Goli, Mehran and Stoppe, Jannis and Drechsler, Rolf (2018) Resilience Evaluation for Approximating SystemC Designs Using Machine Learning Techniques. In: 2018 International Symposium on Rapid System Prototyping (RSP), pp. 97-103. IEEE. 2018 International Symposium on Rapid System Prototyping (RSP), Torino, Italien. doi: 10.1109/RSP.2018.8631997. ISBN 978-1-5386-7557-1. ISSN 2150-5519.
![]() |
PDF
1MB |
Official URL: https://ieeexplore.ieee.org/abstract/document/8631997
Abstract
As digital circuits have become more complicated than ever, abstract description languages such as SystemC have been introduced, allowing designers to work on more abstract levels during the design process. Design metrics such as performance and energy consumption are a central concern for designers at all levels of abstraction. Approximate computing is a promising way to optimize these criteria, sacrificing accuracy. Defining which parts of a design can be approximated (and to what degree) is a crucial and non-trivial design decision, which is usually connected to a larger programming effort, especially when exploring the design space manually. In this paper, we propose an automated approach based on machine learning techniques in order to detect the resilience of a given SystemC design's modules. This is used to identify components of the design that can be approximated. The effectiveness of the proposed method is evaluated using several SystemC benchmarks from various domains.
Item URL in elib: | https://elib.dlr.de/141072/ | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Document Type: | Conference or Workshop Item (Speech) | ||||||||||||
Title: | Resilience Evaluation for Approximating SystemC Designs Using Machine Learning Techniques | ||||||||||||
Authors: |
| ||||||||||||
Date: | October 2018 | ||||||||||||
Journal or Publication Title: | 2018 International Symposium on Rapid System Prototyping (RSP) | ||||||||||||
Refereed publication: | Yes | ||||||||||||
Open Access: | Yes | ||||||||||||
Gold Open Access: | No | ||||||||||||
In SCOPUS: | No | ||||||||||||
In ISI Web of Science: | No | ||||||||||||
DOI : | 10.1109/RSP.2018.8631997 | ||||||||||||
Page Range: | pp. 97-103 | ||||||||||||
Publisher: | IEEE | ||||||||||||
ISSN: | 2150-5519 | ||||||||||||
ISBN: | 978-1-5386-7557-1 | ||||||||||||
Status: | Published | ||||||||||||
Keywords: | Resilience, SystemC, Approximation | ||||||||||||
Event Title: | 2018 International Symposium on Rapid System Prototyping (RSP) | ||||||||||||
Event Location: | Torino, Italien | ||||||||||||
Event Type: | international Conference | ||||||||||||
HGF - Research field: | other | ||||||||||||
HGF - Program: | other | ||||||||||||
HGF - Program Themes: | other | ||||||||||||
DLR - Research area: | no assignment | ||||||||||||
DLR - Program: | no assignment | ||||||||||||
DLR - Research theme (Project): | no assignment | ||||||||||||
Location: | Bremerhaven | ||||||||||||
Institutes and Institutions: | Institute for the Protection of Maritime Infrastructures > Maritime Security Technologies | ||||||||||||
Deposited By: | Stoppe, Dr.-Ing. Jannis | ||||||||||||
Deposited On: | 25 Feb 2021 09:41 | ||||||||||||
Last Modified: | 25 Feb 2021 09:41 |
Repository Staff Only: item control page