Equal-response probing with replicate calibration identifies scaling relations from noisy observations of complex systems

Dimensionless descriptions of complex physical systems can sometimes be reduced further when multiple input groups combine into a single composite scaling coordinate. Identifying such structure from noisy response evaluations is difficult because apparent departures may reflect either genuine respon