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Erschienen in: Annals of Telecommunications 9-10/2010

01.10.2010

Spatial-frequency data acquisition using rotational invariant pattern matching in smart environments

verfasst von: Michael P. Poland, Chris D. Nugent, Hui Wang, Liming Chen

Erschienen in: Annals of Telecommunications | Ausgabe 9-10/2010

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Abstract

This article details the development and testing of an empirical data capture system with the ability to collect spatial-frequency statistics relating to the movement behaviour of a smart home inhabitant. This is achieved using a greyscale normalised cross-correlation pattern matching algorithm. Environmental obstructions on the floor space can also be inferred from a visual representation of the accumulated data. Whilst this methodology itself is not novel, its application to person tracking specifically within a smart home environment does not appear in the literature and is considered a novel approach. The results of tests performed on the pattern matching technique show a tracking competency rate of 94.45% with a standard deviation of 0.009027, indicating high fidelity across a wide variety of environmental factors.

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Literatur
1.
Zurück zum Zitat Demongeot J, Virone G, Duchêne F, Benchetrit G, Hervé T, Noury N, Rialle V (2002) Multi-sensors acquisition, data fusion, knowledge mining and alarm triggering in health smart homes for elderly people. CR Biol 325(6):673–682CrossRef Demongeot J, Virone G, Duchêne F, Benchetrit G, Hervé T, Noury N, Rialle V (2002) Multi-sensors acquisition, data fusion, knowledge mining and alarm triggering in health smart homes for elderly people. CR Biol 325(6):673–682CrossRef
2.
Zurück zum Zitat Chan M, Hariton C, Ringeard P, Campo E (1995) Smart house automation system for the elderly and the disabled. Proceedings of the IEEE International Conference on Systems, Man and Cybernetics. pp 1586–1589 Chan M, Hariton C, Ringeard P, Campo E (1995) Smart house automation system for the elderly and the disabled. Proceedings of the IEEE International Conference on Systems, Man and Cybernetics. pp 1586–1589
3.
Zurück zum Zitat Cook DJ, Das SK (2007) How smartare our environments? An updated look at the state of the art. Pervasive Mobile Comput 3(2):53–73CrossRef Cook DJ, Das SK (2007) How smartare our environments? An updated look at the state of the art. Pervasive Mobile Comput 3(2):53–73CrossRef
4.
Zurück zum Zitat Zhang S, McClean S, Scotney B, Hong X, Nugent C, Mulvenna M (2008) Decision support for Alzheimer’s patients in smart homes. 21st IEEE International Symposium on Computer-Based Medical Systems. CBMS ‘08. pp 236–24 Zhang S, McClean S, Scotney B, Hong X, Nugent C, Mulvenna M (2008) Decision support for Alzheimer’s patients in smart homes. 21st IEEE International Symposium on Computer-Based Medical Systems. CBMS ‘08. pp 236–24
5.
Zurück zum Zitat Brummel-Smith K, Dangiolo M (2009) Assistive technologies in the home. Clin Geriatr Med 25(1):61–77CrossRef Brummel-Smith K, Dangiolo M (2009) Assistive technologies in the home. Clin Geriatr Med 25(1):61–77CrossRef
6.
Zurück zum Zitat Riedel DE, Venkatesh S, Wanquan L (2005) Spatial activity recognition in a smart home environment using a chemotactic model. Proceedings of the 2005 International Conference on Intelligent Sensors, Sensor Networks and Information Processing Conference, pp 301–306 Riedel DE, Venkatesh S, Wanquan L (2005) Spatial activity recognition in a smart home environment using a chemotactic model. Proceedings of the 2005 International Conference on Intelligent Sensors, Sensor Networks and Information Processing Conference, pp 301–306
7.
Zurück zum Zitat Wen-Hau L, Chao-Lin W, Li-Chen F (2008) Inhabitants tracking system in a cluttered home environment via floor load sensors. IEEE Trans Automation Sci Eng 5(1):10–20CrossRef Wen-Hau L, Chao-Lin W, Li-Chen F (2008) Inhabitants tracking system in a cluttered home environment via floor load sensors. IEEE Trans Automation Sci Eng 5(1):10–20CrossRef
8.
Zurück zum Zitat Nirmalya R, Abhishek R, Das SK (2006) Context-aware resource management in multi-inhabitant smart homes a Nash H-learning based approach. Fourth Annual IEEE International Conference on Pervasive Computing and Communications, pp 147–158 Nirmalya R, Abhishek R, Das SK (2006) Context-aware resource management in multi-inhabitant smart homes a Nash H-learning based approach. Fourth Annual IEEE International Conference on Pervasive Computing and Communications, pp 147–158
9.
Zurück zum Zitat Helal S, Winkler B, Choonhwa L, Kaddoura Y, Ran L, Giraldo C, Kuchibhotla S, Mann W (2003) Enabling location-aware pervasive computing applications for the elderly. Proceedings of the First IEEE International Conference on Pervasive Computing and Communications, pp 531–536 Helal S, Winkler B, Choonhwa L, Kaddoura Y, Ran L, Giraldo C, Kuchibhotla S, Mann W (2003) Enabling location-aware pervasive computing applications for the elderly. Proceedings of the First IEEE International Conference on Pervasive Computing and Communications, pp 531–536
12.
Zurück zum Zitat Iadanza E, Dori F, Miniati R, Bonaiuti R (2008) Patients tracking and identifying inside hospital: a multilayer method to plan an RFId solution. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 1462–1465 Iadanza E, Dori F, Miniati R, Bonaiuti R (2008) Patients tracking and identifying inside hospital: a multilayer method to plan an RFId solution. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 1462–1465
13.
Zurück zum Zitat Tsai MH, Huang CL, Chung PC, Yang YK, Hsu YC, Hsiao SL (2006) A psychiatric patients tracking system. Proceedings of the IEEE International Symposium on Circuits and Systems. pp 4049–4053 Tsai MH, Huang CL, Chung PC, Yang YK, Hsu YC, Hsiao SL (2006) A psychiatric patients tracking system. Proceedings of the IEEE International Symposium on Circuits and Systems. pp 4049–4053
14.
Zurück zum Zitat Hallberg J, Nilsson M, Synnes K (2003) Positioning with Bluetooth. Proceedings of the 10th International Conference on Telecommunications 2:954–958 Hallberg J, Nilsson M, Synnes K (2003) Positioning with Bluetooth. Proceedings of the 10th International Conference on Telecommunications 2:954–958
15.
Zurück zum Zitat Pham VT, Qiu Q, Phyo AA, Biswas J (2006) Application of ultrasonic sensors in a smartenvironment. Pervasive Mobile Comput 3:180–207CrossRef Pham VT, Qiu Q, Phyo AA, Biswas J (2006) Application of ultrasonic sensors in a smartenvironment. Pervasive Mobile Comput 3:180–207CrossRef
16.
Zurück zum Zitat Chan M, Estève D, Escriba C, Campo E (2008) A review of smart homes—present state and future challenges. Comput Meth Programs Biomed 91(1):55–81CrossRef Chan M, Estève D, Escriba C, Campo E (2008) A review of smart homes—present state and future challenges. Comput Meth Programs Biomed 91(1):55–81CrossRef
17.
Zurück zum Zitat Huijsing JH, Riedijk FR, van der Horn G (1994) Developments in integrated smartsensors. Phys Sens Actua A 43(1–3):76–288 Huijsing JH, Riedijk FR, van der Horn G (1994) Developments in integrated smartsensors. Phys Sens Actua A 43(1–3):76–288
18.
Zurück zum Zitat Celler BG, Hesketh T, Earnshaw W, Ilsar E (1994) An instrumentation system for the remote monitoring of changes in functional health status of the elderly at home. Proceedings of the International Conference on IEEE-EMBS, pp 908–909 Celler BG, Hesketh T, Earnshaw W, Ilsar E (1994) An instrumentation system for the remote monitoring of changes in functional health status of the elderly at home. Proceedings of the International Conference on IEEE-EMBS, pp 908–909
19.
Zurück zum Zitat Celler BG, Earnshaw W, Ilsar ED, Betbeder-Matibet L, Harris MF, Clark R, Hesketh T, Lovell NH (1995) Remote monitoring of health status of the elderly at home. A multidisciplinary project on aging at the University of New South Wales. Int J Biomed Comput 40:147–155CrossRef Celler BG, Earnshaw W, Ilsar ED, Betbeder-Matibet L, Harris MF, Clark R, Hesketh T, Lovell NH (1995) Remote monitoring of health status of the elderly at home. A multidisciplinary project on aging at the University of New South Wales. Int J Biomed Comput 40:147–155CrossRef
20.
Zurück zum Zitat Yamazaki T (2006) Beyond the smart home. Proceedings of the International Conference on Hybrid Information Technology, pp 350–355 Yamazaki T (2006) Beyond the smart home. Proceedings of the International Conference on Hybrid Information Technology, pp 350–355
21.
Zurück zum Zitat Kidd CD, Orr RJ, Abowd GD, Atkeson CG, Essa IA, MacIntyre B, Mynatt E, Starner TE, Newstetter W (1999) The aware home: a living laboratory for ubiquitous computing Research. Proceedings of 2nd International Workshop on Cooperative building Kidd CD, Orr RJ, Abowd GD, Atkeson CG, Essa IA, MacIntyre B, Mynatt E, Starner TE, Newstetter W (1999) The aware home: a living laboratory for ubiquitous computing Research. Proceedings of 2nd International Workshop on Cooperative building
22.
Zurück zum Zitat Addlesee MD, Jones A, Livesey F, Samaria F (1997) The ORL active floor [sensor system]. IEEE Personal Commun 4(5):35–41CrossRef Addlesee MD, Jones A, Livesey F, Samaria F (1997) The ORL active floor [sensor system]. IEEE Personal Commun 4(5):35–41CrossRef
23.
Zurück zum Zitat Orr RJ, Abowd GD (2000) The smartfloor: a mechanism for natural user identification and tracking. Conference on Human Factors in Computing System, pp 275–276 Orr RJ, Abowd GD (2000) The smartfloor: a mechanism for natural user identification and tracking. Conference on Human Factors in Computing System, pp 275–276
24.
Zurück zum Zitat Helal S, Mann W, El-Zabadani H, King J, Kaddoura Y, Jansen E (2005) The Gator Tech SmartHouse: a programmable pervasive space. Computer 38(3):50–60CrossRef Helal S, Mann W, El-Zabadani H, King J, Kaddoura Y, Jansen E (2005) The Gator Tech SmartHouse: a programmable pervasive space. Computer 38(3):50–60CrossRef
25.
Zurück zum Zitat Poland MP, Gueldenring D, Nugent CD, Wang H, Chen L (2009) Spatiotemporal data acquisition modalities for smart home inhabitant movement behavioural analysis. Proceedings of the 7th International Conference on Smart homes and Health Telematics, pp 294–298 Poland MP, Gueldenring D, Nugent CD, Wang H, Chen L (2009) Spatiotemporal data acquisition modalities for smart home inhabitant movement behavioural analysis. Proceedings of the 7th International Conference on Smart homes and Health Telematics, pp 294–298
26.
Zurück zum Zitat Poland MP, Nugent CD, Wang H, Chen L (2009) Smart homes: projects and issues. Int J Ambient Comput Intell 1(4):32–45 Poland MP, Nugent CD, Wang H, Chen L (2009) Smart homes: projects and issues. Int J Ambient Comput Intell 1(4):32–45
27.
Zurück zum Zitat Ivanov B, Ruser H, Kellner M (2002) Presence detection and person identification in Smart homes. International Conference Sensors and System, pp 80–85 Ivanov B, Ruser H, Kellner M (2002) Presence detection and person identification in Smart homes. International Conference Sensors and System, pp 80–85
28.
Zurück zum Zitat Nam Ha K, Chang Lee K, Lee S (2006) Development of PIR sensor based indoor location detection system for smart home. International Joint Conference of SICE-ICASE, pp 2162–2167 Nam Ha K, Chang Lee K, Lee S (2006) Development of PIR sensor based indoor location detection system for smart home. International Joint Conference of SICE-ICASE, pp 2162–2167
29.
Zurück zum Zitat West GAW, Newman C, Greenhill S (2005) Using a camera to implement virtual sensors in a smarthouse. Proceedings of the 3rd International Conference on Smart homes and Telehealth, From Smart homes to SmartCare, pp 83–90 West GAW, Newman C, Greenhill S (2005) Using a camera to implement virtual sensors in a smarthouse. Proceedings of the 3rd International Conference on Smart homes and Telehealth, From Smart homes to SmartCare, pp 83–90
30.
Zurück zum Zitat Tapia EM (2003) Activity recognition in the home setting using simple and ubiquitous sensors. Master’s Thesis, MIT Tapia EM (2003) Activity recognition in the home setting using simple and ubiquitous sensors. Master’s Thesis, MIT
31.
Zurück zum Zitat Ivanov B, Ruser H, Kellner M (2002) Presence detection and person identification in Smart homes. International Conference on Sensors and Systems, pp 80–85 Ivanov B, Ruser H, Kellner M (2002) Presence detection and person identification in Smart homes. International Conference on Sensors and Systems, pp 80–85
32.
Zurück zum Zitat Kaddourah Y, King J, Helal A (2005) Cost-precision tradeoffs in unencumbered floor-based indoor location tracking. Proceedings of the 3rd International Conference on Smart homes and Health Telematic Kaddourah Y, King J, Helal A (2005) Cost-precision tradeoffs in unencumbered floor-based indoor location tracking. Proceedings of the 3rd International Conference on Smart homes and Health Telematic
33.
Zurück zum Zitat Glascock AP, Kutzik DM (2004) Moving telematics from the laboratory to a truly enabling technology within the community. Proceedings of the 2nd International Conference on Smart homes and Health Telematics, pp 145–153 Glascock AP, Kutzik DM (2004) Moving telematics from the laboratory to a truly enabling technology within the community. Proceedings of the 2nd International Conference on Smart homes and Health Telematics, pp 145–153
34.
Zurück zum Zitat Piccardi M (2004) Background subtraction techniques: a review. IEEE Int Conf Syst Man Cyber 4:3099–3104 Piccardi M (2004) Background subtraction techniques: a review. IEEE Int Conf Syst Man Cyber 4:3099–3104
35.
Zurück zum Zitat McKenna SJ, Jabri S, Duric Z, Rosenfeld A, Wechsler H (2000) Tracking groups of people. Comput Vis Image Underst 80:45–56 McKenna SJ, Jabri S, Duric Z, Rosenfeld A, Wechsler H (2000) Tracking groups of people. Comput Vis Image Underst 80:45–56
36.
Zurück zum Zitat Stauffer C, Grimson WEL (2000) Learning patterns of activity using real-time tracking. IEEE transactions of pattern analysis and machine intelligence Vol. 22, No. 8 Stauffer C, Grimson WEL (2000) Learning patterns of activity using real-time tracking. IEEE transactions of pattern analysis and machine intelligence Vol. 22, No. 8
37.
Zurück zum Zitat Haritaoglu I, Harwood D, Davis LS (1998) W4: Who? When? Where? What? A real time system for detecting and tracking people. Proceedings of the third international conference on Automatic Face and Gesture Recognition Haritaoglu I, Harwood D, Davis LS (1998) W4: Who? When? Where? What? A real time system for detecting and tracking people. Proceedings of the third international conference on Automatic Face and Gesture Recognition
38.
Zurück zum Zitat Ivanov Y, Bobick A, Liu J (1997) Fast lighting independent background subtraction, technical report no. 437. MIT Media Laboratory Ivanov Y, Bobick A, Liu J (1997) Fast lighting independent background subtraction, technical report no. 437. MIT Media Laboratory
39.
Zurück zum Zitat Oliver N, Rosario B, Pentland A (1999) A bayesian computer vision system for modeling human interactions. Proccedings of the International Conference on Vision Systems Oliver N, Rosario B, Pentland A (1999) A bayesian computer vision system for modeling human interactions. Proccedings of the International Conference on Vision Systems
40.
Zurück zum Zitat Friedman N, Russell S (1997) Image segmentation in video sequences: a probabilistic approach. Proceedings of the 13th International Conference on Uncertainty in Artificial Intelligence Friedman N, Russell S (1997) Image segmentation in video sequences: a probabilistic approach. Proceedings of the 13th International Conference on Uncertainty in Artificial Intelligence
41.
Zurück zum Zitat Elgammal A, Harwood D, Davis LS (1999) Non-parametric model for background subtraction. Proceedings of the IEEE International Conference on Computer Vision Elgammal A, Harwood D, Davis LS (1999) Non-parametric model for background subtraction. Proceedings of the IEEE International Conference on Computer Vision
42.
Zurück zum Zitat Haritaoglu I, Harwood D, Davis LS (2000) W4: real-time surveillance of people and their activities. IEEE Trans Pattern Analys Mach Intell 22(8):809–830CrossRef Haritaoglu I, Harwood D, Davis LS (2000) W4: real-time surveillance of people and their activities. IEEE Trans Pattern Analys Mach Intell 22(8):809–830CrossRef
43.
Zurück zum Zitat Cucchiara R, Grana C, Piccardi M, Prati A (2003) Detecting moving objects, ghosts, and shadows in video streams. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 25, No.10 Cucchiara R, Grana C, Piccardi M, Prati A (2003) Detecting moving objects, ghosts, and shadows in video streams. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 25, No.10
44.
Zurück zum Zitat Greenhill S, Venkatesh S, West G (2004) Adaptive model for foreground extraction in adverse lighting conditions. 8th Pacific Rim International Conference on Artificial Intelligence, Vol. 3157 Greenhill S, Venkatesh S, West G (2004) Adaptive model for foreground extraction in adverse lighting conditions. 8th Pacific Rim International Conference on Artificial Intelligence, Vol. 3157
45.
Zurück zum Zitat Campbell RJ, Flynn PJ (2001) A survey of free-form object representation and recognition techniques. Comput Vis Image Underst 81(2):166–210MATHCrossRef Campbell RJ, Flynn PJ (2001) A survey of free-form object representation and recognition techniques. Comput Vis Image Underst 81(2):166–210MATHCrossRef
46.
Zurück zum Zitat Perrott CG, Hamey LGC (2000) Object recognition, a survey of the literature. Technical report, Macquarie University, NSW Australia Perrott CG, Hamey LGC (2000) Object recognition, a survey of the literature. Technical report, Macquarie University, NSW Australia
47.
Zurück zum Zitat Peursum P, West G, Venkatesh S (2005) Combining image regions and human activity for indirect object recognition in indoor wide-angle views. Tenth IEEE Int Conf Comput Vision 1:82–89CrossRef Peursum P, West G, Venkatesh S (2005) Combining image regions and human activity for indirect object recognition in indoor wide-angle views. Tenth IEEE Int Conf Comput Vision 1:82–89CrossRef
48.
Zurück zum Zitat Uhrikova Z, Nugent CD, Hlavac V (2008) The use of computer vision techniques to augment home based sensorised environments. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 2550–2553 Uhrikova Z, Nugent CD, Hlavac V (2008) The use of computer vision techniques to augment home based sensorised environments. 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 2550–2553
49.
Zurück zum Zitat Nugent CD, Mulvenna MD, Hong X (2009) Experiences in the development of a smartlab, international journal of biomedical engineering and technology. Int J Biomed Eng Technol 2(4):319–331CrossRef Nugent CD, Mulvenna MD, Hong X (2009) Experiences in the development of a smartlab, international journal of biomedical engineering and technology. Int J Biomed Eng Technol 2(4):319–331CrossRef
50.
Zurück zum Zitat Nugent CD, Davies RJ, Hallberg J, Donnelly M, Synnes K, Poland M, Wallace JG, Finlay DD, Mulvenna MD, Craig D (2007) HomeCI—A visual editor for healthcare professionals in the design of home based care. Proceedings of 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 2787–2790 Nugent CD, Davies RJ, Hallberg J, Donnelly M, Synnes K, Poland M, Wallace JG, Finlay DD, Mulvenna MD, Craig D (2007) HomeCI—A visual editor for healthcare professionals in the design of home based care. Proceedings of 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp 2787–2790
51.
Zurück zum Zitat Peursum P, Venkatesh S, West G (2006) Observation-switching linear dynamic systems for tracking humans through unexpected partial occlusions by scene objects. 18th International Conference on Pattern Recognition 4:929–934CrossRef Peursum P, Venkatesh S, West G (2006) Observation-switching linear dynamic systems for tracking humans through unexpected partial occlusions by scene objects. 18th International Conference on Pattern Recognition 4:929–934CrossRef
54.
Zurück zum Zitat de Ipina DL (2000) Building components for a distributed sentient framework with python and CORBA. Proceedings of the 8th International Python Conference de Ipina DL (2000) Building components for a distributed sentient framework with python and CORBA. Proceedings of the 8th International Python Conference
Metadaten
Titel
Spatial-frequency data acquisition using rotational invariant pattern matching in smart environments
verfasst von
Michael P. Poland
Chris D. Nugent
Hui Wang
Liming Chen
Publikationsdatum
01.10.2010
Verlag
Springer-Verlag
Erschienen in
Annals of Telecommunications / Ausgabe 9-10/2010
Print ISSN: 0003-4347
Elektronische ISSN: 1958-9395
DOI
https://doi.org/10.1007/s12243-010-0172-4

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