Performance analysis of robust stable PID controllers using dominant pole placement for SOPTD process models
•Dominant pole placement tuning of PID controllers is proposed for SOPTD processes.•Analytical expressions are derived considering 3 closed loop non-dominant pole type.•Third order Pade approximation is used to handle the time delay terms.•Robust stable solution of PID controller are achieved using...
Gespeichert in:
Veröffentlicht in: | Knowledge-based systems 2018-04, Vol.146, p.12-43 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | •Dominant pole placement tuning of PID controllers is proposed for SOPTD processes.•Analytical expressions are derived considering 3 closed loop non-dominant pole type.•Third order Pade approximation is used to handle the time delay terms.•Robust stable solution of PID controller are achieved using k-means clustering.•Different time and frequency domain performances are shown for 9 test-bench plants.
This paper derives new formulations for designing dominant pole placement based proportional-integral-derivative (PID) controllers to handle second order processes with time delays (SOPTD). Previously, similar attempts have been made for pole placement in delay-free systems. The presence of the time delay term manifests itself as a higher order system with variable number of interlaced poles and zeros upon Pade approximation, which makes it difficult to achieve precise pole placement control. We here report the analytical expressions to constrain the closed loop dominant and non-dominant poles at the desired locations in the complex s-plane, using a third order Pade approximation for the delay term. However, invariance of the closed loop performance with different time delay approximation has also been verified using increasing order of Pade, representing a closed to reality higher order delay dynamics. The choice of the nature of non-dominant poles e.g. all being complex, real or a combination of them modifies the characteristic equation and influences the achievable stability regions. The effect of different types of non-dominant poles and the corresponding stability regions are obtained for nine test-bench processes indicating different levels of open-loop damping and lag to delay ratio. Next, we investigate which expression yields a wider stability region in the design parameter space by using Monte Carlo simulations while uniformly sampling a chosen design parameter space. The accepted data-points from the stabilizing region in the design parameter space can then be mapped on to the PID controller parameter space, relating these two sets of parameters. The widest stability region is then used to find out the most robust solution which are investigated using an unsupervised data clustering algorithm yielding the optimal centroid location of the arbitrary shaped stability regions. Various time and frequency domain control performance parameters are investigated next, as well as their deviations with uncertain process parameters, using thousands of Monte Car |
---|---|
ISSN: | 0950-7051 1872-7409 |
DOI: | 10.1016/j.knosys.2018.01.030 |