Research

A control loop closes when a measurement becomes a decision, and the decision changes what the next measurement reads.

I study that closure in industrial systems: what has to be instrumented for the loop to hold, how a measurement degrades on its way to the decision, and whether a digital twin stays faithful to the machine it mirrors.