Article (Scientific journals)
Decision tree approach to power systems security assessment
Wehenkel, Louis; Pavella, Mania
1993In International Journal of Electrical Power and Energy Systems, 15 (1), p. 13-36
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Keywords :
Power systems; Smart security assessment; Machine Learning
Abstract :
[en] An overview of the general decision tree approach to power system security assessment is presented. The general decision tree methodology is outlined, modifications proposed in the context of transient stability assessment are embedded, and further refinements are considered. The approach is then suitably tailored to handle other specifics of power systems security, relating to both preventive and emergency voltage control, in addition to transient stability. Trees are accordingly built in these various application domains, and their salient features are explored, assessed, compared. Among attractive aspects of the trees, we mention their ability to uncover the intrinsic mechanism governing physical processes, and to provide a clear description in terms of tractable system parameters. Further, their dual, 'attribute space' representation is shown to have complementary possibilities for more refined analysis and, in addition, for sensitivity assessment and control. Overall, the approach is characterized by its great flexibility with respect to tree structure, types of physical parameters driving the phenomena, and classes of potential applications. To illustrate and support the developments,real-world examples are reported, rolatin 9 to transient and voltage stability issues simulated on several power systems.
Disciplines :
Electrical & electronics engineering
Author, co-author :
Wehenkel, Louis  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Pavella, Mania ;  Université de Liège - ULiège > Services généraux (Faculté des sciences appliquées) > Relations académiques et scientifiques (Sciences appliquées)
Language :
English
Title :
Decision tree approach to power systems security assessment
Publication date :
1993
Journal title :
International Journal of Electrical Power and Energy Systems
ISSN :
0142-0615
eISSN :
1879-3517
Publisher :
Elsevier, Amsterdam, Netherlands
Volume :
15
Issue :
1
Pages :
13-36
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 28 December 2010

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