5 citations · 10 across the 6 of their papers we have counts for
7 papers
Linkify: Learning from Interface-Augmented Assembly Graphs
Anushrut Jignasu, Daniele Grandi
We present Linkify, a framework for learning from interface-augmented assembly graphs to enable context-aware part retrieval in mechanical assemblies. While recent generative AI me…
Exploring the Capabilities of Large Language Models for Generating Diverse Design Solutions
Kevin Ma, Daniele Grandi, Christopher McComb +1
Access to large amounts of diverse design solutions can support designers during the early stage of the design process. In this paper, we explore the efficacy of large language mod…
Conceptual Design Generation Using Large Language Models
Kevin Ma, Daniele Grandi, Christopher McComb +1
Concept generation is a creative step in the conceptual design phase, where designers often turn to brainstorming, mindmapping, or crowdsourcing design ideas to complement their ow…
What's in a Name? Evaluating Assembly-Part Semantic Knowledge in Language Models through User-Provided Names in CAD Files
Peter Meltzer, Joseph G. Lambourne, Daniele Grandi
Semantic knowledge of part-part and part-whole relationships in assemblies is useful for a variety of tasks from searching design repositories to the construction of engineering kn…
Material Prediction for Design Automation Using Graph Representation Learning
Shijie Bian, Daniele Grandi, Kaveh Hassani +8
Successful material selection is critical in designing and manufacturing products for design automation. Designers leverage their knowledge and experience to create high-quality de…
JoinABLe: Learning Bottom-up Assembly of Parametric CAD Joints
Karl D. D. Willis, Pradeep Kumar Jayaraman, Hang Chu +8
Physical products are often complex assemblies combining a multitude of 3D parts modeled in computer-aided design (CAD) software. CAD designers build up these assemblies by alignin…
Classifying Component Function in Product Assemblies with Graph Neural Networks
Vincenzo Ferrero, Kaveh Hassani, Daniele Grandi +1
Function is defined as the ensemble of tasks that enable the product to complete the designed purpose. Functional tools, such as functional modeling, offer decision guidance in the…