Naslov
Self-trained agents optimize communication service by intelligent selection

Autori
Kunštić, Marijan ; Jevtić, Dragan ; Sablić, Denis

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the KES'2000, Vol. 2 / R. J. Howlett, L.C.Jain - Brighton : The Institute of Electrical Engineers, 2000, 687-690

Skup
Fourth International Conference on Knowledge-Based Intelligent Engineering Systems & Allied Technologies

Mjesto i datum
Brighton, Ujedinjeno Kraljevstvo, 30.08.2000. - 01.09.2000

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Samostalno učenje; Komunikacijska usluga; Inteligentni odabir
(Self-training; Communicaton service; Intelligent selection)

Sažetak
The paper presents a method using an optimal selec-tion of an agent in a thought client-server environ-ment. The selection criteria are based on continuous learning and monitoring of the agent's behavior. The work has been motivated by the different abilities and properties of the agents in the network, particularly when they act in distributed environments. The main idea presented here is a permanent trans-fer adaptation of the requests from a client agent to an optimal service provider agent. Continuous ad-aptation is achieved by reinforcement Q-learning. Simulation results show that by implementing knowl-edge into an agent's behavior it is possible, in parti-cular situations, to significantly accelerate the service system.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika

POVEZANOST RADA