Distributed Inference for Relay-Assisted Sensor Networks With Intermittent Measurements Over Fading Channels Article Swipe

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Shanying Zhu , Yeng Chai Soh , Lihua Xie ·

YOU? · · 2015 · Open Access · · DOI: https://doi.org/10.1109/tsp.2015.2489606

In this paper, we consider a general distributed estimation problem in relay-assisted sensor networks by taking into account time-varying asymmetric communications, fading channels and intermittent measurements. Motivated by centralized filtering algorithms, we propose a distributed innovation-based estimation algorithm by combining the measurement innovation (assimilation of new measurement) and local data innovation (incorporation of neighboring data). Our algorithm is fully distributed which does not need a fusion center. We establish theoretical results regarding asymptotic unbiasedness and consistency of the proposed algorithm. Specifically, in order to cope with time-varying asymmetric communications, we utilize an ordering technique and the generalized Perron complement to manipulate the first and second moment analyses in a tractable framework. Furthermore, we present a performance-oriented design of the proposed algorithm for energy-constrained networks based on the theoretical results. Simulation results corroborate the theoretical findings, thus demonstrating the effectiveness of the proposed algorithm.

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Relay Fading Fusion center Computer science Wireless sensor network Inference Consistency (knowledge bases) Distributed algorithm Algorithm Distributed computing Wireless Computer network Telecommunications Artificial intelligence Decoding methods Power (physics) Physics Quantum mechanics Cognitive radio

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Type: article
Language: en
Landing Page: https://doi.org/10.1109/tsp.2015.2489606
OA Status: green
Cited By: 13
References: 50
Related Works: 10
OpenAlex ID: https://openalex.org/W2228821235

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DOI: https://doi.org/10.1109/tsp.2015.2489606

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Title: Distributed Inference for Relay-Assisted Sensor Networks With Intermittent Measurements Over Fading Channels

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Language: en

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Publication year: 2015

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Publication date: 2015-10-13

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Authors: Shanying Zhu, Yeng Chai Soh, Lihua Xie

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Landing page: https://doi.org/10.1109/tsp.2015.2489606

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Concepts: Relay, Fading, Fusion center, Computer science, Wireless sensor network, Inference, Consistency (knowledge bases), Distributed algorithm, Algorithm, Distributed computing, Wireless, Computer network, Telecommunications, Artificial intelligence, Decoding methods, Power (physics), Physics, Quantum mechanics, Cognitive radio

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Cited by: 13

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Citations by year (recent): 2024: 1, 2023: 2, 2020: 1, 2018: 5, 2017: 2

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