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cs.CE2023
Iterative Classification of Graph-Set-Based Designs (IC-GSBD) for the Down-Selection of Aircraft Thermal Management Systems
Anthony Sirico, Daniel R Herber
In this paper, we present Iterative Classification of Graph-Set-Based Design (IC-GSBD), a framework utilizing graph-based techniques with geometric deep learning (GDL) integrated w…
cs.CE2023
On the Use of Geometric Deep Learning for the Iterative Classification and Down-Selection of Analog Electric Circuits
Anthony Sirico, Daniel R. Herber
Many complex engineering systems can be represented in a topological form, such as graphs. This paper utilizes a machine learning technique called Geometric Deep Learning (GDL) to…