5 papers
Design Structure Matrix Modularization with Large Language Models
Shuo Jiang, Jianxi Luo
Design Structure Matrix (DSM) modularization, the task of partitioning system elements into cohesive modules, is a fundamental combinatorial challenge in engineering design. Tradit…
Large Language Models for Combinatorial Optimization of Design Structure Matrix
Shuo Jiang, Min Xie, Jianxi Luo
In complex engineering systems, the dependencies among components or development activities are often modeled and analyzed using Design Structure Matrix (DSM). Reorganizing element…
Intelligent Design 4.0: Paradigm Evolution Toward the Agentic AI Era
Shuo Jiang, Min Xie, Frank Youhua Chen +2
Research and practice in Intelligent Design (ID) have significantly enhanced engineering innovation, efficiency, quality, and productivity over recent decades, fundamentally reshap…
AutoTRIZ: Automating Engineering Innovation with TRIZ and Large Language Models
Shuo Jiang, Weifeng Li, Yuping Qian +2
Various ideation methods, such as morphological analysis and design-by-analogy, have been developed to aid creative problem-solving and innovation. Among them, the Theory of Invent…
Large Language Models for Combinatorial Optimization of Design Structure Matrix
Shuo Jiang, Min Xie, Jianxi Luo
Combinatorial optimization (CO) is essential for improving efficiency and performance in engineering applications. As complexity increases with larger problem sizes and more intric…