Prerequisites to Deploy RL Tune
Actuated Control Loop
The process has one or more actuators, like a VFD, valve, pump, blower, or dosing skid, that can be manipulated to influence a measurable outcome.
Measurable Feedback Signal
One or more sensors that reflect the quality, efficiency, or stability of the processes, like flow, pH, DO, turbidity, temperature, conductivity, etc.
Digital Connectivity
The control system allows real-time reading and writing access via OPC-UA from an on-premises server without an internet connection.
Evaluation Setup
Baseline Evaluation
0-2 Weeks
0-2 Weeks
RL evaluates the performance of the plant under baseline control.
AI Control (short-term)
2-6 Weeks
2-6 Weeks
RL evaluates the short-term performance of the plant under AI control.
AI Control (mid-term)
6-14 Weeks
6-14 Weeks
RL evaluates the mid-term performance of the plant under AI control.
AI Control (long-term)
14-26 Weeks
14-26 Weeks
RL evaluates the mid-term performance of the plant under AI control.