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Applying Reinforcement Learning to Protect Deep Neural Networks from Soft Errors [PDF]
SensorsWith the advance of Artificial Intelligence, Deep Neural Networks are widely employed in various sensor-based systems to analyze operational conditions.
Peng Su +3 more
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The Analysis of Soft Error in C-Elements [PDF]
Indonesian Journal of Electrical Engineering and Computer Science, 2018 Soft errors are a serious concern in state holders as it can cause temporarily malfunction of the circuit. C-element is one of the state holders that is used widely in the asynchronous circuit. In this paper, the investigation will focus on the vulnerability of two types of C-element towards soft errors.
Norhuzaimin Julai +2 more
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FRESH: Fully Reliable and Effective Protection Against Soft and Hard Errors
IEEE AccessAdvances in modern computing systems have led to an unprecedented spread of safety-critical applications in real-world environments. In safety-critical applications, preventing malfunctions due to faults is a primary design concern, as malfunctions in ...
Daehoon Son +5 more
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Applied Sciences, 2022 Space Electrostatic Discharge Effect (SESD) and Single Event Effect (SEE) are two major space environmental factors that cause spacecraft failure. Previous studies have established that both can lead to soft errors such as upset of memory cells.
Xuan Wang +5 more
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Efficacy of Transistor Interleaving in DICE Flip-Flops at a 22 nm FD SOI Technology Node
Applied Sciences, 2022 Fully Depleted Silicon on Insulator (FD SOI) technology nodes provide better resistance to single event upsets than comparable bulk technologies, but upsets are still likely to occur at nano-scale feature sizes, and additional hardening techniques should
Christopher J. Elash +6 more
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SRAM Cell Design Challenges in Modern Deep Sub-Micron Technologies: An Overview
Micromachines, 2022 Microprocessors use static random-access memory (SRAM) cells in the cache memory design. As a part of the central computing component, their performance is critical.
Waqas Gul +2 more
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Design and Analysis of Soft Error Rate in FET/CNTFET Based Radiation Hardened SRAM Cell
Sensors, 2021 Aerospace equipages encounter potential radiation footprints through which soft errors occur in the memories onboard. Hence, robustness against radiation with reliability in memory cells is a crucial factor in aerospace electronic systems.
Bharathi Raj Muthu +6 more
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SEDAR: Soft Error Detection and Automatic Recovery in High Performance Computing Systems
Journal of Computer Science and Technology, 2020 Reliability and fault tolerance have become aspects of growing relevance in the field of HPC, due to the increased probability that faults of different kinds will occur in these systems.
Diego Montezanti
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Optimized Multiple-Bit-Flip Soft-Errors-Tolerant TCAM using Machine Learning
Jurnal Nasional Teknik Elektro, 2022 Soft errors from radiations can change the data in electronic devices especially memory cells such as in TCAMs. The soft errors cause bit-flip errors that makes the data are corrupted in the network.
Infall Syafalni, Trio Adiono
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In-Pipeline Processor Protection against Soft Errors
Journal of Low Power Electronics and Applications, 2023 The shrinking of technology nodes allows higher performance, but susceptibility to soft errors increases. The protection has been implemented mainly by lockstep or hardened process techniques, which results in a lower frequency, a larger area, and higher
Ján Mach +2 more
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