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 …
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 …
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 …
hardware model, written, for instance, with VHDL, is verified by formal and dynamic …
Coverage fulfillment automation in hardware functional verification using genetic algorithms
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 …
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
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 …
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 …
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 …
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 …
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 …
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
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 …
devices in many safety-critical systems. We propose GABES, a tool for the generation of test …