On the Use of Stray Wireless Signals for Sensing: A Look Beyond 5G for the Next Generation of Industry

With the growing range of radio technologies and sensors used in next-generation industrial plants, radio-frequency sensing systems hold the potential to generate high-value information. We discuss emerging tools, key technology enablers, and distinct deployment experiences with a focus on communications beyond 5G and future industrial applications.

[1]  Xiang Li,et al.  Device-Free WiFi Human Sensing: From Pattern-Based to Model-Based Approaches , 2017, IEEE Communications Magazine.

[2]  Hao Jiang,et al.  DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network , 2018, 2018 IEEE International Conference on Communications (ICC).

[3]  Jing Wang,et al.  Wireless channel feature extraction via GMM and CNN in the tomographic channel model , 2017, Journal of Communications and Information Networks.

[4]  Umberto Spagnolini,et al.  Device-Free Radio Vision for Assisted Living: Leveraging wireless channel quality information for human sensing , 2016, IEEE Signal Processing Magazine.

[5]  Fredrik Tufvesson,et al.  5G: A Tutorial Overview of Standards, Trials, Challenges, Deployment, and Practice , 2017, IEEE Journal on Selected Areas in Communications.

[6]  Yingying Chen,et al.  Behavior Recognition Based on Wi-Fi CSI: Part 1 , 2017, IEEE Commun. Mag..

[7]  Ian F. Akyildiz,et al.  Terahertz band: Next frontier for wireless communications , 2014, Phys. Commun..

[8]  Yusheng Ji,et al.  Accurate Location Tracking From CSI-Based Passive Device-Free Probabilistic Fingerprinting , 2018, IEEE Transactions on Vehicular Technology.

[9]  Friedemann Reinhard,et al.  Holography of Wi-fi Radiation. , 2017, Physical review letters.

[10]  Vittorio Rampa,et al.  Device-Free Human Sensing and Localization in Collaborative Human–Robot Workspaces: A Case Study , 2016, IEEE Sensors Journal.

[11]  Nicholas D. Lane,et al.  Squeezing Deep Learning into Mobile and Embedded Devices , 2017, IEEE Pervasive Computing.

[12]  Umberto Spagnolini,et al.  Cellular Data Analytics for Detection and Discrimination of Body Movements , 2018, IEEE Access.

[13]  Robert W. Heath,et al.  Millimeter Wave Networked Wearables in Dense Indoor Environments , 2016, IEEE Access.

[14]  Kaishun Wu,et al.  WiFall: Device-free fall detection by wireless networks , 2017, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[15]  Moustafa Youssef,et al.  New insights into wifi-based device-free localization , 2013, UbiComp.

[16]  Tran Duc Chung,et al.  Application of Wireless Technology for Control , 2017 .

[17]  Mianxiong Dong,et al.  Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing , 2018, IEEE Network.

[18]  Yusheng Ji,et al.  Monitoring Attention Using Ambient FM Radio Signals , 2014, IEEE Pervasive Computing.

[19]  Stefano Savazzi,et al.  A Cloud-IoT Platform for Passive Radio Sensing: Challenges and Application Case Studies , 2018, IEEE Internet of Things Journal.