A distributed reinforcement learning approach to maximize resource utilization and control handover dropping in multimedia wireless networks

IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC

Volumn 5, Issue , 2002, Pages 2249-2253

  Alexandri, Eftychia ^a   Martinez, Gorges ^a   Zeghlache, Djamal ^b  

^a Motorola Labs   (France)

^b INSTITUT NATIONAL DES TÉLÉCOMMUNICATIONS   (France)

Author keywords

[No Author keywords available]

Indexed keywords

CELLULAR NETWORK; DISTRIBUTED REINFORCEMENT LEARNING; DROPPING PROBABILITY; GEOGRAPHICAL AREA; HANDOVER; MARKOV DECISION PROCESSES; MODEL FREE; MULTIMEDIA WIRELESS NETWORKS; Q-LEARNING ALGORITHMS; RESOURCE UTILIZATIONS; SIMULATION-BASED; TRAFFIC CLASS; TRIAL AND ERROR; UNEVENLY DISTRIBUTED TRAFFIC;

CELLULAR NEURAL NETWORKS; COMPUTER SIMULATION; LEARNING ALGORITHMS; MARKOV PROCESSES; MULTIMEDIA SYSTEMS; RADIO COMMUNICATION; REINFORCEMENT LEARNING;

WIRELESS NETWORKS;

EID: 44849138630     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PIMRC.2002.1046544     Document Type: Conference Paper

References (4)

1. P. Ramanathan, K.M. Sivalingam, P. Agrawal, and S. Kishore, "Dynamic resource allocation schemes during handoff for mobile multimedia wireless networks", IEEE Journal on Selected Areas in Communications, Vol. 17, No. 7, July 1999
2. Y.C. Ko, S.C. Park, C.Y. Chun, H.W. Lee, and C.H. Cho, "An adaptive QoS provisioning distributed call admission control using fuzzy logic control", IEEE International Conference on Communications ICC 2001
3. E.S. El-Alfy, Y.D. Yao, and H Heffes, "A model-based Q-learning scheme for wireless channel allocation with prioritized handoff", IEEE Global Telecommunications Conference Globecom 2001
4. R. S. Sutton, A. G. Barto, Reinforcement Learning: An introduction, MIT Press, Cambridge, MA, 1998