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Abstract: We present a model-based monitoring method for dynamic systems that exhibit both discrete and continuous behaviors. MIMIC [ Dvorak and Kuipers, 1991 ] uses qualitative and semiquantitative models to monitor dynamic systems even with incomplete knowledge. Recent advances have improved the quality of semi-quantitative behavior predictions, used observations to refine static envelopes around monotonic functions, and provided a semiquantitative system identification method. Using these,... (Update)
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BibTeX entry: (Update)
Bernhard Rinner and Benjamin Kuipers. Monitoring Piecewise Continuous Behaviors by Refining Trackers and their Models. In Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, Stockholm, Sweden, August 1999. Morgan Kaufmann. http://citeseer.ist.psu.edu/rinner99monitoring.html More
@inproceedings{ rinner99monitoring,
author = "Bernhard Rinner and Benjamin Kuipers",
title = "Monitoring Piecewise Continuous Behaviors by Refining Semi-Quantative Trackers",
booktitle = "{IJCAI}",
pages = "1080-1086",
year = "1999",
url = "citeseer.ist.psu.edu/rinner99monitoring.html" }
Citations (may not include all citations):123 Qualitative Reasoning: Modeling and Simulation with Incomple.. (context) - Kuipers - 1994
107 Diagnosing Multiple Faults (context) - de Kleer, Williams - 1987
40 QPC: A Compiler from Physical Models into Qualitative Differ.. - Crawford, Farquhar et al. - 1990
28 Automatic Construction of Accurate Models of Physical System.. - Bradley, Stolle - 1996
23 Automated Trend Detection with Alternate Temporal Hypotheses (context) - Haimowitz, Kohane - 1993
14 Reasoning about Discontinuous Change (context) - Nishida, Doshita - 1987
12 Process Monitoring and Diagnosis: A Model-Based Approach - Dvorak, Kuipers - 1991
9 SQSIM: A Simulator for Imprecise ODE Models - Kay - 1998
9 Deriving Monotonic Function Envelopes from Observations - Kay, Ungar - 1993
8 Refining Imprecise Models and Their Behaviors - Kay - 1996
6 Polynomial Temporal Band Sequences for Analog Diagnosis (context) - Loiez, Taillibert - 1997
6 Multiple-Fault Diagnosis of Dynamic (context) - Ng - 1991
5 Semi-Quantitative System Identification - Kay, Rinner et al. - 1999
5 Instantaneous (context) - Iwasaki, Farquhar et al. - 1995
3 Estimating Monotonic Functions and Their Bounds using MSQUID - Kay, Ungar - 1999
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