With this groundbreaking text, discover how wireless artificial intelligence (AI) can be used to determine position at centimeter level, sense motion and vital signs, and identify events and people. Using a highly innovative approach that employs existing wireless equipment and signal processing techniques to turn multipaths into virtual antennas, combined with the physical principle of time reversal and machine learning, it covers fundamental theory, extensive experimental results, and real practical use cases developed for products and applications. Topics explored include indoor positioning and tracking, wireless sensing and analytics, wireless power transfer and energy efficiency, 5G and next-generation communications, and the connection of large numbers of heterogeneous IoT devices of various bandwidths and capabilities. Demo videos accompanying the book online enhance understanding of these topics. Providing a unified framework for wireless AI, this is an excellent text for graduate students, researchers, and professionals working in wireless sensing, positioning, IoT, machine learning, signal processing and wireless communications.
Author(s): K. J. Ray Liu, Beibei Wang
Publisher: Cambridge University Press
Year: 2019
Language: English
Pages: 624
Cover......Page 1
Front Matter
......Page 3
Wireless AI: Wireless Sensing, Positioning, IoT,and Communications
......Page 5
Copyright
......Page 6
Dedication
......Page 7
Contents
......Page 9
Preface......Page 15
1 Principles of Time Reversal and
Effective Bandwidth......Page 19
Part I - Indoor Locationing and Tracking
......Page 35
2 Centimeter-Accuracy Indoor
Positioning......Page 37
3 Multiantenna Approach......Page 57
4 Frequency Hopping Approach......Page 84
5 Decimeter-Accuracy Indoor Tracking......Page 108
Part II - Wireless Sensing and Analytics
......Page 133
6 Wireless Events Detection......Page 135
7 Statistical Learning for Indoor
Monitoring......Page 161
8 Radio Biometrics for Human
Recognition......Page 188
9 Vital Signs Estimation and Detection......Page 217
10 Wireless Motion Detection......Page 246
11 Device-Free Speed Estimation......Page 257
Part III - Wireless Power Transfer and
Energy Efficiency
......Page 289
12 Time-Reversal for Energy Efficiency......Page 291
13 Power Waveforming......Page 318
14 Joint Power Waveforming and
Beamforming......Page 352
Part IV - 5G Communications and Beyond
......Page 381
15 Time-Reversal Division
Multiple Access......Page 383
16 Combating Strong–Weak Resonances
in TRDMA......Page 411
17 Time-Reversal Massive
Multipath Effect......Page 441
18 Waveforming......Page 469
19 Spatial Focusing Effect
for Networking......Page 504
20 Tunneling Effect for Cloud Radio
Access Network......Page 535
Part V - IoT Connections
......Page 565
21 Time Reversal for IoT......Page 567
22 Heterogeneous Connections for IoT......Page 601
Index......Page 623