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Knowledge compilation techniques for model-based diagnosis of complex active systems

Chapter
Publication Date:
2018
Abstract:
According to complexity science, the essence of a complex system is the emergence of unpredictable behavior from interaction among components. Loosely inspired by this idea, a diagnosis technique of a class of discrete-event systems, called complex active systems, is presented. A complex active system is a hierarchical graph, where each node is a network of communicating automata, called an active unit. Specific interaction patterns among automata within an active unit give rise to the occurrence of emergent events, which may affect the behavior of superior active units. This results in the stratification of the behavior of the complex active system, where each different stratum corresponds to a different abstraction level of the emergent behavior. As such, emergence is a peculiar property of a complex active system. To speed up the
diagnosis task, model-based knowledge is compiled offline and exploited online by the diagnosis engine. The technique is sound and complete.
CRIS type:
2.1 Contributo in volume (Capitolo o Saggio)
Keywords:
Knowledge compilation, Complex system, Emergent behavior, Discrete-event system, Active system, Model-based diagnosis, Lazy techniques
List of contributors:
Lamperti, Gian Franco; Zanella, Marina; Zhao, Xiangfu
Authors of the University:
LAMPERTI Gian Franco
ZANELLA Marina
Handle:
https://iris.unibs.it/handle/11379/509082
Book title:
Machine Learning and Knowledge Extraction
Published in:
LECTURE NOTES IN COMPUTER SCIENCE
Journal
LECTURE NOTES IN COMPUTER SCIENCE
Series
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