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HMM-based characterization of channel behavior for networked control systems
2012
Proceedings of the 1st international conference on High Confidence Networked Systems - HiCoNS '12
We study the problem of characterizing the behavior of lossy and data corrupting communication channels in a networked control setting, where the channel's behavior exhibits temporal correlation. We propose a behavior characterization mechanism based on a hidden Markov model (HMM). The use of a HMM in this regard presents multiple challenges including dealing with incomplete observation sequences (due to data losses and corruptions) and the lack of a priori information about the model
doi:10.1145/2185505.2185508
dblp:conf/hicons/ChangVESPL12
fatcat:eoe3vvvuczdkvfw3nefvpumowi