Efficient hardware verification using machine learning approach

P Gaur, SS Rout, S Deb - 2019 IEEE International Symposium …, 2019 - ieeexplore.ieee.org
The current hardware verification techniques make use of pseudo-random number
generators to induce test inputs. However, the randomization of some inputs can lead to an …

Hybrid Optimized Verification Methodology using Deep Reinforcement Neural Network

N Bhuvaneswary, J Deny… - Journal of Intelligent & …, 2023 - content.iospress.com
Abstract Universal Verification Methodology (UVM) caters to an essential role in verifying the
different categories of circuits ranging from small-scale chips to complex system-on-chip …

Instruction-vulnerability-factor-based reliability analysis model for program memory

Q Chen, L Chen, H Wang, L Wu, Y Li, X Zhao… - Journal of Electronic …, 2016 - Springer
Bit faults induced by single-event upsets in instruction may not cause a system to experience
an error. The instruction vulnerability factor (IVF) is first defined to quantify the effect of non …