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Pregled bibliografske jedinice broj: 71643

Communication Service Optimization by Self-tranined and Distributed Agent Pools


Jevtić, Dragan; Kunštić, Marijan
Communication Service Optimization by Self-tranined and Distributed Agent Pools // Frontiers in Artificial Intelligence and Applications, 69 (2001), 2; 929-933 (podatak o recenziji nije dostupan, članak, znanstveni)


CROSBI ID: 71643 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Communication Service Optimization by Self-tranined and Distributed Agent Pools

Autori
Jevtić, Dragan ; Kunštić, Marijan

Izvornik
Frontiers in Artificial Intelligence and Applications (0922-6389) 69 (2001), 2; 929-933

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Reinforcement learning; Intelligent agents; Optimal routing

Sažetak
The paper presents some simulated properties of the communication system supported by self-trained agents. The applied selection principle was major argument for the service properties in the designed agent environment. The work was motivated by redundancy, inherent in the variety of predicted abilities and properties of the network agents, particularly in distributed environments. Continuous adaptation was achieved by reinforcement Q-learning. Two options of possible environmental changes were studied: a significant change in SPA activity, and the increased traffic due to overloading of another node. Simulation results show rapid adaptation and significantly improved performance compared to sequential selection. As the consequence of the environmental change, the increase of the state time in the system has been detected, however always on the superior level than in the unlearned methods.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika



POVEZANOST RADA


Projekti:
036004

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Dragan Jevtić (autor)

Avatar Url Marijan Kunštić (autor)


Citiraj ovu publikaciju

Jevtić, Dragan; Kunštić, Marijan
Communication Service Optimization by Self-tranined and Distributed Agent Pools // Frontiers in Artificial Intelligence and Applications, 69 (2001), 2; 929-933 (podatak o recenziji nije dostupan, članak, znanstveni)
Jevtić, D. & Kunštić, M. (2001) Communication Service Optimization by Self-tranined and Distributed Agent Pools. Frontiers in Artificial Intelligence and Applications, 69 (2), 929-933.
@article{article, year = {2001}, pages = {929-933}, keywords = {Reinforcement learning, Intelligent agents, Optimal routing}, journal = {Frontiers in Artificial Intelligence and Applications}, volume = {69}, number = {2}, issn = {0922-6389}, title = {Communication Service Optimization by Self-tranined and Distributed Agent Pools}, keyword = {Reinforcement learning, Intelligent agents, Optimal routing} }
@article{article, year = {2001}, pages = {929-933}, keywords = {Reinforcement learning, Intelligent agents, Optimal routing}, journal = {Frontiers in Artificial Intelligence and Applications}, volume = {69}, number = {2}, issn = {0922-6389}, title = {Communication Service Optimization by Self-tranined and Distributed Agent Pools}, keyword = {Reinforcement learning, Intelligent agents, Optimal routing} }




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