Title :
Active fault diagnosis using moving horizon input design
Author :
Raimondo, Davide M. ; Braatz, Richard ; Scott, Joseph K.
Author_Institution :
Identification & Control of Dynamic Syst. Lab., Univ. of Pavia, Pavia, Italy
Abstract :
This article considers the design of an input signal for improving the diagnosability of faults from process measurements. Previous work has focused on open-loop input design. In particular, deterministic methods are available for computing an input that guarantees fault diagnosis within a specified time horizon, whenever such an input exists. Here, two closed-loop approaches are considered that use feedback in order to reduce the length and/or cost of the required input, while maintaining this guarantee. The first method uses an existing open-loop input design method within a receding horizon framework. The second method approximates the first by an explicit feedback law in order to reduce online computations.
Keywords :
closed loop systems; control system synthesis; fault diagnosis; feedback; open loop systems; active fault diagnosis; closed-loop approaches; explicit feedback law; fault diagnosability; input signal; moving horizon input design; open-loop input design method; process measurements; receding horizon framework; Computational modeling; Design methodology; Fault diagnosis; Generators; Noise measurement; Observers; Optimization;
Conference_Titel :
Control Conference (ECC), 2013 European