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State Estimation for Distributed Systems with Stochastic and Set-membership Uncertainties


Author: Noack, Benjamin
Source: Directory of Open Access Books
Publisher: KIT Scientific Publishing
ISBN: 9783731501244
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Description
State estimation techniques for centralized, distributed, and decentralized systems are studied. An easy-to-implement state estimation concept is introduced that generalizes and combines basic principles of Kalman filter theory and ellipsoidal calculus. By means of this method, stochastic and set-membership uncertainties can be taken into consideration simultaneously. Different solutions for implementing these estimation algorithms in distributed networked systems are presented.