Research Notes
Concise, non-confidential notes that explain research direction and teaching priorities for academic and industry readers.
Infrastructure resilience
Infrastructure owners need defensible evidence for maintenance and investment decisions. AI is useful when it is connected to engineering constraints, sensing evidence and accountable judgement.
Digital twins
The research value of a digital twin is not the model itself; it is the repeatable evidence workflow that links measurement, simulation, decision making and verification.
Teaching
Students learn digital engineering most effectively when they work from messy measurement data to clear engineering decisions, rather than only learning software operation.