An AI-supported, feedback-regulated ultrasonic anchoring
system for the self-regulating ultrasonic anchoring of nanoparticles on
polymer-carbon nanocomposites, comprising: a
reaction chamber designed to hold a mixture of a
polymer, a carbon material and nanoparticles; an
ultrasound generator integrated into the
reaction chamber, configured to
expose the mixture to
ultrasound irradiation; at least one sensor that is operationally connected to the
ultrasound generator and is configured to continuously measure at least one
system response parameter in situ during
ultrasound irradiation, wherein the
system response parameter changes depending on the anchoring of the nanoparticles on the
polymer-carbon framework, and wherein the sensor is further configured to transmit the measured data of the system response parameter in real time; a
control unit configured to receive and evaluate the system response parameter measured by the sensor, the
control unit further being configured to automatically terminate or modulate the
ultrasonic irradiation upon detection of the stabilized or saturated state; and a
feedback control module operationally connected to the
control unit, configured to detect when the system response parameter reaches a stabilized or saturated state within a predefined tolerance range, whereby the duration of the
ultrasonic irradiation is determined exclusively by the measured system response parameter and not by a predetermined
sonication time.