Deep Learning-Based Activity Monitoring for Smart Environment Using Radar

[1]  Reba Paul Sam,et al.  Multiple Antenna Selection for Underlay Cognitive Radio Systems with Interference Constraint , 2018, Wirel. Pers. Commun..

[2]  Murat Torlak,et al.  Automotive Radars: A review of signal processing techniques , 2017, IEEE Signal Processing Magazine.

[3]  S. Z. Gürbüz,et al.  Deep convolutional autoencoder for radar-based classification of similar aided and unaided human activities , 2018, IEEE Transactions on Aerospace and Electronic Systems.

[4]  G. Santhanamari,et al.  A new image denoising algorithm based on adaptive threshold and fourth order partial diffusion equation , 2012, 2012 IEEE International Conference on Computational Intelligence and Computing Research.

[5]  Weria Khaksar,et al.  Ambient Sensors for Elderly Care and Independent Living: A Survey , 2018, Sensors.

[6]  Viktor Krozer,et al.  Radar-based detection of birds near wind energy plants: First experiences from a field study , 2016, 2016 German Microwave Conference (GeMiC).

[7]  Admela Jukan,et al.  Improving Animal-Human Cohabitation with Machine Learning in Fiber-Wireless Networks , 2018 .

[8]  Reba Paul Sam,et al.  Antenna selection and adaptive power allocation for IA-based underlay CR , 2017, IET Signal Process..

[9]  Clive M. Alabaster Pulse Doppler Radar: Principles, technology, applications , 2012 .

[10]  P.D.L. Beasley,et al.  Tarsier/spl R/, a millimetre wave radar for airport runway debris detection , 2004, First European Radar Conference, 2004. EURAD..

[11]  Chong Yang Du,et al.  Design of Gesture Recognition System Based on 77GHz Millimeter Wave Radar , 2019, 2019 International Conference on Microwave and Millimeter Wave Technology (ICMMT).

[12]  A. Kandaswamy,et al.  Block diagonalisation with adaptive resource allocation algorithm for multi-user MIMO-OFDM systems , 2009, Int. J. Ultra Wideband Commun. Syst..

[13]  Admela Jukan,et al.  Improving Animal-Human Cohabitation with Machine Learning in Fiber-Wireless Networks , 2018, J. Sens. Actuator Networks.

[14]  Mu Zhou,et al.  Latern: Dynamic Continuous Hand Gesture Recognition Using FMCW Radar Sensor , 2018, IEEE Sensors Journal.

[15]  Atika Rivenq,et al.  Collision avoidance radar system using UWB waveforms signature for road applications , 2009, 2009 9th International Conference on Intelligent Transport Systems Telecommunications, (ITST).

[16]  Daniel Roggen,et al.  Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition , 2016, Sensors.

[17]  Nirvana Meratnia,et al.  Sensing Solutions for Collecting Spatio-Temporal Data for Wildlife Monitoring Applications: A Review , 2013, Sensors.

[18]  Pietro Siciliano,et al.  A Radar-Based Smart Sensor for Unobtrusive Elderly Monitoring in Ambient Assisted Living Applications , 2017, Biosensors.

[19]  Irena Orovic,et al.  A new approach for classification of human gait based on time-frequency feature representations , 2011, Signal Process..

[20]  Ahmet Arslan,et al.  Through-Wall Radar Classification of Human Posture Using Convolutional Neural Networks , 2019, International Journal of Antennas and Propagation.

[21]  Sevgi Zubeyde Gurbuz,et al.  Indoor human activity recognition using BumbleBee radar , 2014, 2014 22nd Signal Processing and Communications Applications Conference (SIU).

[22]  Yang Yang,et al.  Unsupervised Domain Adaptation for Micro-Doppler Human Motion Classification via Feature Fusion , 2019, IEEE Geoscience and Remote Sensing Letters.

[23]  Ibrahim Onaran,et al.  Pulse Doppler Radar Target Recognition using a Two-Stage SVM Procedure , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[24]  Jiang Zhu,et al.  Point Cloud Features-Based Kernel SVM for Human-Vehicle Classification in Millimeter Wave Radar , 2020, IEEE Access.

[25]  Nirmalya Roy,et al.  RAM: Radar-based activity monitor , 2016, IEEE INFOCOM 2016 - The 35th Annual IEEE International Conference on Computer Communications.

[26]  Stefan Poslad,et al.  Human Activity Detection and Coarse Localization Outdoors Using Micro-Doppler Signatures , 2019, IEEE Sensors Journal.

[27]  Stefano Pisa,et al.  A survey of radar systems for medical applications , 2016, IEEE Aerospace and Electronic Systems Magazine.

[28]  Gina Sprint,et al.  Using Smart City Technology to Make Healthcare Smarter , 2018, Proceedings of the IEEE.

[29]  Laetitia Thirion-Lefevre,et al.  Features Extraction of the Doppler Frequency Signature of a Human Walking at 1 GHz , 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

[30]  Karly A. Smith,et al.  Gesture Recognition Using mm-Wave Sensor for Human-Car Interface , 2018, IEEE Sensors Letters.

[31]  S. Z. Gürbüz,et al.  Deep Neural Network Initialization Methods for Micro-Doppler Classification With Low Training Sample Support , 2017, IEEE Geoscience and Remote Sensing Letters.

[32]  Youngwook Kim,et al.  Detection of Eye Blinking Using Doppler Sensor With Principal Component Analysis , 2015, IEEE Antennas and Wireless Propagation Letters.

[33]  Manop Wongsaisuwan,et al.  Obstacle Avoidance using mmWave Radar Imaging System , 2020, 2020 17th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON).

[34]  Youngwook Kim,et al.  Human Detection and Activity Classification Based on Micro-Doppler Signatures Using Deep Convolutional Neural Networks , 2016, IEEE Geoscience and Remote Sensing Letters.

[35]  C.J. Baker,et al.  Naïve Bayesian radar micro-doppler recognition , 2008, 2008 International Conference on Radar.

[36]  Branka Jokanovic,et al.  Radar fall motion detection using deep learning , 2016, 2016 IEEE Radar Conference (RadarConf).

[37]  Alexander Yarovoy,et al.  Ultra-Wideband Ground Penetrating Impulse Radar , 2002 .

[38]  G. Umamaheswari,et al.  Performance Investigation of Interference Alignment Techniques for Underlay MIMO Cognitive Radio Networks , 2018, 2018 15th IEEE India Council International Conference (INDICON).

[39]  Ram M. Narayanan,et al.  Radar micro-Doppler based human activity classification for indoor and outdoor environments , 2016, SPIE Defense + Security.

[40]  Myounggyu Won Intelligent Traffic Monitoring Systems for Vehicle Classification: A Survey , 2020, IEEE Access.

[41]  Jürgen Schmidhuber,et al.  Deep learning in neural networks: An overview , 2014, Neural Networks.

[42]  Hao Lv,et al.  Method for Distinguishing Humans and Animals in Vital Signs Monitoring Using IR-UWB Radar , 2019, International journal of environmental research and public health.

[43]  Pavlo Molchanov,et al.  Short-range FMCW monopulse radar for hand-gesture sensing , 2015, 2015 IEEE Radar Conference (RadarCon).

[44]  Pavel Bezousek,et al.  Commercial CW Doppler radar design and application , 2017, 2017 27th International Conference Radioelektronika (RADIOELEKTRONIKA).

[45]  Abdulhamit Subasi,et al.  Sensor Based Human Activity Recognition Using Adaboost Ensemble Classifier , 2018 .

[46]  Alessandro Bassi,et al.  Designing, Developing, and Facilitating Smart Cities , 2017 .

[47]  Muhammet Emin Yanik,et al.  Near-Field MIMO-SAR Millimeter-Wave Imaging With Sparsely Sampled Aperture Data , 2019, IEEE Access.

[48]  Thomas H. Bradley,et al.  Advanced Driver-Assistance Systems: A Path Toward Autonomous Vehicles , 2018, IEEE Consumer Electronics Magazine.

[49]  George Shaker,et al.  Remote Monitoring of Human Vital Signs Using mm-Wave FMCW Radar , 2019, IEEE Access.

[50]  I. Mehdi,et al.  A High-Resolution Imaging Radar at 580 GHz , 2008, IEEE Microwave and Wireless Components Letters.

[51]  Zhao Li,et al.  MHHT-Based Method for Analysis of Micro-Doppler Signatures for Human Finer-Grained Activity Using Through-Wall SFCW Radar , 2017, Remote. Sens..

[52]  Sherali Zeadally,et al.  Sensor Technologies for Intelligent Transportation Systems , 2018, Sensors.

[53]  Arien P. Sligar,et al.  Machine Learning-Based Radar Perception for Autonomous Vehicles Using Full Physics Simulation , 2020, IEEE Access.

[54]  Chunping Hou,et al.  Open-set human activity recognition based on micro-Doppler signatures , 2019, Pattern Recognit..