A survey of body sensor networks

Sensors (Switzerland)

Volumn 13, Issue 5, 2013, Pages 5406-5447

  Lai, Xiaochen ^a   Liu, Quanli ^a   Wei, Xin ^a   Wang, Wei ^a   Zhou, Guoqiao ^a   Han, Guangyi ^a  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Body sensor network; Data fusion; Network communication; Practical application of BSNs; Sensor

Indexed keywords

COMMUNICATION; DATA FUSION; RESEARCH; SENSORS; SURVEYS; UBIQUITOUS COMPUTING;

BODY SENSOR NETWORKS (BSNS); DEVELOPMENT TRENDS; HUMAN-MACHINE RELATIONSHIPS; INTELLIGENT INFORMATION PROCESSING; NETWORK COMMUNICATIONS; PRACTICAL APPLICATION OF BSNS; SIGNAL ACQUISITIONS; WIRELESS SENSOR NETWORK (WSNS);

BODY SENSOR NETWORKS;

EID: 84877644821     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s130505406     Document Type: Review

References (152)

1. Yoo, J.; Yan, L.; Lee, S.; Kim, H.; Yoo, H.J. A wearable ECG acquisition system with compact planar-fashionable circuit board-based shirt. IEEE Trans. Inf. Technol. Biomed. 2009, 13, 897-902.
2. Harrison, B.L.; Consolvo, S.; Choudhury, T. Using Multi-Modal Sensing for Human Activity Modeling in the Real World. In Handbook of Ambient Intelligence and Smart Environments, 1st ed.; Nakashima, H., Aghajan, H., Carlos Augusto, J., Eds.; Springer: New York, NY, USA, 2009; Volume 4, pp. 463-478.
3. Aziz, O.; Lo, B.; King, R.; Darzi, A.; Yang, G.Z. Pervasive Body Sensor Network: An Approach to Monitoring the Post-Operative Surgical Patient. In Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks, Cambridge, MA, USA, 3-5 April 2006; pp. 4-18.
4. Conroy, L.; Ó'Conaire, C.; Coyle, S.; Healy, G.; Kelly, P.; O'Connor, N.; Caulfield, B.; Connaghan, D.; Smeaton, A.; Nixon, P. TennisSense: A Multi-Sensory Approach to Performance Analysis in Tennis. In Proceedings of the 27th International Society of Biomechanics in Sports Conference 2009, Limerick, Ireland, 17-21 August 2009.
5. Pansiot, J.; Lo, B.; Yang, G.Z. Swimming Stroke Kinematic Analysis with BSN. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 153-158.
6. Burchfield, R.; Venkatesan, S. A Framework for Golf Training Using Low-Cost Inertial Sensors. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 267-272.
7. Nesime, T.; Mark, B.; Reed, H.; Steve, M.; Stan, Z. Confidence-Based Data Management for Personal Area Sensor Networks. In Proceedings of the First Workshop on Data Management for Sensor Networks (DMSN2004), Toronto, Canada, 30 August 2004; pp. 24-31.
8. Li, H.B.; Takizawa, K.; Kohno, R. Trends and Standardization of Body Area Network (BAN) for Medical Healthcare. In Proceedings of the 2008 European Conference on Wireless Technology, Amsterdam, Netherlands, 27-28 October 2008; pp. 1-4.
9. Osmani, V.; Balasubramaniam, S.; Botvich, D. Self-Organising Object Networks Using Context Zones for Distributed Activity Recognition. In Proceedings of the ICST 2nd International Conference on Body Area Network, Florence, Italy, 11-13 June 2007; pp. 1-9.
10. Wai, A.A.P.; Fook, F.S.; Jayachandran, M.; Biswas, J.; Lee, J.E.; Yap, P. Implementation of Context-Aware Distributed Sensor Network System for Managing Incontinence Among Patients with Dementia. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 102-105.
11. Shanghai Industries Intelligence Services. Available online: http://www.hyqb.sh.cn/publish/portal2/tab227/info4154.htm (accessed on 27 June 2012).
12. Latrè, B.; Braem, B.; Blondia, G.; Moerman, I.; Demeester, P. A survey on wireless body area networks. Wirel. Netw. 2011, 11, 1-18.
13. Chen, M.; Gonzalez, S.; Vasilakos, A.; Cao, H.; Leung, V.C.M. Body area networks: A survey. Mob. Netw. Appl. 2010, 16, 171-193.
14. Garg, M.K.; Kim, D.J.; Turaga, D.S.; Prabhakaran, B. Multimodal Analysis of Body Sensor Network Data Streams for Real-Time Healthcare. In Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, Philadelphia, PA, USA, 29-31 March 2010; pp. 469-478.
15. Cooney, M.J.; Svoboda, V.; Lau, C.; Martin, G.; Minteer, S.D. Enzyme catalysed biofuel cells. Energy Environ. Sci. 2008, 1, 320-337.
16. Yoo, J.; Yan, L.; Lee, S.; Kim, Y.; Yoo, H.J. A 5.2 mW self-configured wearable body sensor network controller and a 12 μW wirelessly powered sensor for a continuous health monitoring system. IEEE J. Solid State Circ. 2010, 45, 178-188.
17. Bui, F.M.; Hatzinakos, D. Quality of service regulation in secure body area networks: System modeling and adaptation methods. EURASIP 2011, 2011, 56-69.
18. Kumar, P.; Lee, H.J. Security issues in healthcare applications using wireless medical sensor networks: A survey. Sensors 2012, 12, 55-91.
19. Jafari, R.; Lotfian, R. A Low Power Wake-Up Circuitry Based on Dynamic Time Warping for Body Sensor Networks. In Proceedings of the 2011 International Conference on Body Sensor Network (BSN), Dallas, TX, USA, 23-25 May 2011; pp. 83-88.
20. Luo, X.; Dong, M.; Huang, Y. On distributed fault-tolerant detection in wireless sensor networks. IEEE Trans. Comput. 2006, 55, 58-70.
21. Kwong, J.; Ramadass, Y.K.; Verma, N.; Chandrakasan, A.P. A 65 nm sub-Vt microcontroller with integrated SRAM and switched capacitor DC-DC converter. IEEE J. Solid State Circ. 2009, 44, 115-126.
22. Atallah, L.; Lo, B.; King, R.; Yang, G.Z. Sensor Placement for Activity Detection Using Wearable Accelerometers. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 24-29.
23. Song, K.T.; Wang, Y.Q. Remote Activity Monitoring of the Elderly Using a Two-Axis Accelerometer. In Proceedings of the CACS Automatic Control Conference, Tainan, Taiwan, 18-19 November 2005.
24. Preece, S.J.; Goulermas, J.Y.; Kenney, L.P.J.; Howard, D.; Meijer, K.; Crompton, R. Activity identification using body-mounted sensors-A review of classification techniques. Phys. Meas. 2009, 30, 353-363.
25. Akin, A.; Stephan, B.; Mihai, M.P.; Paluca, M.P.; Paul, H. Activity Recognition Using Inertial Sensing for Healthcare, Wellbeing and Sports Applications: A Survey. In Proceedings of the 23rd International Conference on Architecture of Computing Systems (ARCS), Hannover, Germany, 22-23 February 2010; pp. 1-10.
26. Akyildiz, I.F.; Su, W.; Sankarasubramaniam, Y.; Cayirci, E. Wireless sensor networks: A survey. Comput. Netw. 2002, 38, 393-422.
27. Korel, B.T.; Koo, S.G.M. Addressing Context Awareness Techniques in Body Sensor Networks. In Proceedings of the 21st International Conference on Advanced Information Networking and Applications Workshops, Niagara Falls, ON, USA, 21-23 May 2007; pp. 798-803.
28. Thiemjarus, S.; Lo, B.; Yang, G.Z. A Spatio-Temporal Architecture for Context Aware Sensing. In Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks, Cambridge, MA, USA, 3-5 April 2006; doi:10.1109/BSN.2006.5.
29. Natarajan, A.; Motani, M.; de Silva, B.; Yap, K.K.; Chua, K. Investigating Network Architectures for Body Sensor Networks. In Proceedings of the 1st ACM SIGMOBILE international Workshop on Systems and Networking Support For Healthcare and Assisted Living Environments (HealthNet 2007), San Juan, Puerto Rico, 11 June 2007; pp. 19-24.
30. Tachtatzis, C.; Graham, B.; Tracey, D.; Timmons, N.F.; Morrison, J. On-Body to On-Body Channel Characterization. In Proceedings of 2011 IEEE Sensors Conference, Limerick, Ireland, 28-31 October 2011; pp. 908-911.
31. Ullah, S.; Shen, B.; Riazul, I.S.; Khan, P.; Saleem, S.; Kwak, K. A study of MAC protocols for WBANs. Sensors 2010, 10, 128-145.
32. Seo, S.H.; Gopalan, S.A.; Chun, S.M., Seok, K.J.; Nah, J.W.; Park, J.T. An Energy-Efficient Configuration Management for Multi-Hop Wireless Body Area Networks. In Proceedings of 3rd IEEE International Conference on Broadband Network and Multimedia Technology, Beijing, China, 26-28 October 2010; pp. 1235-1239.
33. Benoît, L.; Eli, D.P.; Ingrid, M.; Piet, D. MOFBAN: A lightweight modular framework for body area networks. Lect. Notes Comput. Sci. 2007, 4808, 610-622.
34. Liolios, C.; Doukas, C.; Fourlas, G.; Maglogiannis, I. An Overview of Body Sensor Networks in Enabling Pervasive Healthcare and Assistive Environments. In Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments, Samos, Greece, 23-25 June 2010.
35. Ullah, S.; Higgins, H.; Braem, B.; Latre, B.; Blondia, C.; Moerman, I.; Saleem, S.; Rahman, Z.; Kwak, K.S. A comprehensive survey of wireless body area networks: On PHY, MAC, and network layers solutions. J. Med. Syst. 2010, 36, 1065-1094.
36. Ma, Q.; Hou, X.H. Study of wireless sensor node's structure. Sci. Technol. Inf. 2008, 24, 371-436.
37. Gong, J.B.; Wang, R.; Cui, L. Research advances and challenges of body sensor network (BSN). J. Comput. Res. Dev. 2010, 5, 737-753.
38. Nie, Z.D.; Ma, J.J.; Li, Z.C.; Chen, H.; Wang, L. Dynamic propagation channel characterization and modeling for human body communication. Sensors 2012, 12, 17569-17587.
39. IEEE Standard for Local and Metropolitan Area Networks. Part 15.6: Wireless Body Area Networks; IEEE Std 802.15.6-2012; IEEE: New York, NY, USA, 2012.
40. Liu, X.; Zheng, Y.J.; Phyu, M.W.; Zhao, B.; Yuan, X.J. Power and Area Efficient Wavelet-Based On-Chip ECG Processor for WBAN. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 124-130.
41. Valchinov, E.; Pallikarakis, N. An active electrode for biopotential recording from small localized bio-sources. BioMed. Eng. Online 2004, 3, doi:10.1186/1475-925X-3-25.
42. Chi, Y.M.; Cauwenberghs, G. Wireless Non-Contact EEG/ECG Electrodes for Body Sensor Networks. In Proceedings of 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 297-301.
43. Zhu, G.Z.; Wei, C.H.; Pan, M. The research of energy expenditure detection algorithm based on tri-axial acceleration transducer. Chin. J. Sens. Actuator 2011, 8, 1217-1222.
44. Zhao, Z.Z.; Chen, P.Y.; Qiu, Y.W. Reliability and validity of LivePod LP2 in measuring energy expending during treading walking and running. China Sport Sci. 2012, 32, 48-53.
45. Krishnan, N.C.; Juillard, C.; Colbry, D.; Panchanathan, S. Recognition of hand movements using wearable accelerometers. J. Ambient Intell. Smart Environ. 2009, 1, 143-155.
46. Tsai, Y.L.; Tu, T.T.; Bae, H.; Chou, P.H. EcoIMU: A Dual Triaxial-Accelerometer Inertial Measurement Unit for Wearable Applications. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 207-212.
47. Liu, C.; Zhang, T.; Zhao, G.R.; Wen, T.X.; Wang, L. Clubfoot Pattern Recognition towards Personalized Insole Design. In Proceedings of the 2010 International Conference on Body Sensor Network (BSN), Singapore, 7-9 June 2010; pp. 273-276.
48. Shi, X.; Xiong, Q.Y.; Lei, L.N. Study on human motion recognition method based on pressure sensor. Chin. J. Sci. Instrum. 2010, 6, 1429-1434.
49. Mitchell, E.; Coyle, S.; O'Connor, N.E.; Diamond, D.; Ward, T. Breathing Feedback System with Wearable Textile Sensors. In Proceedings of the 2010 International Conference on Body Sensor Network (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 56-61.
50. Bates, A.; Ling, M.J.; Mann, J.; Arvind, D.K. Respiratory Rate and Flow Waveform Estimation from Tri-Axial Accelerometer Data. In Proceedings of the 2010 International Conference on Body Sensor Network (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 144-150.
51. Song, K.; Bae, J.; Yan, L.; Yoo, H.J. A 20 μW Contact Impedance Sensor for Wireless Body-Area-Network Transceiver. In Proceedings of the 2011 IEEE Custom Integrated Circuits Conference (CICC), San Jose, CA, USA, 19-21 September 2011; pp. 1-4.
52. Kim, D.J.; Prabhakaran, B. Motion Fault Detection and Isolation in Body Sensor Networks. In Proceedings of the 9th Annual IEEE International Conference on Pervasive Computing and Communications (PerCom 2011), Seattle, WA, USA, 21-25 March 2011; pp. 727-745.
53. Ghasemzadeh, H.; Jafari, R. Physical movement monitoring using body sensor networks: A phonological approach to construct spatial decision trees. IEEE Trans. Ind. Inf. 2011, 7, 66-77.
54. Patel, M.; Wang, J. Applications, challenges, and prospective in emerging body area networking technologies. IEEE Wirel. Commun. 2010, 17, 80-88.
55. Higgins, H. Wireless Communication. In Body Sensor Networks; Yang, G.Z., Ed.; Springer-Verlag: London, UK, 2006; pp. 117-143.
56. Nakamura, E.F.; Loureiro, A.A.F.; Frery, A.C. Information fusion for wireless sensor networks: Methods, models, and classifications. ACM Comput. Surv. 2007, 39, doi:10.1145/1267070.1267073.
57. Lin, K.; Chen, M.; Rodrigues, J.P.C.; Ge, H.W. System Design and Data Fusion in Body Sensor Networks. In Telemedicine and E-Health Services, Policies, and Applications: Advancements and Developments; Rodrigues, J.J.P.C., Díez, I.T., Abajo, B.S., Eds.; IGI Global: Hershey, PA, USA, 2012; Volume 1, pp. 1-25.
58. Liggnis, M.E.; Hall, D.L.; Llinas, J. Handbook of Multisensor Data Fusion, 2nd ed.; CRC Press: Boca Raton, FL, USA, 2008; pp. 19-22.
59. Luprano, J.; Sola, J.; Dasen, S.; Koller, J.M.; Chetelat, O. Combination of Body Sensor Networks and On-Body Signal Processing Algorithms: The Practical Case of MyHeart Project. In Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks, Cambridge, MA, USA, 3-5 April 2006; pp. 4-79.
60. Paganelli, F.; Giuli, D. A context-aware service platform to support continuous care networks for home-based assistance. Lect. Notes Comput. Sci. 2007, 4555, 168-177.
61. Yang, J.Y.; Wang, J.S.; Chen, Y.P. Using acceleration measurements for activity recognition: An effective learning algorithm for constructing neural classifier. Pattern Recognit. Lett. 2008, 16, 2213-2220.
62. Wu, C.H.; Tseng, Y.C. Data compression by temporal and spatial correlations in a body-area sensor network: A case study in pilates motion recognition. IEEE Trans. Mob. Comput. 2011, 10, 1459-1472.
63. Zhang, F.; Lian, Y. QRS detection based on morphological filter and energy envelope for applications in body sensor networks. J. Signal Process. Syst. 2011, 64, 187-194.
64. Hong, S.; Song, K.; Yan, L.; Yoo, H.J. A Combined Method to Reduce Motion Artifact and Power Line Interference for Wearable Healthcare Systems. In Proceedings of the 2010 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), Kuala Lumpur, Malaysia, 6-9 December 2010; pp. 508-511.
65. Chen, Y.L.; Duan, H.L. A QRS Complex Detection Algorithm Based on Mathematical Morphology and Envelope. In Proceedings of the 27th Annual International Conference of the Engineering in Medicine and Biology Society, Shanghai, China, 17-18 January 2006; pp. 4654-4657.
66. Gasteratos, A.; Andreadis, I.; Tsalides, P. Fuzzy soft mathematical morphology. IEEE Proc. Vis. Image Signal Process. 1998, 145, 41-49.
67. Zhang, F.; Li, C.F.; Shi, L. Detecting and tracking dim moving point target in IR image sequences. Infrared Phys. Technol. 2005, 46, 323-328.
68. Zhang, F.; Tan, J.; Lian, Y. An Effective QRS Detection Algorithm for Wearable ECG in Body Area Network. In Proceedings of IEEE Biomedical Circuits and Systems Conference (BIOCAS), Montreal, QC, Canada, 27-30 November 2007; pp. 195-198.
69. Dong, L.; Wu, J.K.; Bao, X.M.; Xiao, W.D. Extraction of Gait Features Using a Wireless Body Sensor Network (BSN). In Proceedings of 6th International Conference on ITS Telecommunications, Chengdu, China, 21-23 June 2006; pp. 987-991.
70. Philip, S.; Cao, Y.; Li, M. Sensor Based Time Series Classification of Body Movement. In Bio-Inspired Models of Network, Information, and Computing Systems; Springer: Heidelberg/Berlin, Germany, 2012; Volume 87, pp. 303-309.
71. Ding, Z.Q.; Chen, I.M.; Yeo, S.H.; Ling, K.V.; Wang, W.T.; Luo, Z.Q.; Lim, C.K. Integration of Sensing and Feedback Components for Human Motion Replication. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 90-95.
72. Peng, H.; Long, F.; Ding, C. Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell. 2005, 27, 1226-1238.
73. Coley, B.; Najari, B.; Paraschiv-Ionescu, A.; Aminian, K. Stair climbing detection during daily physical activity using a miniature gyroscope. Gait Posture 2005, 22, 287-294.
74. Dayhoff, J.E.; DeLeo, J.M. Artificial neural networks. Cancer 2001, 91, 1615-1635.
75. Thiemjarus, S.; Lo, B.P.L.; Yang, G.Z. A distributed Bayesian Framework for Body Sensor Networks. In Proceedings of 2nd International Workshop for Body Sensor Networks, London, UK, 12-13 April 2005; pp. 24-26.
76. Li, W.F.; Bao, J.R.; Fu, X.W. Human Postures Recognition Based on D-S Evidence Theory and Multi-Sensor Data Fusion. In Proceedings of the 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, Ottawa, ON, Canada, 13-16 May 2012; pp. 912-917.
77. Pan, W.; Dong, W.; Cebrian, M.; Kim, T.; Pentland, A.S. Modeling dynamical influence in human interaction. IEEE Signal Process. Mag. 2012, 29, 77-86.
78. Dong, W.; Pentland, A.; Heller, K.A. Graph-Coupled HMMs for Modeling the Spread of Infection. In Proceedings of the 30th International Conference on Machine Learning, Atlanta, GA, USA, 16-21 June 2013.
79. Hu, F.; Li, S.; Xue, T.; Li, G. Design and analysis of low-power body area networks based on biomedical signals. Int. J. Electron. 2012, 99, 811-822.
80. Charbiwala, Z.; Karkare, V.; Gibson, S.; Markovic, D.; Srivastava, M.B. Compressive Sensing of Neural Action Potentials Using a Learned Union of Supports. In Proceedings of the 2011 International Conference on Body Sensor Network (BSN), Dallas, TX, USA, 23-25 May 2011; pp. 53-58.
81. Sabarimalai, M.M.; Dandapat, S. ECG Signal Compression Using Discrete Sinc Interpolation. In Proceedings of the Third International Conference on Intelligent Sensing and Information Processing, Bangalore, India, 14-17 December 2005; pp. 14-19.
82. Kim, B.S.; Yoo, S.K.; Lee, M.H. Wavelet-based low-delay ECG compression algorithm for continuous ECG transmission. IEEE Trans. Inf. Technol. Biomed. 2006, 10, 77-83.
83. Kim, H.; Kim, Y.; Yoo, H.J. A Low Cost Quadratic Level ECG Compression Algorithm and Its Hardware Optimization for Body Sensor Network System. In Proceedings of the 30th Annual International Conference of the IEEE on Engineering in Medicine and Biology Society, Vancouver, BC, Canada, 20-25 August 2008; pp. 5490-5493.
84. Xiang, L.; Luo, J.; Vasilakos, A. Compressed Data Aggregation for Energy Efficient Wireless Sensor Networks. In Proceedings of the 8th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks, Salt Lake City, UT, USA, 27-30 June 2011; pp. 46-54.
85. Panangadan, A.; Liu, S.; Talukder, A.; Raghavendra, C.S. Coordinated sensing of networked body sensors using Markov decision process. Appl. Artif. Intell. 2013, 27, 126-150.
86. Fortino, G.; Pathan, M.; Fatta, D.G. Body Cloud: Integration of Cloud Computing and Body Ensor Networks. In Proceedings of the 4th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), Taipei, Taiwan, 3-6 December 2012; pp. 851-856.
87. Dong, L.; Wu, J.K.; Chen, X. Real Time Physical Activity Monitoring by Data Fusion in Body Sensor Networks. In Proceedings of the 10th International Conference on Information Fusion, Quebec, QC, Canada, 9-12 July 2007; pp. 1-7.
88. Farzaneh, N.; Yaghmaee, M.H. Joint active queue management and congestion control protocol for healthcare applications in wireless body sensor networks. Lect. Notes Comput. Sci. 2011, 6719, 88-95.
89. Quwaider, M.; Biswas, S. Probabilistic Routing in On-Body Sensor Networks with Postural Disconnections. In Proceedings of the 7th ACM Conference on Mobility Management and Wireless Access, Tenerife, Spain, 27-30 October 2009; pp. 149-158.
90. Aida, E.; Massoud, H.; Pejman, K. Using Relay Network to Increase Life Time in Wireless Body Area Sensor Networks. In Proceedings of IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks & Workshops, Kos, Greece, 15-19 June 2009; pp. 1-6.
91. Taparugssanagorn, A.; Rabbachin, A.; Hämäläinen, M.; Saloranta, J.; Iinatti, J. A Review of Channel Modelling for Wireless Body Area Network in Wireless Medical Communications. In Proceedings of the 11th International Symposium on Wireless Personal Multimedia Communications, Saariselka, Finland, 8-11 September 2008.
92. Lo, P.B.L.; Thiemjarus, S.; King, R.; Yang, G.Z. Body Sensor Network-A Wireless Sensor Platform for Pervasive Healthcare Monitoring. In Proceedings of the 3rd International Conference on Pervasive Computing, Munich, Germany, 8-13 May 2005; pp. 77-80.
93. Shinji, M.; Tetsuro, M.; Masayuki, M.; Masahiko, Y.; Hiroaki, O. A wireless-interface SoC powered by energy harvesting for short-range data communication. IEEE A Solid State Circ. 2005, 11, 241-244.
94. Esko, S.; Mika, H.; Arto, Y. Ultra-Low Power Sensors with Near Field Communication for Mobile Applications. In Proceedings of Wireless Sensor and Actor Networks IFIP WG 6.8 First International Conference on Wireless Sensor and Actor Networks (WSAN'07), Albacete, Spain, 24-26 September 2007; pp. 131-142.
95. Falck, T.; Baldus, H.; Espina, J.; Klabunde, K. Plug'n play simplicity for wireless medical body sensors. Mob. Netw. Appl. 2007, 12, 143-153.
96. Marco, B.; Carlo, T.; Elisabetta, F.; Luca, B.; Lorenzo, C.; Laura, V. Accelerometer-based fall detection using optimized ZigBee data streaming. Microelectron. J. 2010, 41, 703-710.
97. Zhang, Z.; Wang, H.; Vasilakos, A.V.; Fang, H. ECG-cryptography and authentication in body area networks. IEEE Trans. Inf. Technol. Biomed. 2012, 16, 1070-1078.
98. He, D.; Chen, C.; Chan, S.; Bu, J.; Vasilakos, A. A distributed trust evaluation model and its application scenarios for medical sensor networks. IEEE Trans. Inf. Technol. Biomed. 2012, 16, 1164-1175.
99. He, D.; Chen, C.; Chan, S.; Bu, J.; Vasilakos, A.V. ReTrust: Attack-resistant and lightweight trust management for medical sensor networks. IEEE Trans. Inf. Technol. Biomed. 2012, 16, 623-632.
100. Daisuke, T.; Xiao, Y.; Hu, F.; Chen, J.M.; Sun, Y.X. Temperature-aware routing for telemedicine applications in embedded biomedical sensor networks. EURASIP J. Wirel. Commun. Netw. 2008, 2008, doi:10.1155/2008/572636.
101. Li, H.M.; Tan, J.D. An Ultra-Low-Power Medium Access Control Protocol for Body Sensor Network. In Proceedings of the 27th Annual International Conference of the Engineering in Medicine and Biology Society, Shanghai, China, 1-4 September 2005; pp. 2451-2454.
102. Otal, B.; Alonso, L.; Verikoukis, C. Energy efficiency analysis of a distributed queuing medium access control protocol for biomedical wireless sensor networks in saturation conditions. Sensors 2011, 11, 1277-1296.
103. June, S.Y.; Ahn, G.S.; Joo, S.S.; Myung, J.L. PNP-MAC: Preemptive Slot Allocation and Non-Preemptive Transmission for Providing QoS in Body Area Networks. In Proceedings of the 2010 7th IEEE Consumer Communications and Networking Conference (CCNC), Las Vegas, NV, USA, 9-12 January 2010; pp. 1-5.
104. Li, H.M.; Tan, J.D. Heartbeat-driven medium-access control for body sensor networks. IEEE Trans. Inf. Technol. Biomed. 2010, 14, 44-51.
105. Wegmueller, M.S.; Kuhn, A.; Froehlich, J.; Oberle, M.; Felber, N.; Kuster, N.; Fichter, W. An attempt to model the human body as a communication channel. IEEE Trans. Bio-Med. Eng. 2007, 54, 1851-1857.
106. Wang, W.C.; Nie, Z.D.; Guan, F.; Leng, T.F.; Wang, L. Experimental Studies on Human Body Channel Communication Characteristics Based upon Capacitive Coupling. In Proceedings of 2011 International Conference on Body Sensor Networks (BSN), Dallas, TX, USA, 23-25 May 2011; pp. 180-185.
107. Song, S.J.; Cho, N.; Yoo, H.J. A 0.2-mW 2-Mb/s digital transceiver based on wideband signaling for human body communications. IEEE J. Solid State Circ. 2007, 42, 2021-2033.
108. Hachisuka, K.; Nakata, A.; Takeda, T.; Terauchi, Y.; Shiba, K.; Sasaki, K.; Hosaka, H.; Itao, K. Development and Performance Analysis of an Intra-Body Communication Device. In Proceedings of the 12th International Conference on Transducers, Solid-State Sensors, Actuators and Microsystems, Boston, MA, USA, 8-12 June 2003; pp. 1722-1725.
109. Documents & Resources for Small Businesses & Professionals. Available online: http://www.docstoc.com/docs/2458823 (accessed on 27 June 2012).
110. Sikora, A.; Groza, V.F. Coexistence of IEEE 802.15.4 with Other Systems in the 2.4 GHz-ISM-Band. In Proceedings of the IEEE Instrumentation and Measurement Technology Conference 2005, Ottawa, ON, Canada, 16-19 May 2005; pp. 1786-1791.
111. Porcino, D.; Hirt, W. Ultra-wideband radio technology: potential and challenges ahead. IEEE Commun. Mag. 2003, 41, 66-74.
112. Win, M.Z.; Scholtz, R.A. Characterization of ultra-wide bandwidth wireless indoor channels: A communication-theoretic view. IEEE J. Sel. Areas Commun. 2002, 12, 1613-1627.
113. Gezici, S.; Sahinoglu, Z. Theoretical Limits for Estimation of Vital Signal Parameters Using Impulse Radio UWB. In Proceedings of IEEE International Conference on Communications (ICC 2007), Glasgow, UK, 24-28 August 2007; pp. 5751-5756.
114. Ben, A.; Tony, B.; Katja, S.; Ernesto, Z.; Wasim, M.; David, E.; Laurent, O.; Ian, O. Ultra Wideband: Applications, Technology and Future Perspectives. In Proceedings of the International Workshop on Convergent Technologies (IWCT), Oulu, Finland, 6-10 June 2005; pp. 1-6.
115. IEEE 802.15 Working Group Documents. Available online: https://mentor.ieee.org/802.15/dcn/08/15-08-0792-00-0006-channel-model-updates-for-802-15-6.ppt (accessed on 27 June 2012).
116. Turner, J.E.; Jessup, M.S.; Tong, K.-F. A Novel Technique Enabling the Realisation of 60 GHz Body Area Networks. In Proceedings of 2012 Ninth International Conference on Wearable and Implantable Body Sensor Networks (BSN), London, UK, 9-12 May 2012; pp. 58-62.
117. Aoyagi, T.; Iswandi, I.; Kim, M.; Takada, J.; Hamaguchi, K.; Kohno, R. Body Motion and Channel Response of Dynamic Body Area Channel. In Proceedings of the 5th European Conference on Antennas and Propagation (EUCAP), Rome, Italy, 11-15 April 2011; pp. 3138-3142.
118. Reusens, E.; Joseph, W.; Latre, B.; Braem, B.; Vermeeren, G.; Tanghe, E.; Martens, L.; Moerman, I.; Blondia, C. Characterization of on-body communication channel and energy efficient topology design for wireless body area networks. IEEE Trans. Inf. Technol. Biomed. 2009, 13, 933-945.
119. Ullah, S.; Kwak, D.; Lee, C.; Lee, H.; Kwak, K.S. Numerical Analysis of CSMA/CA for Pattern-Based WBAN System. In Proceedings of Biomedical Engineering and Informatics, Tianjin, China, 17-19 October 2009; pp. 1-3.
120. Marinkovic, S.; Popovici, E. Ultra low power signal oriented approach for wireless health monitoring. Sensors 2012, 12, 7917-7937.
121. Fang, G.; Dutkiewicz, E. BodyMAC: Energy Efficient TDMA-Zbased MAC Protocol for Wireless Body Area Networks. In Proceedings of 9th International Symposium on Communications and Information Technology, Incheon, Korea, 28-30 September 2009; pp. 1455-1459.
122. Rahman, M.O.; Hong, C.S.; Lee, S.; Bang, Y.C. ATLAS: A traffic load aware sensor MAC design for collaborative body area sensor networks. Sensors 2011, 11, 11560-11580.
123. Shuo, X.; Vijay, S.; Alison, B. Adapting Radio Transmit Power in Wireless Body Area Sensor Networks. In Proceedings of the ICST 3rd International Conference on Body Area Networks, Tempe, AZ, USA, 13-15 March 2008.
124. Nabi, M.; Basten, T.; Geilen, M.; Blagojevic, M.; Hendriks, T. A Robust Protocol Stack for Multi-Hop Wireless Body Area Networks with Transmit Power Adaptation. In Proceedings of the 5th International Conference on Body Area Networks (BodyNets'10), Corfu Island, Greece, 10-12 September 2010.
125. Tang, Q.; Tummala, N.; Gupta, S.; Schwiebert, L. Communication scheduling to minimize thermal effects of implanted biosensor networks in homogeneous tissue. IEEE Trans. Biomed. Eng. 2005, 52, 1285-1294.
126. Anirban, B.; Mostafa, A.B. Energy Efficient Thermal Aware Routing Algorithms for Embedded Biomedical Sensor Networks. In Proceedings of 2006 IEEE International Conference on Mobile Adhoc and Sensor Systems (MASS), Vancouver, BC, Canada, 9-12 October 2006; pp. 604-609.
127. Wang, D.S.; Zhu, G.X. IMT-advanced cross-layer optimization technologies. ZTE Technol. 2011, 5, 26-29.
128. Chilamkurti, N.; Zeadally, S.; Vasilakos, A.; Sharma, V. Cross-layer support for energy efficient routing in wireless sensor networks. Sensors 2009, 2009, pp. 1-9.
129. Ababneh, N.; Timmons, N.; Morrison, J. Cross-Layer Optimization Protocol for Guaranteed Data Streaming over Wireless Body Area Networks. In Proceedings of the 8th International Wireless Communications and Mobile Computing Conference (IWCMC), Limassol, Cyprus, 27-31 August 2012; pp. 118-123.
130. Latre, B.; Braem, B.; Moerman, I.; Blondia, C.; Reusens, E.; Joseph, W.; Demeester, P. A Low-Delay Protocol for Multihop Wireless Body Area Networks. In Proceedings of the 4th Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, Philadelphia, PA, USA, 6-10 August 2007; pp. 1-8.
131. Yan, L.; Yoo, H.J. A Smart Poultice with Reconfigurable Sensor Array for Wearable Cardiac Healthcare. In Proceedings of the 4th International ICST Conference on Pervasive Computing Technologies for Healthcare, Munich, Germany, 22-25 March 2010; pp. 1-2.
132. Yoo, J.; Yan, L.; Lee, S.; Kim, H.; Kim, B.; Yoo, H.J. An Attachable ECG Sensor Bandage with Planar-Fashionable Circuit Board. In Proceedings of the 8th International Symposium on Wearable Computers, Linz, Austria, 4-7 September 2009; pp. 145-146.
133. Patel, S.; Sherrill, D.; Hughes, R.; Hester, T.; Huggins, N.; Lie-Nemeth, T.; Standaert, D.; Bonato, P. Analysis of the Severity of Dyskinesia in Patients with Parkinson's Disease via Wearable Sensors. In Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks, Cambridge, MA, USA, 3-5 April 2006; pp. 4-126.
134. Tsanas, A.; Little, M.A.; McSharry, P.E.; Spielman, J.; Ramig, L.O. Novel speech signal processing algorithms for high-accuracy classification of parkinson's disease. IEEE Trans. Biomed. Eng. 2012, 59, 1264-1271.
135. Schlebusch, T.; Röthlingshöfer, L.; Kim, S.; Köny, M.; Leonhardt, S. On the Road to a Textile Integrated Bioimpedance Early Warning System for Lung Edema. In Proceedings of the International Workshop on Body Sensor Networks, Biopolis, Singapore, 7-9 June 2010; pp. 302-307.
136. Yi, W.-J.; Jia, W.D.; Saniie, J. Mobile Sensor Data Collector using Android Smartphone. In Proceedings of the 2012 IEEE 55th International Midwest Symposium on Circuits and Systems (MWSCAS), Boise, ID, USA, 5-8 August 2012; pp. 956-959.
137. Seeger, C.; Buchmann, A.; Laehoven, K.V. My Health Assistant: A Phone-Based Body Sensor Network that Captures the Wearer's Exercises throughout the Day. In Proceedings of the 6th International Conference on Body Area Networks, Beijing, China, 7-8 November 2011.
138. Shahriyar, R.; Bari, M.F.; Kundu, G.; Ahamed, S.I.; Akbar, M.M. Intelligent mobile health monitoring system (IMHMS). Electron. Healthc. 2010, 27, 5-12.
139. Henpraserttae, A.; Thiemjarus, S.; Marukatat, S. Accurate Activity Recognition Using a Mobile Phone Regardless of Device Orientation and Location. In Proceedings of 2011 International Conference on Body Sensor Networks (BSN), Dallas, TX, USA, 23-25 May 2011; pp. 41-46.
140. Picard, R.W.; Vyzas, E.; Healey, J. Toward machine emotional intelligence: Analysis of affective physiological state. IEEE Trans. Pattern Anal. Mach. Intell. 2001, 23, 1175-1191.
141. Wu, G.; Xue, S.W. Portable preimpact fall detector with inertial sensors. IEEE Trans. Neural Syst. Rehabil. Eng. 2008, 16, 178-183.
142. Tamura, T.; Yoshimura, T.; Sekine, M.; Uchida, M.; Tanaka, O. A wearable airbag to prevent fall injuries. IEEE Trans. Inf. Technol. Biomed. 2009, 13, 910-914.
143. King, R.C.; Atallah, L.; Wong, C.; Miskelly, F.; Yang, G.Z. Elderly Risk Assessment of Falls with BSN. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 30-35.
144. Dieter, H.K.; Fox, D.; Etzioni, O.; Borriello, G.; Arnstein, L. An Overview of the Assisted Cognition Project. In Proceedings of AAAI-2002 Workshop on Automation as Caregiver: The Role of Intelligent Technology in Elder Care, Edmonton, AB, Canada, 28-29 July 2002; pp. 60-65.
145. Fernando, B.L.; Shirley, C.; Robert, B.; Corinne, O.; Caroline, B.; Dermot, D. Simple Barcode System Based on Inonogels for Real Time pH-Sweat Monitoring. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 291-296.
146. Zhang, T.T.; Ser, W.; Daniel, G.Y.T.; Zhang, J.M.; Yu, J.F.; Chua, C.; Louis, I.M. Sound Based Heart Rate Monitoring for Wearable Systems. In Proceedings of the 2010 International Conference on Body Sensor Networks (BSN), Biopolis, Singapore, 7-9 June 2010; pp. 139-143.
147. Ruiz, J.A.; Shimamoto, S. Novel Communication Services Based on Human Body and Environment Interaction: Applications Inside Trains and Applications for Handicapped People. In Proceedings of Wireless Communications and Networking Conference, Las Vegas, NV, USA, 3-6 April 2006; pp. 2240-2245.
148. Vutinuntakasame, S.; Jaijongrak, V.R.; Thiemjarus, S. An Assistive Body Sensor Network Glove for Speech- and Hearing- Impaired Disabilities. In Proceedings of the 2011 International Conference on Body Sensor Networks (BSN), Dallas, TX, USA, 23-25 May 2011; pp. 7-12.
149. Roessler, G.; Laube, T.; Brockmann, C.; Kirschkamp, T.; Mazinani, B.; Goertz, M.; Koch, C.; Krisch, I.; Sellhaus, B.; Trieu, H.K. et al. Implantation and explanation of a wireless epiretinal retina implant device: Observations during the EPIRET3 prospective clinical trial. Invest. Ophthalmol. Vis. Sci. 2009, 50, 3003-3008.
150. Radomska, A.; Singhal, S.; Cass, T. Protein Engineering for Biosensors. In Body Sensor Networks, 1st ed.; Yang, G.Z., Ed.; Springer-Verlag: London, UK, 2006; pp. 89-115.
151. Wisniewski, N.; Moussy, F.; Reichert, W. Characterization of implantable biosensor membrane biofouling. Fresenius' J. Anal. Chem. 2000, 366, 611-621.
152. Ahmadi, A.; Dehzangi, O.; Jafari, R. Brain-Computer Interface Signal Processing Algorithms: A Computational Cost vs. Accuracy Analysis for Wearable Computers. In Proceedings of 2012 Ninth International Conference on Wearable and Implantable Body Sensor Networks, London, UK, 9-12 May 2012; pp. 40-45.