?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Neural-based+Queueing+System+Modelling+for+Service+Quality+Estimation+in+B-ISDN+Networks&rft.creator=Aussem%2C+Alex&rft.creator=Rouxel%2C+Sebastien&rft.creator=Marie%2C+Raymond&rft.subject=Artificial+Intelligence&rft.subject=Dynamical+Systems&rft.subject=Machine+Learning&rft.subject=Neural+Nets&rft.description=This+paper+addresses+an+original+scheme+based+on+feedforward+neural+networks%2C+aimed+at+modelling+queueing+systems+fed+with+bursty+traffic.+A+neural+network+is+trained+to+anticipate+the+average+number+of+waiting+cells%2C+the+cell+loss+rate+and+the+coefficient+of+variation+of+the+cell+inter-departure+time%2C+given+the+mean+rate%2C+the+peak+rate+and+the+coefficient+of+variation+of+the+cell+inter-arrival+time.+Our+long-term+goal+is+the+design+of+a+preventive+control+strategy+in+B-ISDN+networks+based+on+distributed+neural+networks+modelling+each+queueing+system+located+at+the+input+and+output+ports+of+the+switching+facilities.+To+illustrate+the+potential+of+neural+networks+for+modelling+queueing+systems%2C+a+neural+network+is+successfully+trained+to+model+OnOff%2FD%2F1%2Fc%2C+OnOff%2FOnOff%2F1%2Fc+and+multi-OnOff%2FD%2F1%2Fc+queueing+systems.&rft.publisher=IEE%2C+London&rft.date=1999&rft.type=Conference+Paper&rft.type=NonPeerReviewed&rft.format=application%2Fpostscript&rft.identifier=http%3A%2F%2Fcogprints.org%2F550%2F2%2FICANN99.ps&rft.identifier=++Aussem%2C+Alex+and+Rouxel%2C+Sebastien+and+Marie%2C+Raymond++(1999)+Neural-based+Queueing+System+Modelling+for+Service+Quality+Estimation+in+B-ISDN+Networks.++%5BConference+Paper%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F550%2F