Monitoring of human movements by means of impulse-radar sensors

• Autorzy: Morawski R. Z. , Yashchyshyn Y. , Piórek M. , Jacobsen F. F. , Ovsthus K. , Winiecki W.

Warianty tytułu

PL

Monitorowanie aktywności notorycznej człowieka za pomocą impulsowych czujników radarowych

• Języki publikacji: EN

Abstrakty

EN

The growing importance of research on new technologies that could be employed in care services for elderly and disabled persons is highlighted. In this context, the need to examine the applicability of various sensor systems for non-invasive monitoring of the movements and vital bodily functions, such as heart beat and breathing, of those persons in their home environment is jutified. An overview of the literature, concerning existing monitoring techniques is prowided. A technological potential behind impulse-radar sensors is indicated. New systemie and algorithmic solutions based on such sensors are presented as well as preliminary results of their investigation.

PL

Przedstawiono narastające znaczenie badań dotyczących nowych technik, które mogą znaleźć zastosowanie we wspomaganiu osób starszych i niepełnosprawnych. W tym kontekście uzasadniono potrzebę badania przydatności różnych systemów czujnikowych do nieinwazyjnego monitorowania aktywności motorycznej i takich funkcji życiowych, jak bicie serca i oddech owych osób w ich środowisku domowym. Dokonano przeglądu literatury dotyczącej różnych technik monitoringu. Wskazano na znaczny potencjał aplikacyjny czujników opartych na radarze impulsowym. Przedstawiono nowe rozwiązania systemowe i algorytmiczne, opracowane dla takich czujników oraz wstępne wyniki badań tych rozwiązań.

Słowa kluczowe

EN

impulse-radar sensors; monitoring systems; healthcare; eldercare

PL

impulsowe czujniki radarowe; systemy monitoringu; opieka zdrowotna; opieka nad ludźmi starszymi

• Wydawca: Wydawnictwo SIGMA-NOT
• Czasopismo: Przegląd Telekomunikacyjny + Wiadomości Telekomunikacyjne
• Rocznik: 2015
• Tom: nr 6
• Strony: 598--602
• Opis fizyczny: Bibliogr. 60 poz., rys.

Twórcy

autor

Morawski R. Z.

• Warsaw University of Technology, Poland

autor

Yashchyshyn Y.

• Warsaw University of Technology, Poland

autor

Piórek M.

• Elnovel Co., Warsaw, Poland

autor

Jacobsen F. F.

• Bergen University College, Norway
• Betanien University College, Bergen, Norway

autor

Ovsthus K.

• Bergen University College, Norway

autor

Winiecki W.

• Warsaw University of Technology, Poland

Bibliografia

• [1] Abbate S., Avvenuti M., Corsini R, Light J., Vecchio A.: Monitoring of Human Movements for Fali Detection and Activities Recognition in Elderly Care Using Wireless Sensor Network: a Survey, [in:] Wireless Sensor Networks: Application - Centric Design (Eds. Geoff V. Merrett, Yen Kheng Tan), Intech, 2010, Chapter 9
• [2] Alemdar H., Ersoy C.: Wireless sensor networks for health are:A survey, Computer Networks, 2010, Vol. 54
• [3] Noury N., Reuty A., Rumeau R, Bourke A. K., Laighin G. Ó., Rialle V, Lundy J. E.: Falidetection-Principles and Methods, Proc. 2007 IEEE-EMBS Annual International Conference
• [4] Jia-Luen Chua, Yoong Choon Chang, Wee Keong Lim: A simple vision-based fali detection technique for indoor video surveillance, Signal, Image and Video Processing, 2015, Vol. 9, No. 3.
• [5] Weiguo Feng, Rui Liu, Zhu M. : Fali detection for elderly person care in a vision-based home surveillance nvmironment using a monocular camera, Signal, Image and Video Processing, 2014, Vol. 8
• [6] Cola G., Vecchio A., Awenuti M.: lmproving the performance of fall detection systems through walk recognition, Journal of Ambient Intel-ligence and Humanized Computing, 2014, Vol. 5, No. 6.
• [7] Jamsa T., Kangas M., Vikman l., Nyberg L., Korpelainen R.: Fali detection in the older people; from laboratory to real-life, Proceedings of the Estonian Academy of Sciences, 2014, Vol. 63, No. 3
• [8] Yung-Gi Wu, Sheng-Lun Tsai: Fall detection system design by smart phone, International Journal of Digital Information and Wireless Communications, 2014, Vol. 4, No. 4
• [9] Fairchild D. R, Narayanan R. M.: Micro-Doppler radar classification of human motions under various training scenarios, Proc. SPIE. Active and Passive Signatures IV, 2013, Vol. 8734
• [10] Fok Hing Chi Tiwe, Son Lam Phung, Bouzerdoum A.: An image-based approach for classification of human micro-Doppler radar signatures, Proc. SPIE. Active and Passive Signatures IV, 2013, Vol. 8734
• [11] He Tan, Dengyu Oiao, Ye Li: Non-contact heart rate tracking using Doppler radar, Proc. 2012 International Conference on Systems and Informatics
• [12] Jingli Li, Son Lam Phung, F. H. Tivive C., Bouzerdoum A.: Automatic classification of human motions using Doppler radar, Proc. 2012 International Joint Conference on Neural Networks
• [13] Li Fei, Huang Binke, Zhang Hang, Du Hao: Human gait recognition using micro-Doppler features, Proc. 2012 Global Symposium on Millimeter Waves
• [14] IJang Liu, Popescu M., Ho K. C., Skubie M., Rantz M.: Doppler Radar SensorPositioningin a Fali Detection System, Proc. 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics
• [15] LJang LJu, Popescu M., Rantz M., Skubie M.: Fali Detection using Doppler Radar and Classifier Fusion, Proc. 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics
• [16] Obeid D., Sadek S., Zaharia G., Zein G. E.: Doppler radar for heartbeat rate and heart rate variability extraction, Proc. 2011 E-Health and Bioengineering Conference
• [17] Othman M., Sinnappa M., Azman H., Aziz M., Ismail M., Hussein M., Sulaiman H., Misran M., Said M., Ramlee R., Soh Ping J., Ahmad B.: 5.8 GHz Microwave Doppler Radar for Heartbeat Detection, Proc. 2013 Conference Radioelektronika
• [18] Pfanner F, Allmendinger T, Flohr T, KachelrieB M.: Modelling and simulation of a respiratory motion monitor using a continuous wave Doppler radar innearfield, Proc. SPIE. Medical Imaging2013: Physics of Medical Imaging, 2013, Vol. 8668
• [19] Phillips C. E.: Walk Detection Using Pulse-Doppler Radar, M.S. Thesis, Faculty of the Graduate School at the University of Missouri-Columbia,2012
• [20] Phillips C. E., Keller J., Popescu M., Skubie M., Rantz M., Cuddihy R E, Yardibi T: Radar Walk Detection in the Apartments of Elderly, Proc. 2012 IEEE-EMBS Annual International Conference.
• [21] Rahman M. S., Haque M. M., Byung-Jun Jang, Ki-Doo Kim.- Ertended Kalman Filter for Doppler radar cardiopulmonary monitoring system, Proc. 2012 International Conference on Electrical & Computer Engineering
• [22] Sekine M., Maeno K., Kamakura T: Detection of Human Presence by Irregularity of Doppler Signal Using MuItivariate Autoregressive Model, Proc. 2012 Health Informatics Workshop
• [23] Su B. Y, Ho K. C., Rantz M., and Skubie M.: Doppler Radar FaliActivity Detection Using The Wavelet Transform, IEEE Transactions on Biomedical Engineering, 2015
• [24] Zakrzewski M., Raittinen H., Vanhala J.: Comparisonof Center Estimation Algorithms for Heart and Respiration Monitoring with Microwave Doppler Radar, IEEE Sensors Journal, 2012, Vol. 12, No. 3
• [25] Baboli M., Boric-LubeckeO., LubeckeV: A new algorithm for detection of heart and respiration rate with UWBsignals, Proc. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society
• [26] Baldi M., Appignani F., Zanaj B., Chiaraluce F: Body movement compensation in UWB radars for respiration monitoring, Proc. 2012 IEEE First AESS European Conference on Satellite Telecommunications
• [27] Bartoletti S., Cortti A., Giorgetti A., Win M. Z.: Sensor Radar Networks for Indoor Tracking, IEEE Wireless Communications Letters, 2014Vol. 3, No. 2
• [28] Bernardi R, Cicchetti R., Pisa S., Pittella E., Piuzzi E., Testa O.: Design and realization of a UWB radar for breath activity monitoring, Proc. 2012 International Symposium on Electromagnetic Compatibility
• [29] Chi-Hsuan Hsieh, Yi-Hsiang Shen, Yu-Fang Chiu, Ta-Shun Chu, Yuan-Hao Huang: Human respiratory feature extraction on an UWB radar signalprocessingplatform, Proc. 2013 IEEE International Symposium on Circuits and Systems
• [30] Jing Li, Lanbo Liu, Zhaofa Zeng, Fengshan Liu: Advanced Signal Processing for Vital Sign Extraction With Applications in UWB Radar Detection of Trapped Victims in Complex Emironments, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013,Vol. PP, No. 99
• [31] Mabrouk M.: Signal Processing of UWB Radar Signals for Human Detection Behind Walls, Ph.D. Thesis, Ottawa-Carleton Institute for Electrical and Computer Engineering, School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa 2015
• [32] Oiuchi Jian, Jian Yang, Yinan Yu, Bjorkholm R, and McKelvey T.: Detection of Breathing and Heartbeat by Using a Simple UWB Radar System, Proc. 2014 European Conference on Antennas and Propagation
• [33] Sakamoto T, Sato T, Yuan He, Aubry P J., Yarovoy A. G.: Texture-based technique for separating echoes from people walking in UWB radar signals, Proc. 2013 URSI International Symposium on Electromagnetic Theory
• [34] SangHyun Chang, Ta-Shun Chu, Roderick J., Chenliang Du, Mercer T, Burdick J. W, Hashemi H.: UWB human detection radar system: A RF CMOS chip and algorithm integrated sensor, Proc. 2011 IEEE International Conference on Ultra-WideBand
• [35] Sobhani B., Mazzotti M., Paolini E., Giorgetti A., Chian M.: Multiple Target Detection and Localization in UWB Multistatic Radars, Proc. 2014 IEEE International Conference on Ultra-WideBand
• [36] Stormo K.: Human Fali Detection Using Distributed Monostatic UWB Radars, M.Sc. Thesis, Department of Engineering Cybemetics, Norwegian University of Science and Technology, Trondheim 2014
• [37] Xin LJ, Dengyu Oiao, Ye Li, and Huhe Dai:ANovel Through-WallRespiration Detection Algorithm Using UWB Radar, Proc. 2013 IEEE-EMBS Annual International Conference
• [38] Yinan Yu, Jian Yang, McKelvey T, and Stoew B.: A Compact UWB Indoor and Through-Wall Radar with Precise Ranging and Tracking, International Journal of Antennas and Propagation, 2012
• [39] Kranjec J., Beguś S., Gerśak G., Dmovśek J.: Non-contact heart rate and heart rate variability measurements: A review, Biomedical Signal Processing and Control, 2014, Vol. 13
• [40] Pisa S., Bernardi P, Cicchetti R., Giusto R., Rttella E., Piuzzi E., Testa O.: Comparison between UWB and CW radar sensors for breath activity monitoring, Proc. SPIE, 2014, Vol. 9077 Radar Sensor Technology XVIII
• [41 ] Bajurko R R., Yashchyshyn Y: Human Movement and Biological Functions Monitoring Using Ultrawideband Signals, Proc. International Conference on Microwaves, Radar and Wireless Communications - MIKON 2014, Gdańsk, Poland, June 16-18, 2014
• [42] Morawski R. Z., Yashchyshyn Y, Brzyski R., Jacobsen F., Winiecki W.: On Applicability of Impulse-Radar Sensors for Monitoring of Human Movements, Proc. IMEKO-TC4 Symposium on Measurement of Electrical Ouantities (Beneveto, Italy, September. 15-17, 2014)
• [43] Jacobsen F., Ovsthus K., Ciamulski T, Sudmann T, BOrsheim L, Winiecki W.: UWB radar monitoring of movements in homes of elderly and disabled people - An interdisciplinary perspective, Proc. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland, September 24-26, 2015), 6 pages (accepted for publication)
• [44] Yashchyshyn Y, Derzakowski K., Bajurko PR.: The Problems of Ultra Wide Band Antennas Design for High Resolution Radar Application, Proclnternational Conference on Microwaves, Radar and Wireless Communications- MlKON2014 (Gdańsk, Poland, June16-18, 2014)
• [45] Bajurko P R., Yashchyshyn Y: Study of Detection Capability of Novelda Impulse Transceiver with External RF Circuit, Proc. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland, September 24-26, 2015), 6 pages (accepted for publication)
• [46] Brzyski R.: On construction of Iow power ultrawideband radar device for close range detection of human body and bodily functions, Proc. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland, September 24-26, 2015), 6 pages (accepted for publication)
• [47] Piórek M., Winiecki W: On Calibration and Parametrization of Low-Power Ultrawideband Radar for Close Range Detection of Human Body and Bodily Functions, Proc. IEEE International Conference on Intelligent Data Acguisition and Advanced Computing Systems -IDAACS2015 (Warsaw, Poland, September 24-26, 2015), 6 pages (accepted for publication)
• [48] Morawski R. Z., Miękina A., Bajurko R R.: Measurement data preprocessing in a radar-based system for monitoring of human movements, Journal of Physics: Conference Series, 2015, Vol.588, No. 012007
• [49] Mazurek R, Miękina A., Morawski R. Z.: Measurement Uncertainty of Echo Parameters Estimation in UWB Radar System for Monitoring of Human Movements, Proc. XXI IMEKO World Congress (Prague, Czech Republic, August 30 - September 4,2015), 6 pages (accepted for publication)
• [50] Miękina A., Mazurek R, Morawski R. Z.: Spectrum-Domain vs. Time-Domain Estimation of Echo Parameters in Impulse Radar Systems for Monitoring of Human Mwements, Proc. XXI IMEKO World Congress (Prague, Czech Republic, August 30 - September 4, 2015), 6 pages (accepted for publication)
• [51] Wagner J., Mazurek R, Morawski R. Z.: Regularised Differentiation of Measurement Data, Proc. XXI IMEKO World Congress (Prague, Czech Republic, August 30 - September 4, 2015), 6 pages (accepted for publication)
• [52] Wagner J., Morawski R. Z: The Use ofSingular Value Decomposition of Matrices for Extraction ofSignals from Radar Data, Proc. XXI IMEKO World Congress (Prague, Czech Republic, August 30 – September 4,2015), 6 pages (accepted for publication
• [53] Szczyrek J.J., Winiecki W.: On Detection and Estimation ofBf Parameters Using Ultrawideband Radar, Proc. IEEE International Coference on Intelligent Data Acquisition and Advanced Compi Systems - IDAACS2015 (Warsaw, Poland, September 24-26,2( 6 pages (accepted for publication)
• [54] Mazurek P, Wagner J., Morawski R. Z.:Acquisition and Preprocessing of Data from Infrared Depth Sensors to be Applied for Patients Monitoring, Proc. IEEE International Conference on Intelligent Data Acquisition and Advanoed Computing Systems - IDAACS2015 (Warsaw, Poland September 24-26,2015), 6 pages (accepted for publication)
• [55] Bilski R, Mazurek R, Wagner J., Winiecki W: Application of Decision Trees to the Fali Detection of Elderly People Using Depth-Based Sensors, Proc. IEEE International Conference on Intelligent Data Acqut and Advanced Computing Systems - IDAACS2015 (Warsaw, Po September 24-26,2015), 6 pages (accepted for publication)
• [56] Bilski R, Mazurek R, Wagner J.: Application of k Nearest Neighbours Approach to the Fali Detection of Elderly People Using Depth-Based Sensors, Proc. IEEE International Conference on Intelligent Data Ackuisition and Advanced Computing Systems - IDAACS2015 (Warsaw Poland, September 24-26,2015), 6 pages (accepted for publicć
• [57] Jankowski S., Szymański Z., Dziomin U., Mazurek R, Wagner J.: Deep Learning Classifier for Fali Detection Based on IR Distance Sensor Proc. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland September 24-26, 2015), 6 pages (accepted for publication)
• [58] Jankowski S., Szymański Z, Mazurek R, Wagner J.: Neural Network Classifier for Fali Detection lmprovement by Gram-Schmidt Variable Selection, Proc. IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw Poland, September 24-26,2015), 6 pages (acceptedfor pubto
• [59] Mazurek R, Morawski R. Z.: Application ofa Naive Bayes Classifier in a Fali Detection System Based on Infrared Depth Sensors, Proc.IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland, September 24-26, 2015), 6 pages (accepted for publication)
• [60] Wagner J., Morawski R. Z.: Applicability of Mel-cepstrum in a Fall ( Detection System Based on Infrared Depth Sensors, Proc. IEEE International Conference on Intelligent Data Acguisition and Advanced Computing Systems - IDAACS2015 (Warsaw, Poland Spetember 24-26, 2015), 6 pages (accepted for publication)