Data Fusion in Wireless Sensor Networks

Domenico Ciuonzo was a Researcher at NM-2 s.r.l., Naples, during 2017-18. He is now an Assistant Professor at University of Naples Federico II.Pierluigi Salvo Rossi is Principal Engineer with the Department of Advanced Analytics and Machine Learning, Kongsberg Digital AS, Norway. He is an IEEE Senior Member, Associate Editor of IEEE Transactions on Wireless Communications, and Senior Editor of IEEE Communications Letters.

• Part I: Sensing model uncertaintyChapter 1: Generalized score-tests for decision fusion with sensing model uncertaintyChapter 2: Compressed distributed detection and estimationChapter 3: Heterogeneous sensor data fusion by deep learning Part II: Reporting channel uncertaintyChapter 4: Energy-efficient clustering and collision-aware distributed detection/estimation in random-access-based WSNsChapter 5: Channel-aware decision fusion in MIMO wireless sensor networksChapter 6: Channel-aware detection and estimation in the massive MIMO regime Part III: Distributed inference over graphsChapter 7: Decentralized detection via running consensusChapter 8: Distributed recursive testing of composite hypothesis in multi-agent networksChapter 9: Expectation-maximisation based distributed estimation in sensor networks Part IV: Cross-layer issuesChapter 10: Distributed estimation in energy harvesting wireless sensor networksChapter 11: Secure estimation in wireless sensor networks in the presence of an eavesdropperChapter 12: Robust fusion of unreliable data sources using error-correcting output codesChapter 13: Conclusions and future perspectives