Adaptive Sampling with Mobile WSN: Simultaneous robot localisation and mapping of paramagnetic spatio-temporal fields

Author:   Koushil Sreenath ,  Muhammad F. Mysorewala ,  Dan O. Popa ,  Frank L. Lewis
Publisher:   Institution of Engineering and Technology
ISBN:  

9781849192576


Pages:   208
Publication Date:   11 February 2011
Format:   Hardback
Availability:   In Print   Availability explained
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Adaptive Sampling with Mobile WSN: Simultaneous robot localisation and mapping of paramagnetic spatio-temporal fields


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Overview

Adaptive Sampling with Mobile WSN develops algorithms for optimal estimation of environmental parametric fields. With a single mobile sensor, several approaches are presented to solve the problem of where to sample next to maximally and simultaneously reduce uncertainty in the field estimate and uncertainty in the localisation of the mobile sensor while respecting the dynamics of the time-varying field and the mobile sensor. A case study of mapping a forest fire is presented. Multiple static and mobile sensors are considered next, and distributed algorithms for adaptive sampling are developed resulting in the Distributed Federated Kalman Filter. However, with multiple resources a possibility of deadlock arises and a matrix-based discrete-event controller is used to implement a deadlock avoidance policy. Deadlock prevention in the presence of shared and routing resources is also considered. Finally, a simultaneous and adaptive localisation strategy is developed to simultaneously localise static and mobile sensors in the WSN in an adaptive manner. Experimental validation of several of these algorithms is discussed throughout the book.

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Author:   Koushil Sreenath ,  Muhammad F. Mysorewala ,  Dan O. Popa ,  Frank L. Lewis
Publisher:   Institution of Engineering and Technology
Imprint:   Institution of Engineering and Technology
ISBN:  

9781849192576


ISBN 10:   184919257
Pages:   208
Publication Date:   11 February 2011
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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Koushil Sreenath is a Ph.D. candidate in Electrical Engineering at the University of Michigan, Ann Arbor. Muhammad F. Mysorewala is an Assistant Professor of Systems Engineering at King Fahd University of Petroleum and Minerals, Saudi Arabia. Dan O. Popa is an Associate Professor of Electrical Engineering at the University of Texas, Arlington. Frank L. Lewis is a Professor of Electrical Engineering and Moncrief-O'Donnell Chair at the University of Texas, Arlington.

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