Methods, systems, and devices that takes advantage of the unique fluid dynamics involved when oscillating flow across a sensor or sensor array. A time-variant source of information about an agent(s) of interest being sensored is established. This source of information is used in machine learning algorithms to speed up the time and accuracy of agent classification and identification.