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Publications:Nonlinear relation mining for maintenance prediction
Abstract <p>This paper presents a method for <p>This paper presents a method for mining nonlinear relationships in machine data with the purpose of using such relationships to detect faults, isolate faults and predict wear and maintenance needs. The method is based on the symmetrical uncertainty measure from information theory, hierarchical clustering and self-organizing maps. It is demonstrated on synthetic data sets where it is shown to be able to detect interesting signal relations and outperform linear methods. It is also demonstrated on real data sets where it is considerably harder to select small feature sets. It is also demonstrated on the real data sets that there is information about system wear and system faults in the detected relationships. The work is part of a long-term research project with the aim to construct a self-organizing autonomic computing system for self-monitoring of mechatronic systems.</p>nitoring of mechatronic systems.</p>
Author Ahmed Mosallam + , Stefan Byttner + , Magnus Svensson + , Thorsteinn Rögnvaldsson +
Conference IEEE Aerospace conference 2011, 5-12 march
DOI http://dx.doi.org/10.1109/AERO.2011.5747581  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:404650
EndPage 9  +
PublicationType Conference Paper  +
Publisher IEEE Press  +
StartPage 1  +
Title Nonlinear relation mining for maintenance prediction  +
Year 2011  +
Has queryThis property is a special property in this wiki. Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction + , Publications:Nonlinear relation mining for maintenance prediction +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:40:00  +
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