Title :
Hidden Markov model approach to TCP link state tracking
Author :
Borisov, Andrey ; Miller, Gregory
Author_Institution :
IIP, Russian Acad. of Sci., Russia
Abstract :
A new model of TCP link state evolution In the settings of hidden Markov models (HMM) is introduced. A class of special Markov processes, which can be considered as generalization of the classic Markov chains, is suggested. Solution of the optimal filtering problem given combined noised and unnoised indirect observations is also presented. The result is implemented to the tracking problem for the couple "TCP link condition - round trip time (RTT)" given both the noised RTT measurements and packet losses. The presented estimate is compared with the standard realized in TCP and the optimal filtering one given packet losses only.
Keywords :
filtering theory; hidden Markov models; probability; telecommunication congestion control; transport protocols; TCP link state tracking; classic Markov chains; hidden Markov model approach; indirect observations; optimal filtering problem; packet losses; tracking problem; Filtering; Hidden Markov models; Loss measurement; Markov processes; Noise measurement; Performance analysis; Protocols; Queueing analysis; TCPIP; Time measurement;
Conference_Titel :
Decision and Control, 2004. CDC. 43rd IEEE Conference on
Print_ISBN :
0-7803-8682-5
DOI :
10.1109/CDC.2004.1429318