Title :
Introduction to multi-agent modified Q-learning routing for computer networks
Author :
R. Rudek;L. Koszalka;I. Pozniak-Koszalka
Author_Institution :
Inst. of Eng. Cybern., Wroclaw Univ. of Technol., Poland
fDate :
6/27/1905 12:00:00 AM
Abstract :
Routing is an important issue in designing modern communication environments as well as in working of distributed systems. This paper concerns the concept of using reinforcement learning in the case of routing in computer networks. For this problem we propose a multi-agent approach called modified Q-learning routing. The proposed idea is compared with actually working solutions: distance-vector and deterministic routing. The properties and some experiments are presented, and it is shown that the proposed algorithm achieves better results than its opponents.
Keywords :
"Routing","Computer networks","Machine learning algorithms","Packet switching","Cybernetics","Distributed computing","Circuit faults","Communication system traffic control","Machine learning","Control systems"
Conference_Titel :
Telecommunications, 2005. advanced industrial conference on telecommunications/service assurance with partial and intermittent resources conference/e-learning on telecommunications workshop. aict/sapir/elete 2005. proceedings
Print_ISBN :
0-7695-2388-9
DOI :
10.1109/AICT.2005.53