Zobrazeno 1 - 10
of 28
pro vyhledávání: '"Fernando Fernandes dos Santos"'
Autor:
Fernando Fernandes dos Santos, Angeliki Kritikakou, Josie E. Rodriguez Condia, Juan-David Guerrero-Balaguera, Matteo Sonza Reorda, Olivier Sentieys, Paolo Rech
Publikováno v:
IEEE Transactions on Nuclear Science
IEEE Transactions on Nuclear Science, In press
HAL
IEEE Transactions on Nuclear Science, In press
HAL
International audience; The reliability evaluation of Deep Neural Networks (DNNs) executed on Graphic Processing Units (GPUs) is a challenging problem since the hardware architecture is highly complex and the software frameworks are composed of many
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::b036b2a14f2fa671b3456083673a479f
https://hal.inria.fr/hal-03865253
https://hal.inria.fr/hal-03865253
Publikováno v:
NSREC 2022-IEEE Nuclear & Space Radiation Effects Conference
NSREC 2022-IEEE Nuclear & Space Radiation Effects Conference, Jul 2022, Provo, United States. pp.1-5
HAL
NSREC 2022-IEEE Nuclear & Space Radiation Effects Conference, Jul 2022, Provo, United States. pp.1-5
HAL
International audience; We characterize the fault models for Deep Neural Networks (DNNs) in GPUs exposed to neutron. We observe tolerable and critical errors, and show that ECC is not effective in reducing critical errors.
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::902737a8493a3cee58d869cf4aba5b3a
https://inria.hal.science/hal-03652138/file/main_hal.pdf
https://inria.hal.science/hal-03652138/file/main_hal.pdf
Publikováno v:
HAL
IOLTS 2022-28th IEEE International Symposium on OnLine Testing and Robust System Design
IOLTS 2022-28th IEEE International Symposium on OnLine Testing and Robust System Design, Sep 2022, Torino, Italy. pp.1-7
IOLTS 2022-28th IEEE International Symposium on OnLine Testing and Robust System Design
IOLTS 2022-28th IEEE International Symposium on OnLine Testing and Robust System Design, Sep 2022, Torino, Italy. pp.1-7
Paper accepted on 28th IEEE IOLTS 2022; International audience; RISC-V architectures have gained importance in the last years due to their flexibility and open-source Instruction Set Architecture (ISA), allowing developers to efficiently adopt RISC-V
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::38b327d12e6d3e9333a0473d93f0d29c
http://arxiv.org/abs/2206.08639
http://arxiv.org/abs/2206.08639
Autor:
Fernando Fernandes dos Santos, Sujit Malde, Carlo Cazzaniga, Christopher Frost, Luigi Carro, Paolo Rech
We investigate the sources of detected unrecoverable errors (DUEs) in graphics processing units (GPUs) exposed to a neutron beam. Illegal memory accesses and interface errors are among the more likely sources of DUEs. Error-correcting code (ECC) incr
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8a75e2822a8f64f5b6458016ea338813
https://zenodo.org/record/6408526
https://zenodo.org/record/6408526
Autor:
Josie E. Rodriguez Condia, Paolo Rech, Fernando Fernandes dos Santos, Luigi Carro, Matteo Sonza Reorda
Publikováno v:
IEEE Transactions on Device and Materials Reliability
IEEE Transactions on Device and Materials Reliability, 2022, pp.1-14. ⟨10.1109/TDMR.2022.3166260⟩
IEEE Transactions on Device and Materials Reliability, 2022, pp.1-14. ⟨10.1109/TDMR.2022.3166260⟩
International audience; Graphics Processing Units (GPUs) are increasingly adopted in several domains where reliability is fundamental, such as self-driving cars and autonomous systems. Unfortunately, GPU devices have been shown to have a high error r
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::4c0c3ee69395f2773f6f7f65d7c595b5
http://hdl.handle.net/11583/2961692
http://hdl.handle.net/11583/2961692
Publikováno v:
IEEE Transactions on Nuclear Science. 67:1560-1565
Matrix multiplication (MxM) is a cornerstone application for both high-performance computing and safety-critical applications. Most of the operations in convolutional neural networks for object detection, in fact, are MxM related. Chip designers are
Autor:
Fernando Fernandes dos Santos, Daniel Oliveira, Robert Baumann, Paolo Rech, Carlo Cazzaniga, Gabriel Piscoya Davila, C. Frost
Publikováno v:
IEEE Transactions on Nuclear Science. 67:1161-1168
We present the results of accelerated radiation testing on an AMD accelerated processing unit, three Nvidia graphic processing units, an Intel accelerator, a field-programmable gate array, and two double-data-rate memories under thermal and high-ener
Autor:
Sean Blanchard, Fernando Fernandes dos Santos, Philippe O. A. Navaux, Daniel Oliveira, Gabriel Piscoya Davila, Carlo Cazzaniga, Andrea Favalli, Nathan DeBardeleben, Stephen A. Wender, Opale Schappert, C. Frost, Paolo Rech
Publikováno v:
The Journal of Supercomputing. 77:1612-1634
The high performance, high efficiency, and low cost of Commercial Off-The-Shelf (COTS) devices make them attractive for applications with strict reliability constraints. Today, COTS devices are adopted in HPC and safety-critical applications such as
Autor:
Paolo Rech, Josie E. Rodriguez Condia, Fernando Fernandes dos Santos, Matteo Sonza Reorda, Luigi Carrot
Publikováno v:
IOLTS
Graphics Processing Units (GPUs) are today adopted in several domains for which reliability is fundamental, such as self-driving cars and autonomous machines. Unfortunately, on one side GPUs have been shown to have a high error rate and, on the other
Autor:
Fernando Fernandes dos Santos, Siva Kumar Sastry Hari, Luigi Carro, Pedro Martins Basso, Paolo Rech
Publikováno v:
IPDPS
Graphics Processing Units (GPUs) have moved from being dedicated devices for multimedia and gaming applications to general-purpose accelerators employed in High-Performance Computing (HPC) and safety-critical applications such as autonomous vehicles.