2 papers
cs.AI2026
Constructing Dynamic Master Logic Models as Knowledge Graphs for Complex System Diagnostics Using Retrieval-Augmented Large Language Models
Saman Marandi, Yu-Shu Hu, Mohammad Modarres
Dynamic Master Logic (DML) provides a hierarchical framework for representing system behavior by linking functional objectives to underlying structural elements. However, DML const…
cs.AI2025
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework
Saman Marandi, Yu-Shu Hu, Mohammad Modarres
In this paper, we present a novel diagnostic framework that integrates Knowledge Graphs (KGs) and Large Language Models (LLMs) to support system diagnostics in high-reliability sys…