PhD researcher at the University of Ulsan developing interpretable, reliability-aware, and evidence-governed AI for climate-resilient and safety-critical infrastructure.
How can AI remain useful, interpretable, and reliable when physical systems, climate regimes, data distributions, and operational constraints change?
Trustworthy AI Interpretable ML · Rashomon sets · Reliability · Uncertainty · Domain shift
Temporal & Multimodal Intelligence Time series · Anomaly detection · Computer vision · Multisensor learning
Infrastructure Water & wastewater · BESS · Industrial systems · Energy & thermal infrastructure
Evidence-Governed Systems Digital twins · Knowledge graphs · Provenance · Human-in-the-loop AI
Leakage-safe, alarm-budget early warning for wastewater treatment.
ACS ES&T Water, 2026
Paper ·
Code & Reproducibility