학술논문

Exploring Security Threats by Hardware-Faults in Approximate Arithmetic Computing
Document Type
Conference
Source
2023 21st IEEE Interregional NEWCAS Conference (NEWCAS) Interregional NEWCAS Conference (NEWCAS), 2023 21st IEEE. :1-5 Jun, 2023
Subject
Components, Circuits, Devices and Systems
Signal Processing and Analysis
Resistance
Power demand
Software packages
Hardware
Libraries
Security
Standards
Approximate computing
AxPPA
hardware faults
ASIC-based synthesis.
Language
ISSN
2474-9672
Abstract
Approximate computing (AxC) emerged as a design alternative to boost design efficiency by leveraging the inherent error resiliency of many applications. Recent literature shows attackers could exploit some AxC mechanisms to create new attack surfaces. This work proposes integrity checking and exclusive logic-based methods detect attacks by hardware faults on AxC systems. During ASIC-based synthesis, we investigate the security vulnerabilities of the Approximate Parallel Prefix Adder (AxPPA). We compare the expected output of the designer with the output netlists of ASIC-based synthesis. We propose a verification methodology consisting of a golden model (GM) described in a Simulink model and the DUT represented at the netlist level in a standard cell library after logic synthesis. Experimental results show that the AxPPA has an error range of 1.263 × 10 −5 to 0.0098 concerning the designer’s expected output under ASIC-based synthesis attacks.