Poster Abstract: Wireless Link Simulations using Multi-level Markov Models

被引：0
|
作者：
Kamthe, Ankur U. [1 ]
Carreira-Perpinan, Miguel A. [1 ]
Cerpa, Alberto E. [1 ]
机构：
[1] Univ Calif Merced, Merced, CA 95343 USA
来源：
SENSYS 09: PROCEEDINGS OF THE 7TH ACM CONFERENCE ON EMBEDDED NETWORKED SENSOR SYSTEMS | 2009年
关键词：
Simulation; 802.15.4 Low Power Wireless Networks; Wireless Channel Model; Hidden Markov Models; Mixture of Multivariate Bernoulli;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Modeling the behavior of 802.15.4 links is a non-trivial problem because of the widespread heterogeneity in the quality of any given link over short and long time scales. We propose a novel multilevel approach involving Hidden Markov Models (HMMs) and Mixtures of Multivariate Bernoullis (MMBs) for modeling the long and short time scale behavior of wireless links using experimental data traces collected from multiple 802.15.4 testbeds. We characterize the synthetic traces generated from the proposed model in terms of statistical characteristics as compared to an empirical trace with similar PRR characteristics.
引用
收藏
页码：391 / 392
页数：2
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