Develops optical and vibrational spectroscopy platforms with plasmonic nanomaterials for label-free biomarker and neurochemical detection; couples data science and machine learning for quantitative diagnostics; also advances deep‑UV instrumentation. Provisional patent in protein biomarker detection.