A Primer on Large Intelligent Surface (LIS) for Wireless Sensing in an Industrial Setting

作者: Petar Popovski , Elisabeth de Carvalho , Zheng-Hua Tan , Kimmo Kansanen , Pablo Ramirez-Espinosa

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摘要: One of the beyond-5G developments that is often highlighted integration wireless communication and radio sensing. This paper addresses potential communication-sensing Large Intelligent Surfaces (LIS) in an exemplary Industry 4.0 scenario. Besides for high throughput efficient multiplexing links, LIS can offer a high-resolution rendering propagation environment. because, indoor setting, it be placed proximity to sensed phenomena, while resolution offered by densely spaced tiny antennas deployed over large area. By treating as image environment, we develop sensing techniques leverage usage computer vision combined with machine learning. We test these methods scenario where need detect whether industrial robot deviates from predefined route. The results show LIS-based offers precision has application environments.

参考文章(22)
David Martin Powers, Recall & Precision versus The Bookmaker Cognitive Science. ,(2003)
Dario Sterpi, Sandro Ridella, Alessandro Ghio, Davide Anguita, K-Fold Cross Validation for Error Rate Estimate in Support Vector Machines. DMIN. pp. 291- 297 ,(2009)
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
Karen Simonyan, Andrew Zisserman, Very Deep Convolutional Networks for Large-Scale Image Recognition computer vision and pattern recognition. ,(2014)
Yang Zhao, Neal Patwari, Jeff M. Phillips, Suresh Venkatasubramanian, Radio tomographic imaging and tracking of stationary and moving people via kernel distance Proceedings of the 12th international conference on Information processing in sensor networks - IPSN '13. pp. 229- 240 ,(2013) , 10.1145/2461381.2461410
Fadel Adib, Zachary Kabelac, Hongzi Mao, Dina Katabi, Robert C. Miller, Demo: real-time breath monitoring using wireless signals acm/ieee international conference on mobile computing and networking. pp. 261- 262 ,(2014) , 10.1145/2639108.2641756
Jeffrey G. Andrews, Stefano Buzzi, Wan Choi, Stephen V. Hanly, Angel Lozano, Anthony C. K. Soong, Jianzhong Charlie Zhang, What Will 5G Be IEEE Journal on Selected Areas in Communications. ,vol. 32, pp. 1065- 1082 ,(2014) , 10.1109/JSAC.2014.2328098
Qifan Pu, Sidhant Gupta, Shyamnath Gollakota, Shwetak Patel, Whole-home gesture recognition using wireless signals acm/ieee international conference on mobile computing and networking. pp. 27- 38 ,(2013) , 10.1145/2500423.2500436
J. Wilson, N. Patwari, Radio Tomographic Imaging with Wireless Networks IEEE Transactions on Mobile Computing. ,vol. 9, pp. 621- 632 ,(2010) , 10.1109/TMC.2009.174
Sinno Jialin Pan, Qiang Yang, A Survey on Transfer Learning IEEE Transactions on Knowledge and Data Engineering. ,vol. 22, pp. 1345- 1359 ,(2010) , 10.1109/TKDE.2009.191