Title :
A comparison of methods for higher-order numerical differentiation
Author :
Listmann, Kim D. ; Zheng Zhao
Author_Institution :
Corp. Res. Center, ABB AG, Ladenburg, Germany
Abstract :
This article compares three different methods for the online computation of higher-order derivatives from a measurement signal. In general such measurements are noise corrupted and the application of finite difference schemes is inappropriate. Thus, all methods are compared w.r.t. their noise suppression capabilities for different noise types and levels, their computational complexity to compute a derivative and their tuning effort for proper commissioning. Finally, a recommendation is provided which of the differentiators is best used when.
Keywords :
computational complexity; differentiation; finite difference methods; computational complexity; finite difference schemes; higher-order derivatives; higher-order numerical differentiation; measurement signal; noise suppression; Accuracy; Convergence; Estimation; Noise; Noise measurement; Splines (mathematics); Trajectory;
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich