large Circuits
title_sort radial basis functions based algorithms for non-gaussian delay propagation in very large circuits
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302811/
http://dx.doi.org/10.1007/978-3-030-50426-7_17
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