Survey on machine learning algorithms enhancing the functional verification process

KA Ismail, MAAE Ghany - Electronics, 2021 - mdpi.com
The continuing increase in functional requirements of modern hardware designs means the
traditional functional verification process becomes inefficient in meeting the time-to-market …

Survey of Machine Learning for Software-assisted Hardware Design Verification: Past, Present, and Prospect

N Wu, Y Li, H Yang, H Chen, S Dai, C Hao… - ACM Transactions on …, 2024 - dl.acm.org
With the ever-increasing hardware design complexity comes the realization that efforts
required for hardware verification increase at an even faster rate. Driven by the push from …

New methodology for digital design properties extraction from simulation traces

M Hanafy, H Said, AM Wahba - 2015 Tenth International …, 2015 - ieeexplore.ieee.org
This paper introduces a new methodology for digital design properties extraction from
simulation traces. The innovated methodology is based on a new data mining technique …

Evaluating and Constraining Hardware Assertions with Absent Scenarios

HN Chao, HW Li, X Song, TC Wang, XW Li - Journal of Computer Science …, 2020 - Springer
Mining from simulation data of the golden model in hardware design verification is an
effective solution to assertion generation. While the simulation data is inherently incomplete …

New methodology for complete properties extraction from simulation traces guided with static analysis

M Hanafy, H Said, AM Wahba - Journal of Electronic Testing, 2016 - Springer
This paper introduces a new methodology for digital design properties extraction from
simulation traces. A new Breadth-First Decision Tree (BF-DT) mining algorithm is proposed …

On evaluating and constraining assertions using conflicts in absent scenarios

H Chao, H Li, X Song, T Wang… - 2017 IEEE 26th Asian Test …, 2017 - ieeexplore.ieee.org
Mining from simulation data has been introduced as an effective solution to assertion
generation for the design under verification (DUV) in prior work. As the simulation data is …

A comparative study of assertion mining algorithms in GoldMine

S Vasudevan, L Liu, S Hertz - Machine Learning in VLSI Computer-Aided …, 2019 - Springer
GoldMine automatically generates assertions for register transfer level (RTL) designs using
a combination of static analysis and machine learning algorithms. We compare four different …

[PDF][PDF] Functional Verification using Machine Learning Techniques

MT Fawzy - 2022 - researchgate.net
The rapid pace of technology nowadays is causing more and more hardware complexity.
Functional Verification is a major part of the process of Digital Integrated Circuits Design …

Detecting Vulnerabilities within Black Boxed CPUs using Assertion Based Verification for Enhanced Security

J Portillo, E John - … of the International Conference on Security …, 2018 - search.proquest.com
Digital systems, such as an Internet-of-Things (IoT) device, are becoming ubiquitous. An IoT
device integrator may rely on third-party vendors for Microprocessor cores which may …

Ensuring Secure RTL Circuit Design

J Portillo - 2018 - search.proquest.com
Modern digital chip designers face increased security challenges when using third-party
intellectual property (3PIP) in their designs. Using formal verification techniques …