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Detecting Design Flaws in Control Systems Using Optimisation Methods
Pontus Boström, Jerker Björkqvist, Detecting Design Flaws in Control Systems Using Optimisation Methods. In: Proceedings of the IEEE International Symposium on Computer-Aided Control Systems Design (CACSD) 2006, 1544-1549, 2006.
Abstract:
Complicated control systems are used in many safety-critical applications,
such as in cars and airplanes. Due to the nature of these systems,
verification can be very difficult to do analytically or algorithmically.
The only feasible analysis and verification method is often simulation.
The generation of good test cases that can expose flaws in the controller
design is therefore of great importance. In this paper we investigate
the use of optimisation methods for finding such test cases automatically.
For this purpose we give a language to express assertions in control
systems, as well as a translation of the assertions to a form suitable
for optimisation. We also discuss different ways to generate the input
signals for the systems to maximise performance of the optimisation.
To evaluate if optimisation is a feasible approach, we provide a case
study demonstrating that optimisation methods are beneficial for investigating
properties of control system designs.
BibTeX entry:
@INPROCEEDINGS{inpBoBj06a,
title = {Detecting Design Flaws in Control Systems Using Optimisation Methods},
booktitle = {Proceedings of the IEEE International Symposium on Computer-Aided Control Systems Design (CACSD) 2006},
author = {Boström, Pontus and Björkqvist, Jerker},
pages = {1544-1549},
year = {2006},
keywords = {Simulink, Simulation, Optimisation, Automated Validation, Black-box},
}
Belongs to TUCS Research Unit(s): Distributed Systems Laboratory (DS Lab), Embedded Systems Laboratory (ESLAB)