학술논문

Statistical Bit Error Trace Modeling of Acoustic Communication Links Using Decision Feedback Equalization
Document Type
Periodical
Source
IEEE Journal of Oceanic Engineering IEEE J. Oceanic Eng. Oceanic Engineering, IEEE Journal of. 38(4):785-795 Oct, 2013
Subject
Geoscience
Power, Energy and Industry Applications
Hidden Markov models
Underwater communication
Error analysis
Packet loss
Underwater acoustics
Decision feedback equalizers
Algorithm design and analysis
Bit errors
generalized Pareto renewal process
packet errors
underwater communications
Language
ISSN
0364-9059
1558-1691
2373-7786
Abstract
Underwater network simulation and performance analysis require accurate packet error models. The packet error probability depends on the packet length and the temporal distribution of bit errors. We analyze error traces from decision-feedback-equalized single-carrier acoustic communication links from several shallow-water experiments and show that clustering of bit errors occurs at several timescales. We propose a two-part statistical error model consisting of a generalized Pareto fractal renewal parent process that drives Bernoulli daughter processes with generalized extreme value distributed lifetimes. We present an algorithm to simulate communication errors using this error process model and show that the simulated packet loss probability accurately matches experimental observations.