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Rapidly shrinking technology node and voltage scaling increase the susceptibility of Soft Errors in digital circuits. Soft Errors are radiation-induced effects while the radiation particles such as Alpha, Neutrons or Heavy Ions, interact…

Hardware Architecture · Computer Science 2021-04-06 Aneesh Balakrishnan , Thomas Lange , Maximilien Glorieux , Dan Alexandrescu , Maksim Jenihhin

Neural Networks (NNs) are increasingly used in the last decade in several demanding applications, such as object detection and classification, autonomous driving, etc. Among different computing platforms for implementing NNs, FPGAs have…

Hardware Architecture · Computer Science 2024-04-03 Ioanna Souvatzoglou , Athanasios Papadimitriou , Aitzan Sari , Vasileios Vlagkoulis , Mihalis Psarakis

The ever-expanding scale of integrated circuits has brought about a significant rise in the design risks associated with radiation-resistant integrated circuit chips. Traditional single-particle experimental methods, with their iterative…

Hardware Architecture · Computer Science 2024-02-29 Meng Liu , Shuai Li , Fei Xiao , Ruijie Wang , Chunxue Liu , Liang Wang

A new field programmable gate array (FPGA)-based emulation platform is proposed to accelerate fault tolerance analysis of inference accelerators of convolutional neural networks (CNN). For a given CNN model, hardware accelerator…

Hardware Architecture · Computer Science 2025-07-23 Filip Masar , Vojtech Mrazek , Lukas Sekanina

Reliability has been a major concern in embedded systems. Higher transistor density and lower voltage supply increase the vulnerability of embedded systems to soft errors. A Single Event Upset (SEU), which is also called a soft error, can…

Hardware Architecture · Computer Science 2024-05-21 Bing Xue , Mark Zwolinski

SRAM-based FPGAs are increasingly popular in the aerospace industry due to their field programmability and low cost. However, they suffer from cosmic radiation induced Single Event Upsets (SEUs). In safety-critical applications, the…

Performance · Computer Science 2017-03-07 Khaza Anuarul Hoque , Otmane Ait Mohamed , Yvon Savaria

A single event upset (SEU) is a critical soft error that occurs in semiconductor devices on exposure to ionising particles from space environments. SEUs cause bit flips in the memory component of semiconductors. This creates a multitude of…

Machine Learning · Computer Science 2023-10-10 Archit Gupta , Chong Yock Eng , Deon Lim Meng Wee , Rashna Analia Ahmed , See Min Sim

The advanced complex electronic systems increasingly demand safer and more secure hardware parts. Correspondingly, fault injection became a major verification milestone for both safety- and security-critical applications. However, fault…

Hardware Architecture · Computer Science 2021-03-10 Ahmet Cagri Bagbaba , Maksim Jenihhin , Raimund Ubar , Christian Sauer

Simulation-based fault injection is a widely adopted methodology for assessing circuit vulnerability to Single Event Upsets (SEUs); however, its computational cost grows significantly with circuit complexity. To address this limitation,…

Hardware Architecture · Computer Science 2025-11-13 Li Lu , Jianan Wen , Milos Krstic

In contemporary times, the increasing complexity of the system poses significant challenges to the reliability, trustworthiness, and security of the SACRES. Key issues include the susceptibility to phenomena such as instantaneous voltage…

Hardware Architecture · Computer Science 2024-12-23 Enrico Magliano , Alessio Carpegna , Alessadro Savino , Stefano Di Carlo

Nanometer circuits are becoming increasingly susceptible to soft-errors due to alpha-particle and atmospheric neutron strikes as device scaling reduces node capacitances and supply/threshold voltage scaling reduces noise margins. It is…

Hardware Architecture · Computer Science 2011-11-09 Yuvraj Singh Dhillon , Abdulkadir Utku Diril , Abhijit Chatterjee

Effects of radiation on electronic circuits used in extra-terrestrial applications and radiation prone environments need to be corrected. Since FPGAs offer flexibility, the effects of radiation on them need to be studied and robust methods…

Hardware Architecture · Computer Science 2013-11-06 Aditya Srinivas Timmaraju , Aniket Anand Deshmukh , Mohammed Amir Khan , Zafar Ali Khan

Over past years, the easy accessibility to the large scale datasets has significantly shifted the paradigm for developing highly accurate prediction models that are driven from Neural Network (NN). These models can be potentially impacted…

Machine Learning · Computer Science 2020-04-22 Navid Khoshavi , Saman Sargolzaei , Arman Roohi , Connor Broyles , Yu Bi

Heavy ions induced single event upset (SEU) sensitivity of three-dimensional integrated SRAMs are evaluated by using Monte Carlo sumulation methods based on Geant4. The cross sections of SEUs and Multi Cell Upsets (MCUs) for 3D SRAM are…

Instrumentation and Detectors · Physics 2016-08-05 Xuebing Cao , Liyi Xiao , Mingxue Huo , Tianqi Wang , Anlong Li , Chunhua Qi , Jinxiang Wang

The soft error rate (SER) of integrated circuits (ICs) operating in space environment may vary by several orders of magnitude due to the variable intensity of radiation exposure. To ensure the radiation hardness without compromising the…

Instrumentation and Detectors · Physics 2021-04-06 Marko Andjelkovic , Junchao Chen , Aleksandar Simevski , Zoran Stamenkovic , Milos Krstic , Rolf Kraemer

This paper presents a detailed evaluation of the efficiency of software-only techniques to mitigate SEU and SET in microprocessors. A set of well-known rules is presented and implemented automatically to transform an unprotected program…

Hardware Architecture · Computer Science 2023-10-02 Jose Rodrigo Azambuja , Fernando Sousa , Lucas Rosa , Fernanda Lima Kastensmidt

Neural Networks (NN) have recently emerged as backbone of several sensitive applications like automobile, medical image, security, etc. NNs inherently offer Partial Fault Tolerance (PFT) in their architecture; however, the biased PFT of NNs…

Machine Learning · Computer Science 2019-02-14 Manaar Alam , Arnab Bag , Debapriya Basu Roy , Dirmanto Jap , Jakub Breier , Shivam Bhasin , Debdeep Mukhopadhyay

Deep neural networks (DNNs) are increasingly used in safety-critical applications. Reliable fault analysis and mitigation are essential to ensure their functionality in harsh environments that contain high radiation levels. This study…

Machine Learning · Computer Science 2025-02-14 Toon Vinck , Naïn Jonckers , Gert Dekkers , Jeffrey Prinzie , Peter Karsmakers

A new physics-based model for analytical calculation of Soft Error Rate (SER) in digital memory circuits under the influence of heavy ions in space orbits is proposed. This method is based on parameters that are uniquely determined from the…

Applied Physics · Physics 2025-01-14 G. I. Zebrev , N. N. Samotaev , R. G. Useinov , A. A. Mateiko , A. S. Rodin

Many aerospace and automotive applications use FPGAs in their designs due to their low power and reconfigurability requirements. Meanwhile, such applications also pose a high standard on system reliability, which makes the early-stage…

Hardware Architecture · Computer Science 2023-03-23 Eduardo Rhod , Behnam Ghavami , Zhenman Fang , Lesley Shannon
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