Generative AI for Plasmonic NFT Design (Seagate + Ph.D.) 

VAE and diffusion model pipeline for HAMR near-field transducer optimization. 2k+ structures per hour, 20% efficiency gain over expert-designed baselines. Validated via electromagnetic simulation. Paper: IEEE Transactions on Magnetics (accepted)

ML for Magnetic Domain Pattern Images (Seagate) 

CNN and GAN models to extract HAMR drive parameters from and generate magnetization pattern images using micromagnetic simulation data. Enables exploration of parameter ranges beyond simulation limits.

ML for Wireless Network Authentication (GOHM Electronics)

Device fingerprinting using SVM, KNN, and custom CNNs on spectrograms from FFT. 99% accuracy on IoT sensor identification. Method commercialized for vehicle localization.

Tunable STDP in Magnetic Skyrmion Chambers 

Three-chamber neuromorphic device encoding synaptic weight through skyrmion count. Demonstrates Hebbian and dendritic location-based plasticity. Paper: Applied Physics Letters, 2024

Tunable STDP in Magnetic Skyrmion Chambers 

Three-chamber neuromorphic device encoding synaptic weight through skyrmion count. Demonstrates Hebbian and dendritic location-based plasticity. Paper: Applied Physics Letters, 2024

Skyrmion Shuffling Chamber Stochasticity

Analysis of stochastic dynamics for neuromorphic computing applications. Paper: IEEE Magnetics Letters, 2023

Hopfion Dynamics in Chiral Magnets 

Micromagnetic simulations (MuMax3, OOMMF) of 3D topological spin textures. Predictions later experimentally confirmed in Nature (2023). Paper: Journal of Physics: Condensed Matter, 2022

Antiferromagnetic Material Switching (NiO) 

Heterostructure growth via sputtering, photolithography-based Hall bar fabrication, and experimental characterization of temperature effects and laser-induced dynamics.

Miniature Magnetometry 

AutoCAD design and 3D-printed Helmholtz coils for magnetic field generation and measurement.

Brain-Computer Interfaces

EEG motor imagery decoder resistant to walking artifacts. Artifact Subspace Reconstruction + Fisher score feature selection + online evidence accumulation. Github