Coverage-directed test generation automated by machine learning--a review

C Ioannides, KI Eder - ACM Transactions on Design Automation of …, 2012 - dl.acm.org
The increasing complexity and size of digital designs, in conjunction with the lack of a potent
verification methodology that can effectively cope with this trend, continue to inspire …

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 …

The cognitive approach to the coverage-directed test generation

A Klimenko, G Gorelova, V Korobkin… - … and Mathematical Methods …, 2018 - Springer
The important contemporary issue of VLSI design verification is its time-consuming. The
hardware model, written, for instance, with VHDL, is verified by formal and dynamic …

Coverage fulfillment automation in hardware functional verification using genetic algorithms

GM Danciu, A Dinu - Applied Sciences, 2022 - mdpi.com
The functional verification process is one of the most expensive steps in integrated circuit
manufacturing. Functional coverage is the most important metric in the entire verification …

Automated functional test generation for digital systems through a compact binary differential evolution algorithm

AM Cruz, RB Fernández, HM Lozano… - Journal of Electronic …, 2015 - Springer
At present, the functional verification of a device represents the highest cost during
manufacturing. To reduce that cost, several methods have been suggested. In this work we …

An analytical study on machine learning approaches for simulation-based verification

RKM Vangara, B Kakani… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In the modern era, there is a fast-growing demand for new and complicated digital systems.
Advancements in CMOS fabrication technologies has accommodated chip fabrication of …

Using mutual information to test from Finite State Machines: Test suite generation

A Ibias - Journal of Systems and Software, 2022 - Elsevier
Mutual Information is an information theoretic measure designed to quantify the amount of
similarity between two random variables ranging over two sets. In recent work we have use it …

Coverage directed test generation: Godson experience

H Shen, W Wei, Y Chen, B Chen… - 2008 17th Asian Test …, 2008 - ieeexplore.ieee.org
Biased random test generation is one of the most important methods for the verification of
modern complex processors. As the complexity of processors grows, the bottleneck remains …

Coverage driven test generation framework for RTL functional verification

Y Guo, W Qu, T Li, S Li - 2007 10th IEEE International …, 2007 - ieeexplore.ieee.org
Functional verification is widely recognized as the bottleneck of the hardware design cycle.
The coverage-driven verification approach makes coverage the core engine that drives the …

GABES: A genetic algorithm based environment for SEU testing in SRAM-FPGAs

C Bernardeschi, L Cassano, MGCA Cimino… - Journal of Systems …, 2013 - Elsevier
Testing of FPGAs is gaining more and more interest because of the application of FPGA
devices in many safety-critical systems. We propose GABES, a tool for the generation of test …