Design space exploration for distributed cyber-physical systems: State-of-the-art, challenges, and directions

M Herget, FS Saadatmand, M Bor… - 2022 25th Euromicro …, 2022 - ieeexplore.ieee.org
Industrial Cyber-Physical Systems (CPS) are com-plex heterogeneous and distributed
computing systems, typically integrating and interconnecting a large number of subsystems …

System-on-chip message flow mining with masked-language models

MR Ahmed, B Nadimi, H Zheng - 2023 IEEE 66th International …, 2023 - ieeexplore.ieee.org
High-quality system-level specifications are necessary to validate system-on-chip (SoC)
designs comprehensively. However, manual development and maintenance of such …

Automodel: Automatic synthesis of models from communication traces of soc designs

MR Ahmed, B Nadimi, H Zheng - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Modeling system-level behaviors of intricate system-on-chip (SoC) designs is crucial for
design analysis, testing, and validation. This article presents an approach, AutoModel, to …

Inferring Message Flows From System Communication Traces

B Nadimi, H Zheng - arxiv preprint arxiv:2405.12426, 2024 - arxiv.org
This paper proposes a novel method for automatically inferring message flow specifications
from the communication traces of a system-on-chip (SoC) design that captures messages …

Mining SoC Message Flows with Attention Model

MR Ahmed, B Nadimi, H Zheng - arxiv preprint arxiv:2209.07929, 2022 - arxiv.org
High-quality system-level message flow specifications are necessary for comprehensive
validation of system-on-chip (SoC) designs. However, manual development and …

Enhancing Post Silicon Visibility Using Language Modelling Techniques

NJ Fender - 2024 - search.proquest.com
The debugging phase is a critical time in the development of a new system on chip product.
Specifically, the post-silicon validation phase is one of the most important, as it allows …

Deep Bidirectional Transformers for SoC Flow Specification Mining

MR Ahmed, H Zheng - arxiv preprint arxiv:2203.13182, 2022 - arxiv.org
High-quality system-level message flow specifications can lead to comprehensive validation
of system-on-chip (SoC) designs. We propose a disruptive method that utilizes an attention …

Machine Learning for Electronic Design Automation: Specification Mining and High-Level Synthesis

MR Ahmed - 2023 - search.proquest.com
The rapid growth of complex system-on-chip (SoC) designs has presented unprecedented
opportunities and challenges in electronic design automation (EDA). This dissertation …