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Contributions to Distributed Detection and Estimation over Sensor Networks

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자료유형학위논문
서명/저자사항Contributions to Distributed Detection and Estimation over Sensor Networks.
개인저자Whipps, Gene Thomas.
단체저자명The Ohio State University. Electrical and Computer Engineering.
발행사항[S.l.]: The Ohio State University., 2017.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2017.
형태사항138 p.
기본자료 저록Dissertation Abstracts International 79-12B(E).
Dissertation Abstract International
ISBN9780438098220
학위논문주기Thesis (Ph.D.)--The Ohio State University, 2017.
일반주기 Source: Dissertation Abstracts International, Volume: 79-12(E), Section: B.
Advisers: Randolph Moses
요약Wireless sensor networks have matured over the last several years from popular research and development platforms to commercially-available sensors and systems. In many applications, wireless sensor networks have size, weight, power, and cost li
요약First, we consider the problem of distributed detection from a large network of sensors and introduce a realistic network model. Sensor nodes make individual decisions from their local observation and then communicate these decisions through a s
요약Second, we study the problem of distributed quickest change detection from a network of sensors. Similar to the first part, sensor nodes communicate information to a central decision node, but in this part the central node continues to collect i
요약Finally, we address decentralized learning of an object appearance manifold. Sensor nodes observe an object from different aspects and then, in a decentralized manner, learn a joint statistical model for that object. We employ a mixture of facto
일반주제명Electrical engineering.
Statistics.
언어영어
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