MG
Published & Ongoing

Research

Formal writeups from coursework, independent study, and collaboration in astrophysics.

Developing New Computational Tools to Identify the Most Extreme Outflows in the Universe

Ongoing/16th International NASA-ESA LISA Symposium — poster, with Dr. Paola Rodriguez Hidalgo (UW Bothell) & Dr. Bryna Hazelton (UW eScience Institute)

Built an automated Python pipeline that isolates extremely high velocity quasar outflows (> 20% the speed of light) from Lyman-alpha forest spectral data contamination by exploiting variability timescales across multi-epoch SDSS spectra, with a redshift-invariant autoencoder (SpenderQ) as a fallback for reconstructing the intrinsic quasar continuum. Awarded a fully-funded travel grant from NASA-SURA, sponsored by the NASA Goddard Space Flight Center, to present at the 16th International Laser Interferometer Space Antenna Symposium.

[Astrophysics][Machine Learning]

Assessing the Risk of Low Earth Orbit Overcrowding Due to the Accelerating Private Satellite Industry

/CROW Journal, Vol. 11

A computational modeling study of orbital debris accumulation risk as commercial satellite constellations scale, examining how current collision-avoidance and de-orbit policy holds up against projected launch cadences.

[Astrophysics][Computational Modeling][Aerospace]

Quantum Computing as a Means of Drastically Improving Efficiency of Deep Space Missions

/Edmonds College — Research Report

A research report examining where classical computation bottlenecks deep-space exploration — planetary classification, orbital calculation, and signal degradation over interplanetary distances — and evaluating quantum optimization algorithms, QKD, and entanglement-based teleportation as candidate replacements.

[Quantum Computing][Aerospace]