Multivariate Control Loop Performance Assessment With Hurst Exponent and Mahalanobis Distance


A novel knowledge-driven technique for performance assessment of multivariate control loops that takes under consideration the interactions at intervals the system is proposed. The technique merges the Hurst-exponent-based single-input single-output controller performance index with Mahalanobis distance to devise a multiple-input multiple-output (MIMO) controller performance index. The distinct advantage over the quality minimum variance index and novelty of the proposed approach lies in its ability to quantify the performance of MIMO controller without the information of interactor matrix or system description, that ends up in the technique being insensitive to model plant mismatch and easily applicable to nonlinear systems. Solely closed-loop routine operating data are needed. This new methodology is tested on benchmark systems from the literature and simulation results are presented. Comparison with minimum variance index-based mostly techniques reveals wonderful agreement within the trends of both approaches. The results establish the proposed approach as a promising tool for interactor-matrix-freelance MIMO control loop performance assessment.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Head Pose Estimation Based on Multivariate Label Distribution ABSTRACT: The training of the majority of currently available head pose estimation methods requires accurate ground-truth poses as a prerequisite. However,
PROJECT TITLE : A Novel Outlier Detection Method for Multivariate Data ABSTRACT: The process of identifying anomalous objects within a set of data has a wide variety of applications in the real world. The vast majority of algorithms
PROJECT TITLE : Estimation, Control and Prediction of Voltage Level and Stability at Receiving Node ABSTRACT: Receiver voltage stability is addressed in this article. Voltage stability and level are intertwined concepts. Although
PROJECT TITLE :Visualization-by-Sketching: An Artist's Interface for Creating Multivariate Time-Varying Data VisualizationsABSTRACT:We tend to gift Visualization-by-Sketching, an instantaneous-manipulation user interface for designing
PROJECT TITLE :On-Street and Off-Street Parking Availability Prediction Using Multivariate Spatiotemporal ModelsABSTRACT:Parking guidance and information (PGI) systems are becoming necessary elements of intelligent transportation

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry