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Finite-Horizon<i>H<sub>∞</sub></i>State Estimation for Stochastic Coupled Networks With Random Inner Couplings Using Round-Robin Protocol

Yun Chen, Zidong Wang, Licheng Wang, Weiguo Sheng

2020IEEE Transactions on Cybernetics60 citationsDOIOpen Access PDF

Abstract

This article is concerned with the problem of finite-horizon H <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">∞</sub> state estimation for time-varying coupled stochastic networks through the round-robin scheduling protocol. The inner coupling strengths of the considered coupled networks are governed by a random sequence with known expectations and variances. For the sake of mitigating the occurrence probability of the network-induced phenomena, the communication network is equipped with the round-robin protocol that schedules the signal transmissions of the sensors' measurement outputs. By using some dedicated approximation techniques, an uncertain auxiliary system with stochastic parameters is established where the multiplicative noises enter the coefficient matrix of the augmented disturbances. With the established auxiliary system, the desired finite-horizon H <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">∞</sub> state estimator is acquired by solving coupled backward Riccati equations, and the corresponding recursive estimator design algorithm is presented that is suitable for online application. The effectiveness of the proposed estimator design method is validated via a numerical example.

Topics & Concepts

EstimatorMultiplicative functionState (computer science)Computer scienceMultiplicative noiseApplied mathematicsScheduling (production processes)Mathematical optimizationMathematicsAlgorithmStatisticsTelecommunicationsMathematical analysisTransmission (telecommunications)Signal transfer functionAnalog signalStability and Control of Uncertain SystemsDistributed Sensor Networks and Detection AlgorithmsControl Systems and Identification
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