Dynamic Estimation of Unsaturated Buffer in Context-aware M2M WiFi Network

被引:1
作者
Chen, Yan-Bin [1 ]
Lin, Guan-Yu [1 ]
Wei, Hung-Yu [1 ]
机构
[1] Natl Taiwan Univ, Dept Elect Engn, Taipei, Taiwan
来源
2014 IEEE INTERNATIONAL CONFERENCE (ITHINGS) - 2014 IEEE INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND COMMUNICATIONS (GREENCOM) - 2014 IEEE INTERNATIONAL CONFERENCE ON CYBER-PHYSICAL-SOCIAL COMPUTING (CPS) | 2014年
关键词
IEEE-802.11;
D O I
10.1109/iThings.2014.56
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We propose a Particle Filter framework to perform online estimation for an unsaturated buffer of the stations in the Machine to Machine (M2M) WiFi network. The dynamical variation of the traffic affects the performance severely in the M2M WiFi network. The exist researches for analyzing the unsaturated condition in the network is based on the steady-state model, whereas this proposed method is devoted to dynamically estimate the probability distribution of the packet existence in the unsaturated buffer of the stations. The estimation accuracy and effectiveness are evaluated by Root Mean Square Error. The proposed dynamic estimation is more aware of the traffic change in the varying wireless M2M WiFi network compared to the other works by the static analyzing model.
引用
收藏
页码:308 / 311
页数:4
相关论文
共 9 条
  • [1] Bianchi G, 2003, IEEE INFOCOM SER, P844
  • [2] Overload Control for Machine-Type-Communications in LTE-Advanced System
    Cheng, Ming-Yuan
    Lin, Guan-Yu
    Wei, Hung-Yu
    Hsu, Alex Chia-Chun
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2012, 50 (06) : 38 - 45
  • [3] Unsaturated throughput analysis of IEEE 802.11 in presence of non ideal transmission channel and capture effects
    Daneshgaran, F.
    Laddomada, M.
    Mesiti, F.
    Mondin, M.
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2008, 7 (04) : 1276 - 1286
  • [4] Throughput Optimization of Heterogeneous IEEE 802.11 DCF Networks
    Gao, Yayu
    Sun, Xinghua
    Dai, Lin
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2013, 12 (01) : 398 - 411
  • [5] Karagiannis T, 2004, IEEE INFOCOM SER, P1558
  • [6] Batch and sequential Bayesian estimators of the number of active terminals in an IEEE 802.11 network
    Vercauteren, Tom
    Toledo, Alberto Lopez
    Wang, Xiaodong
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (02) : 437 - 450
  • [7] BEWARE: Background Traffic-Aware Rate Adaptation for IEEE 802.11
    Wang, Shao-Cheng
    Helmy, Ahmed
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2011, 19 (04) : 1164 - 1177
  • [8] Yang G, 2012, IEEE GLOB COMM CONF, P5212, DOI 10.1109/GLOCOM.2012.6503948
  • [9] A New Method for Analyzing Nonsaturated IEEE 802.11 DCF Networks
    Zhang, Xiaomin
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2013, 2 (02) : 243 - 246