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减少传感器定向变量的影响在人类活动识别中,使用一致的参考系统

Manuel Gil-Martín1, Javier López-Iniesta1, Fernando Fernández-Martínez1

  • 1Speech Technology and Machine Learning, Information Processing and Telecommunications Center, E.T.S.I. de Telecomunicación, Universidad Politécnica de Madrid, 28040 Madrid, Spain.

Sensors (Basel, Switzerland)
|July 14, 2023
PubMed
概括

传感器方向的变化显著影响人类活动识别 (HAR) 系统. 本研究引入了一个预处理模块,该模块建立了一个一致的参考系统,转换三轴信号以减轻定向错误并提高HAR准确性.

关键词:
加速信号表示加速信号.卷积神经网络是一种卷积神经网络.深度学习是一种深度学习.前进运动方向 前进运动方向重力估计估计的重力.人类活动的认可 人类活动的认可独立于传感器定向的独立传感器定向可以穿戴的传感器.

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