简介:Anintelligentsecuritysystemsengineeringapproachisusedtoanalyzefireandexplosivecriticalincidents,agrowingconcerninurbancommunities.Afeed-forwardback-propagationneuralnetworkmodelsthedamagesarisingfromthesecriticalincidents.Theoverallgoalistopromotefiresafetyandsustainablesecurity.Theintelligentsecuritysystemsengineeringpredictionmodelusesafullyconnectedmultilayerneuralnetworkandconsidersanumberoffactorsrelatedtothefireorexplosiveincidentincludingthetypeofpropertyaffected,thetimeofday,andtheignitionsource.ThenetworkwastrainedonalargenumberofcriticalincidentrecordsreportedinToronto,Canadabetween2000and2006.Ourintelligentsecuritysystemsengineeringapproachcanhelpemergencyrespondersbyimprovingcriticalincidentanalysis,sustainablesecurity,andfireriskmanagement.