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WiMorse: A Contactless Morse Code Text Input System Using Ambient WiFi Signals

  • Kai Niu
  • , Fusang Zhang
  • , Yuhang Jiang
  • , Jie Xiong
  • , Qin Lv
  • , Youwei Zeng
  • , Daqing Zhang*
  • *此作品的通讯作者
  • Peking University
  • CAS - Institute of Software
  • University of Massachusetts
  • University of Colorado Boulder
  • Institut Polytechnique de Paris

科研成果: 期刊稿件文章同行评审

摘要

Recent years have witnessed advances of Internet of Things (IoT) technologies and their applications to enable contactless sensing and human-computer interaction in smart homes. For people with motor neurone disease (MND), their motion capabilities are severely impaired and they have difficulties interacting with IoT devices and even communicating with other people. As the disease progresses, most patients lose their speech function eventually which makes the widely adopted voice-based solutions fail. In contrast, most of the patients can still move their fingers slightly even after they have lost the control of their arms and hands. Thus, we propose to develop a Morse code-based text input system, called WiMorse, which allows patients with minimal single-finger control to input and communicate with other people without attaching any sensor to their fingers. WiMorse leverages ubiquitous commodity WiFi devices to track subtle finger movements contactlessly and encode them as Morse code input. In order to sense the very subtle finger movements, we propose to employ the ratio of the channel state information (CSI) between two antennas to enhance the signal to noise ratio. To address the severe location dependency issue in wireless sensing with accurate theoretical underpinning and experiments, we propose a signal transformation mechanism to automatically convert signals based on the input position, achieving stable sensing performance. Comprehensive experiments demonstrate that WiMorse can achieve higher than 95% recognition accuracy for finger generated Morse code, and is robust against input position, environment changes, and user diversity.

源语言英语
文章编号8796377
页(从-至)9993-10008
页数16
期刊IEEE Internet of Things Journal
6
6
DOI
出版状态已出版 - 12月 2019
已对外发布

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 3 - 良好健康与福祉
    可持续发展目标 3 良好健康与福祉

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