In recentyears,thegrowinginteresttowardcomplexcriticalinfrastructuresandtheirinterdependen- cies havesolicitedneweffortsintheareaofmodelingandanalysisoflargeinterdependentsystems. Cascadingeffectsareatypicalphenomenonofdependenciesofcomponentsinsideasystemoramong systems.Thepresentpaperdealswiththemodelingofcascadingeffectsinapowergrid.Inparticular, we proposetomodelsucheffectsintheformofdynamicBayesiannetworks(DBN)whichcanbe derivedbymeansofspecificrules,fromthepowergridstructureexpressedintermsofseriesand parallelmodules.Incontrastwiththeavailabletechniques,DBNofferagoodtrade-offbetweenthe analyticaltractabilityandtherepresentationofthepropagationofthecascadingevent.Acasestudy taken fromtheliterature,isconsideredasrunningexample.
A dynamic Bayesian network based framework to evaluate cascading effects in a power grid
CODETTA RAITERI, Daniele;BOBBIO, Andrea;MONTANI, Stefania;PORTINALE, Luigi
2012-01-01
Abstract
In recentyears,thegrowinginteresttowardcomplexcriticalinfrastructuresandtheirinterdependen- cies havesolicitedneweffortsintheareaofmodelingandanalysisoflargeinterdependentsystems. Cascadingeffectsareatypicalphenomenonofdependenciesofcomponentsinsideasystemoramong systems.Thepresentpaperdealswiththemodelingofcascadingeffectsinapowergrid.Inparticular, we proposetomodelsucheffectsintheformofdynamicBayesiannetworks(DBN)whichcanbe derivedbymeansofspecificrules,fromthepowergridstructureexpressedintermsofseriesand parallelmodules.Incontrastwiththeavailabletechniques,DBNofferagoodtrade-offbetweenthe analyticaltractabilityandtherepresentationofthepropagationofthecascadingevent.Acasestudy taken fromtheliterature,isconsideredasrunningexample.File | Dimensione | Formato | |
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