Understanding the Impact of Quantization, Accuracy, and Radiation on the Reliability of Convolutional Neural Networks on FPGAs

Engineering & Materials Science

• Convolutional neural networks 70%
• Field programmable gate arrays (FPGA) 63%
• Radiation 61%
• Neural networks 35%
• Data storage equipment 23%
• Aerospace applications 22%
• Military applications 22%
• Electric power utilization 14%
• Networks (circuits) 10%
• Costs 7%

Physics & Astronomy

• field-programmable gate arrays 100%
• radiation 42%
• military vehicles 28%
• aerospace vehicles 26%
• random access memory 17%
• resources 15%
• flexibility 14%
• injection 11%
• output 9%
• cross sections 9%
• configurations 8%
• performance 6%