Title :
A learning control method for communications traffic system
Author_Institution :
NTT Telecommun. Networks Lab., Tokyo, Japan
Abstract :
The convergence of a learning control method for resource assignment control in integrated services telecommunications networks is proved. General black-box modeling is used to cope with the vast variation in traffic characteristics. To reduce the heavy calculational burden required by general modeling, a learning control approach is introduced. The approach promotes efficient learning by adopting the method of potential functions for online system identification and adaptive learning region adjustment. The method´s applicability to arbitrary traffic distributions is demonstrated for the problem of trunk reservation control of multispeed circuit-switched links
Keywords :
ISDN; identification; learning systems; telecommunication traffic; telecommunications control; ISDN; black-box modeling; convergence; integrated services telecommunications networks; learning control method; multispeed circuit-switched links; online system identification; resource assignment control; trunk reservation control; Adaptive systems; Circuits; Communication system control; Communication system traffic control; Control systems; Convergence; Intserv networks; System identification; Telecommunication control; Traffic control;
Conference_Titel :
Decision and Control, 1989., Proceedings of the 28th IEEE Conference on
Conference_Location :
Tampa, FL
DOI :
10.1109/CDC.1989.70179
