Search Results for author: Osman Unsal

Found 3 papers, 1 papers with code

Power and Accuracy of Multi-Layer Perceptrons (MLPs) under Reduced-voltage FPGA BRAMs Operation

no code implementations10 May 2020 Behzad Salami, Osman Unsal, Adrian Cristal

Based on the characterization of these undervolting faults, we propose fault mitigation techniques that can effectively improve the resilience behavior of such accelerator.

Hardware Versus Software Fault Injection of Modern Undervolted SRAMs

2 code implementations30 Nov 2019 Muhammet Abdullah Soyturk, Konstantinos Parasyris, Behzad Salami, Osman Unsal, Gulay Yalcin, Leonardo Bautista Gomez

During our study we corrupt the L1-Dcache of the simulated system and we monitor the behavior of the two types of fault maps on the resiliency of six benchmarks.

Performance Hardware Architecture

On the Resilience of RTL NN Accelerators: Fault Characterization and Mitigation

no code implementations14 Jun 2018 Behzad Salami, Osman Unsal, Adrian Cristal

Machine Learning (ML) is making a strong resurgence in tune with the massive generation of unstructured data which in turn requires massive computational resources.

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