Networked filtering and fusion in wireless sensor networks /
Mahmoud, Magdi S.
Networked filtering and fusion in wireless sensor networks / authors, Magdi S. Mahmoud, Yuanqing Xia - Boca Raton : Taylor & Francis, [2015];©2015 - 1 online resource
1. Introduction -- 2. Wireless sensor networks -- 3. Distributed sensor fusion -- 4. Distributed Kalman filtering -- 5. Expectation maximization -- 6. Wireless estimation methods -- 7. Multi-sensor fault estimation -- 8. Multi-sensor data fusion -- 9. Approximate distributed estimation -- 10. Estimation via information matrix -- 11. Filtering in sensor networks
Wireless sensor networks (WSNs) produce much data that needs to be processed, delivered, and assessed according to application objectives. Information fusion arises as a response to data gathered by sensor nodes and benefits from their processing capability. This book is about the current state of information fusion. It presents the known methods, algorithms, architectures, and models of information fusion, and discusses their applicability in the context of WSNs. Consideration is given to the range of topics treated in the current literature and presenting results of typical case studies
9781482250978
Multisensor data fusion
Information filtering systems
004.600 / M215
Networked filtering and fusion in wireless sensor networks / authors, Magdi S. Mahmoud, Yuanqing Xia - Boca Raton : Taylor & Francis, [2015];©2015 - 1 online resource
1. Introduction -- 2. Wireless sensor networks -- 3. Distributed sensor fusion -- 4. Distributed Kalman filtering -- 5. Expectation maximization -- 6. Wireless estimation methods -- 7. Multi-sensor fault estimation -- 8. Multi-sensor data fusion -- 9. Approximate distributed estimation -- 10. Estimation via information matrix -- 11. Filtering in sensor networks
Wireless sensor networks (WSNs) produce much data that needs to be processed, delivered, and assessed according to application objectives. Information fusion arises as a response to data gathered by sensor nodes and benefits from their processing capability. This book is about the current state of information fusion. It presents the known methods, algorithms, architectures, and models of information fusion, and discusses their applicability in the context of WSNs. Consideration is given to the range of topics treated in the current literature and presenting results of typical case studies
9781482250978
Multisensor data fusion
Information filtering systems
004.600 / M215