Frame based back-off for Q-learning RACH access in LTE networks

2014 Australasian Telecommunication Networks and Applications Conference, ATNAC 2014

Volumn , Issue , 2015, Pages 176-181

  Bello, Lawal Mohammed ^a   Mitchell, Paul ^a   Grace, David ^a  

^a UNIVERSITY OF YORK   (United Kingdom)

Author keywords

LTE Network; Machine to Machine; Medium Access Control; Q learning

Indexed keywords

REINFORCEMENT LEARNING;

BACKOFFS; FRAME-BASED; LTE NETWORKS; MACHINE TO MACHINES; MACHINE-TO-MACHINE (M2M); PERIODIC TRAFFIC; Q-LEARNING; TRAFFIC DISTRIBUTIONS;

MEDIUM ACCESS CONTROL;

EID: 84923176293     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ATNAC.2014.7020894     Document Type: Conference Paper

References (13)

1. M. Chen, J. Wan, and F. Li, "Machine-to-Machine Communications: Architectures, Standards and Applications," KSII Transactions on Internet and Information Systems, vol. 6, pp. 480-497, 2012.
2. M. B. Lawal, P. Mitchell, and D. Grace, "Application of Q-learning for RACH Access to Support M2M Traffic over Cellular Network," presented at the European Wireless, Barcelona, Spain, May 2014.
3. A. Lo, Y. W. Law, and M. Jacobsson, "A cellularcentric service architecture for machine-to-machine (M2M) communications," Wireless Communications, IEEE, vol. 20, pp. 143-151, 2013.
4. A. Lo, Y. W. Law, M. Jacobsson, and M. Kucharzak, "Enhanced LTE-advanced random-access mechanism for massive machine-to-machine (M2M) communications," in in 27th World Wireless Research Forum (WWF) Meeting, 2011
5. T. Taleb and A. Kunz, "Machine type communications in 3GPP networks: Potential, challenges, and solutions," Communications Magazine, IEEE, vol. 50, pp. 178-184, 2012.
6. C. Kim, A. Soong, M. Tseng, and X. Zhixian, "Global Wireless Machine-to-Machine Standardization," Internet Computing, IEEE, vol. 15, pp. 64-69, 2011.
7. 3GPPTR37.868V11.0.0, "Study on RAN improvements for machine-type communications," Sept, 2011.
8. L. Shao-Yu, L. Tzu-Huan, K. Ching-Yueh, and C. Kwang-Cheng, "Cooperative Access Class Barring for Machine-to-Machine Communications," Wireless Communications, IEEE Transactions on, vol. 11, pp. 27-32, 2012.
9. L. Ki-Dong, K. Sang, and Y. Byung, "Throughput comparison of random access methods for M2M service over LTE networks," in GLOBECOM Workshops, IEEE, pp. 373-377, 2011.
10. H. Holma and A. Toskala, WCDMA for UMTS Radio Access For Third Generation Mobile Communications. West Sussex: John Wiley & Sons, 2004.
11. A. Laya, L. Alonso, and J. Alonso-Zarate, "Is the Random Access Channel of LTE and LTE-A Suitable for M2M Communications? A Survey of Alternatives," Communications Surveys & Tutorials, IEEE, vol. 16, pp. 4-16, 2014.
12. C. Luders and R. Haferbeck, "The performance of the GSM random access procedure," in Vehicular Technology Conference, IEEE, pp. 1165-1169 vol.2, 1994.
13. I. Vukovic and I. Filipovich, "Throughput analysis of TDD LTE Random Access Channel," in Personal Indoor and Mobile Radio Communications (PIMRC), IEEE International Symposium on, pp. 1652-1656, 2011