International Journal of Robust and Nonlinear Control · 2021 · 10 citations · 22 references
EngineeringCommunicationElectrical EngineeringComputer SecurityEnergy ManagementMarkov Decision ProcessesChannel EstimationPower ControlPower EstimationSensor NetworksState EstimationWireless Sensor NetworksChannel State InformationCommunication ChannelsDistributed EstimationDistributed State EstimationNoise EstimationRetransmission MechanismsStatistical Learning TheoryWireless Communication Channels
Abstract In this article, we consider the issue of energy efficient management for distributed state estimation over unknown packet‐dropping communication channels which are exposed to Denial‐of‐Service (DoS) attacks. After a packet is transmitted, the sensor determines whether to retransmit and the retransmission power levels based on the feedback information from the receiving sensor. We formulate the energy efficient management problem as a modified Markov decision problem (MMDP), and proposed an algorithm to seek a retransmission power schedule that achieves optimal tradeoff between energy consumption and communication rate for given channel noise power. In the case of unknown channel state, we design a statistical learning method to estimate channel noise power. Besides, inspired by the hypothesis testing, we design an anomaly detector to guarantee the instantaneity of channel noise power estimation and efficiency of energy management. Furthermore, we derive the optimal gain for each estimator, and provide a sufficient condition for the stability of estimator under the energy management. Finally, we verify the main results by numerical examples.
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