?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Queueing+Network+Modelling+with+Distributed+Neural+Networks+for+Service+Quality+Estimation+in+B-ISDN+Networks&rft.creator=Aussem%2C+Alex&rft.creator=Mahul%2C+Antoine&rft.creator=Marie%2C+Raymond&rft.subject=Neural+Nets&rft.description=We+discuss+an+original+scheme+based+on+distributed+feedforward+neural+networks+(NN)%2C+aimed+at+modelling+several+queueing+systems+in+cascade+fed+with+bursty+traffic.+For+each+queueing+system%2C+a+neural+network+is+trained+to+anticipate+the+average+number+of+waiting+packets%2C+the+packet+loss+rate+and+the+coefficient+of+variation+of+the+packet+inter-departure+time%2C+given+the+mean+rate%2C+the+peak+rate+and+the+coefficient+of+variation+of+the+packet+inter-arrival+time.+The+latter+serves+for+the+calculation+of+the+coefficient+of+variation+of+the+cell+inter-arrival+time+of+the+aggregated+traffic+which+is+fed+as+input+to+the+next+NN+along+the+path.+The+potential+of+this+method+was+sucessfully+illustrated+on+several+single+server+FIFO+queues+in+(Aussem99).+We+now+apply+this+technique+to+model+a+small+queueing+network+made+up+from+a+combination+of+queues+in+tandem+and+in+parallel+fed+by+a+superimposition+of+OnOff+sources.+Our+long-term+goal+is+the+design+of+preventive+control+strategy+in+a+multiservice+communication+network.%0A&rft.date=2000&rft.type=Conference+Paper&rft.type=PeerReviewed&rft.format=application%2Fpostscript&rft.identifier=http%3A%2F%2Fcogprints.org%2F1038%2F2%2FIJCNN2000_telecom.ps&rft.identifier=++Aussem%2C+Alex+and+Mahul%2C+Antoine+and+Marie%2C+Raymond++(2000)+Queueing+Network+Modelling+with+Distributed+Neural+Networks+for+Service+Quality+Estimation+in+B-ISDN+Networks.++%5BConference+Paper%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F1038%2F