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This book systematically presents energy-efficient robust fusion estimation methods to achieve thorough and comprehensive results in the context of network-based fusion estimation. It summarizes recent findings on fusion estimation with communication constraints; several novel energy-efficient and robust design methods for dealing with energy constraints and network-induced uncertainties are presented, such as delays, packet losses, and asynchronous information... All the results are presented as algorithms, which are convenient for practical applications.

Distributed Fusion Estimation for Sensor Networks with Communication Constraints

Introduction.- Multi-Rate Kalman Fusion Estimation for WSNs.- Kalman Fusion Estimation for WSNs with Non-Uniform Estimation Rates.- H1 Fusion Estimation for WSNs with Non-Uniform Sampling Rates.- Fusion Estimation for WSNs Using Dimension Reduction Method.- H1 Fusion Estimation for WSNs with Quantization.- Hierarchical Asynchronous Fusion Estimation for WSNs.- Fusion Estimation for WSNs with Delayed Measurements.- Fusion Estimation for WSNs with Delays and Packet Losses.