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- W4226064119 abstract "Wireless sensor networks are among the most promising technologies of the current era because of their small size, lower cost, and ease of deployment. With the increasing number of wireless sensors, the probability of generating missing data also rises. This incomplete data could lead to disastrous consequences if used for decision-making. There is rich literature dealing with this problem. However, most approaches show performance degradation when a sizable amount of data is lost. Inspired by the emerging field of graph signal processing, this paper performs a new study of a Sobolev reconstruction algorithm in wireless sensor networks. Experimental comparisons on several publicly available datasets demonstrate that the algorithm surpasses multiple state-of-the-art techniques by a maximum margin of 54%. We further show that this algorithm consistently retrieves the missing data even during massive data loss situations." @default.
- W4226064119 created "2022-05-05" @default.
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- W4226064119 date "2022-03-01" @default.
- W4226064119 modified "2023-09-29" @default.
- W4226064119 title "Recovery of Missing Sensor Data by Reconstructing Time-varying Graph Signals" @default.
- W4226064119 doi "https://doi.org/10.48550/arxiv.2203.00418" @default.
- W4226064119 hasPublicationYear "2022" @default.
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