Research

Ph.D. research, datasets, and generative models.

Ph.D.-aligned mechanism synthesis, datasets, and generative models. Hackathons, early builds, and independent tools are on Personal projects. Industry portfolio work is under Work.

Mechformer. A Dual-Decoder Transformer with RMSNorm and SwiGLU for Mechanism Synthesis

Interactive Digital Transformation and Simulation of n-Bar Planar Linkages using Deep Neural Networks

An Invariant Representation of Coupler Curves using a Variational AutoEncoder - Application to Path Synthesis of Four-Bar Mechanisms

Induced Anisotropy in the Fracturing Behavior of 3D Printed Parts Analyzed by the Size Effect Method

A Dataset of 3M Single-DOF Planar 4-, 6-, and 8-Bar Linkage Mechanisms With Open and Closed Coupler Curves for Machine Learning-Driven Path Synthesis

Path Generative Model Based on Conditional β-Variational Autoencoder for Four-Bar Mechanism Design