May 28, 2024Open Access

基于变分深度嵌入的智能数据辅助语义感知

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Abstract

本文提出了一种用于物联网平台的智能感知框架，其中传感器测量源自多种原因。通过选择性地选择传感器进行数据采集，以部分测量识别原因。我们采用变分深度嵌入，一种能够进行聚类和生成的生成模型，来识别原因、相应地聚类测量值，并确定原因以从部分数据估计完整测量值。这些估计有助于高效传感器选择进行数据采集。结果表明，所提出的框架能够实现早期且可靠的原因感知及完整测量估计。

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Authors

Muhammad Awais

Jinho Choi

Jihong Park

Journals

ICT Express

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Deakin University

Kyung Hee University

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基于变分深度嵌入的智能数据辅助语义感知

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