Nonlinear Model Predictive Control (NMPC) is first employed in the novel offline tuning phase.
This tuning phase often is costly and results in machine-specific, hence, less portable software.
With the methods proposed in this paper, the tuning phase of the control system can be automated.
Lastly, in the tuning phase, the decision is to be made by each SBS, i.e., whether to change the action profile or not.
We had preliminary sessions for all the subjects involved (except for 9 subjects involved in the tuning phase) and for each of the experiments (1S and 2S).
Table 4 Field tests results Test Duration Missed alarms False alarms Tuning phase 50 tests 0.05 0.12 KPI tests 20 tests 0. 0.05 Live Demo 30 tests 0.02 0.02.
The online tuning phase makes next use only of the process sign in the dynamic back-propagation mechanism that updates the NN parameters.
Because of their single loop structure, decentralized controllers cannot suppress the interactions of the plant, which are only taken into account in the controller tuning phase.
This work provides a new insight into tuning phase and surface composition of catalysts thus enhancing CO tolerance of Pt-based bimetallic catalysts.
The current practice of developing high-performance software for parallel computers includes a tuning phase where the software's performance is optimised for a specific hardware platform.
Changing these parameters might probably improve the prediction accuracy in the model tuning phase, but it is more likely that the resulting model would be too specific for a specific building (type), something we try to avoid in this research.
