scholarly journals Machine Learning Based on Bayes Networks to Predict the Cascading Failure Propagation

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 44815-44823 ◽  
Author(s):  
Renjian Pi ◽  
Ye Cai ◽  
Yong Li ◽  
Yijia Cao
Keyword(s):  
Machine Learning ◽  
Cascading Failure ◽  
Failure Propagation ◽  
Bayes Networks

Dynamics of load entropy during cascading failure propagation in scale-free networks

2008 ◽  
Vol 372 (36) ◽  
pp. 5778-5782 ◽  
Author(s):  
Z.J. Bao ◽  
Y.J. Cao ◽  
L.J. Ding ◽  
Z.X. Han ◽  
G.Z. Wang
Keyword(s):  
Cascading Failure ◽  
Scale Free ◽  
Scale Free Networks ◽  
Failure Propagation

ESTIMATING FAILURE PROPAGATION IN MODELS OF CASCADING BLACKOUTS

2005 ◽  
Vol 19 (4) ◽  
pp. 475-488 ◽  
Author(s):  
Ian Dobson ◽  
Benjamin A. Carreras ◽  
Vickie E. Lynch ◽  
Bertrand Nkei ◽  
David E. Newman
Keyword(s):  
Probability Distribution ◽  
Power System ◽  
Transmission Line ◽  
Probabilistic Model ◽  
Initial Step ◽  
Cascading Failure ◽  
Statistical Estimates ◽  
Failure Propagation ◽  
Cascading Blackouts ◽  
System Data

We compare and test statistical estimates of failure propagation in data from versions of a probabilistic model of loading-dependent cascading failure and a power system blackout model of cascading transmission line overloads. The comparisons suggest mechanisms affecting failure propagation and are an initial step toward monitoring failure propagation from practical system data. Approximations to the probabilistic model describe the forms of probability distribution of cascade sizes.

Modeling Cascading Failure Propagation through Dynamic Bayesian Networks

2009 ◽  
Vol 42 (5) ◽  
pp. 209-214 ◽  
Author(s):  
A. Bobbio ◽  
D. Codetta-Raiteri ◽  
S. Montani ◽  
L. Portinale
Keyword(s):  
Bayesian Networks ◽  
Dynamic Bayesian Networks ◽  
Cascading Failure ◽  
Failure Propagation

Synergetic behavior in the cascading failure propagation of scale-free coupled map lattices

2008 ◽  
Vol 387 (23) ◽  
pp. 5922-5929 ◽  
Author(s):  
Z.J. Bao ◽  
Y.J. Cao ◽  
L.J. Ding ◽  
G.Z. Wang ◽  
Z.X. Han
Keyword(s):  
Cascading Failure ◽  
Coupled Map Lattices ◽  
Scale Free ◽  
Failure Propagation
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