TY - GEN
T1 - Models of behavior deviations in model-based systems
AU - Struss, P.
PY - 2004
Y1 - 2004
N2 - Tasks like diagnosis, failure-modes-And-effects analysis (FMEA), and therapy proposal involve reasoning about variables and parameters deviating from some reference state. In model-based systems, one tries to capture this kind of inferences by models that describe how such deviations are emerging and propagated through a system. Several techniques and systems have been developed that address this issue, in particular in the area of qualitative modeling. However, to our knowledge, a rigorous mathematical foundation and a "recipe" for how to construct such compositional deviation models has not been presented in the literature, despite the widespread use of the idea and the techniques. In this paper, we present a general mathematical formalization of deviation models. Based on this, aspects of constructing libraries of deviation models, their properties, and their application in consistency-based diagnosis and prediction-based FMEA in a componentoriented framework are analyzed.
AB - Tasks like diagnosis, failure-modes-And-effects analysis (FMEA), and therapy proposal involve reasoning about variables and parameters deviating from some reference state. In model-based systems, one tries to capture this kind of inferences by models that describe how such deviations are emerging and propagated through a system. Several techniques and systems have been developed that address this issue, in particular in the area of qualitative modeling. However, to our knowledge, a rigorous mathematical foundation and a "recipe" for how to construct such compositional deviation models has not been presented in the literature, despite the widespread use of the idea and the techniques. In this paper, we present a general mathematical formalization of deviation models. Based on this, aspects of constructing libraries of deviation models, their properties, and their application in consistency-based diagnosis and prediction-based FMEA in a componentoriented framework are analyzed.
UR - http://www.scopus.com/inward/record.url?scp=85017360349&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85017360349
T3 - Frontiers in Artificial Intelligence and Applications
SP - 883
EP - 887
BT - ECAI 2004 - 16th European Conference on Artificial Intelligence, including Prestigious Applications of Intelligent Systems, PAIS 2004 - Proceedings
A2 - de Mantaras, Ramon Lopez
A2 - Saitta, Lorenza
PB - IOS Press BV
T2 - 16th European Conference on Artificial Intelligence, ECAI 2004
Y2 - 22 August 2004 through 27 August 2004
ER -