biosignatures

Synthetic spectra generation and CNN-based retrieval of Earth-like exoplanets for the Habitable Worlds Observatory, based on the HabEx and LUVOIR mission concepts.

Code written for masters thesis

Nextflow pipeline quantifying enrichment from depletion-mode nanopore adaptive sampling of sub-nanogram DNA sequenced against a lambda carrier. Competitive assignment gives every read exactly one organism, so enrichment has an exact denominator.

Applying ML on NASA’s ThermoBase dataset to differentiate biotic and abiotic biosignatures

Machine-learning research project for biosignature-oriented exoplanet spectra, atmospheric feature detection and interpretable classification. Includes source-aware analysis, reproducible outputs and explicit scientific limitations.

Coherent Quantum Oscillator Network - Quantum biosignatures for Mars & exoplanets. Associated with two Zenodo publications.