Provisioning system for endoscopes

A method for adaptively operating an endoscope reprocessing device, comprising:

• receiving telemetry from one or more sensors of the endoscope reprocessing device, wherein the telemetry indicates a set of physical process parameters currently being used in an operation of the endoscope reprocessing device;
• executing a machine learning model, with inputs based on the telemetry, to determine an optimization target that indicates target physical process parameters for optimizing the operation of the endoscope reprocessing device;
• generating a set of modified physical process parameters based on the set of physical process parameters indicated by the telemetry and the optimization target;
• converting the set of modified physical process parameters into actuator level control commands that control one or more actuators of the endoscope reprocessing device;
• encoding the actuator level control commands in a digital signal;
• and
• outputting the digital signal to the endoscope reprocessing device to cause the one or more actuators to perform a reprocessing step according to the set of modified physical parameters.

A system comprising:

• an endoscope reprocessing device comprising:
• one or more actuators configured to perform at least one reprocessing step, in an operation of the endoscope reprocessing device, according to actuator level control commands;
• one or more sensors configured to generate telemetry indicating a set of physical process parameters currently being used in the operation of the endoscope reprocessing device;
• a processor comprising hardware, the processor being connected to the endoscope reprocessing device through a network;
• and
• a memory storing instructions and at least one machine learning model;
• wherein the processor is configured to:
• receive the telemetry from the one or more sensors, via the network, of the endoscope reprocessing device;
• execute the at least one machine learning model, with inputs based on the telemetry, to determine an optimization target that indicates target physical process parameters for optimizing the operation of the endoscope reprocessing device;
• generate a set of modified physical process parameters based on the set of physical process parameters indicated by the telemetry and the optimization target;
• convert the set of modified physical process parameters into a set of actuator level control commands that control the one or more actuators of the endoscope reprocessing device;
• encode the set of actuator level control commands in a digital signal;
• and
• transmit the digital signal to the endoscope reprocessing device;
• and
• the one or more actuators of the endoscope reprocessing device being further configured to perform the at least one reprocessing step according to the set of actuator level control commands encoded in the digital signal.