39 citations · 130 across the 7 of their papers we have counts for
8 papers
NN-Based Transistor Modeling for Ultra-Fast SPICE Simulation and Standard Cell Library Characterization
Rodion Novkin, Hussam Amrouch
Neural network (NN)-based transistor models have proven to be a promising solution to accelerate device modeling. Although these models demonstrated remarkable speedup in circuit s…
Variability-Aware Approximate Circuit Synthesis via Genetic Optimization
Konstantinos Balaskas, Florian Klemme, Georgios Zervakis +3
One of the major barriers that CMOS devices face at nanometer scale is increasing parameter variation due to manufacturing imperfections. Process variations severely inhibit the re…
GNN4REL: Graph Neural Networks for Predicting Circuit Reliability Degradation
Lilas Alrahis, Johann Knechtel, Florian Klemme +2
Process variations and device aging impose profound challenges for circuit designers. Without a precise understanding of the impact of variations on the delay of circuit paths, gua…
Modeling and Predicting Transistor Aging under Workload Dependency using Machine Learning
Paul R. Genssler, Hamza E. Barkam, Karthik Pandaram +2
The pivotal issue of reliability is one of colossal concern for circuit designers. The driving force is transistor aging, dependent on operating voltage and workload. At the design…
Brain-Inspired Hyperdimensional Computing: How Thermal-Friendly for Edge Computing?
Paul R. Genssler, Austin Vas, Hussam Amrouch
Brain-inspired hyperdimensional computing (HDC) is an emerging machine learning (ML) methods. It is based on large vectors of binary or bipolar symbols and a few simple mathematica…
Automated Design Approximation to Overcome Circuit Aging
Konstantinos Balaskas, Georgios Zervakis, Hussam Amrouch +2
Transistor aging phenomena manifest themselves as degradations in the main electrical characteristics of transistors. Over time, they result in a significant increase of cell propa…
HW/SW Co-design for Reliable TCAM-based In-memory Brain-inspired Hyperdimensional Computing
Simon Thomann, Paul R. Genssler, Hussam Amrouch
Brain-inspired hyperdimensional computing (HDC) is continuously gaining remarkable attention. It is a promising alternative to traditional machine-learning approaches due to its ab…
Hardware Trojan Detection Using Controlled Circuit Aging
Virinchi Roy Surabhi, Prashanth Krishnamurthy, Hussam Amrouch +4
This paper reports a novel approach that uses transistor aging in an integrated circuit (IC) to detect hardware Trojans. When a transistor is aged, it results in delays along sever…