Pure random search for ambient sensor distribution optimisation in a smart home environment

Technology and Health Care

Volumn 19, Issue 3, 2011, Pages 137-160

  Poland, Michael P ^a   Nugent, Chris D ^a   Wang, Hui ^a   Chen, Liming ^a  

^a UNIVERSITY OF ULSTER   (United Kingdom)

Author keywords

pure random search; Sensor optimisation; smart homes

Indexed keywords

ALGORITHM; AMBULATORY MONITORING; ARTICLE; DAILY LIFE ACTIVITY; HOME CARE; HOME FOR THE AGED; HUMAN; INSTRUMENTATION; METHODOLOGY; ORGANIZATION AND MANAGEMENT; REMOTE SENSING; TEACHING;

ACTIVITIES OF DAILY LIVING; ALGORITHMS; HOME CARE SERVICES; HOUSING FOR THE ELDERLY; HUMANS; MONITORING, AMBULATORY; PATIENT SIMULATION; REMOTE SENSING TECHNOLOGY;

EID: 79959284673     PISSN: 09287329     EISSN: None     Source Type: Journal    
DOI: 10.3233/THC-2011-0611     Document Type: Article

References (76)

1. M.P. Poland, C.D. Nugent, H. Wang and L. Chen, Human Positioning and Tracking using Colour Pattern Matching, International Journal of Biomedical Engineering and Technology, In Press
2. M.P. Poland, C.D. Nugent, H. Wang and L. Chen, SpatialFrequency Data Acquisition using Rotational Invariant Pattern Matching in Smart Environments, Annals of Telecommunications 65(9-10) (2010), 557-570
3. S. Lee, K.N. Ha and K.C. Lee, A pyroelectric infrared sensorbased indoor locationaware system for the smart home, IEEE Transactions on Consumer Electronics 52(4) (2006), 1311-1317 (Pubitemid 46231644)
4. M.I. Frecker, RecentAdvances in Optimization of Smart Structures and Actuators, Journal of IntelligentMaterial Systems and Structures 14(4-5) (2003), 207-216
5. L. CanXing, L. Xingshan, Z. Ping and D. Jing, A Review on Optimal Sensor Placement for Health Monitoring, Proceedings of The Eighth International Conference on Electronic Measurement and Instruments, 2007, pp. 170-183
6. T.Ye and S.Kalyanaraman,Arecursive randomsearch algorithmfor network parameter optimization, ACMSIGMETRICS Performance Evaluation Review 32(3) (2004), 44-53
7. S. Helal, W. Mann, H. ElZabadani, J. King, Y. Kaddoura and E. Jansen, The Gator Tech Smart House: a programmable pervasive space, Computer 38(3) (2005), 50-60 (Pubitemid 40556077)
8. K.N. Ha, K.C. Lee and S. Lee, Development of PIR sensor based indoor detection system for smart home, Proceedings of the SICEICASE International Joint Conference, 2006, pp. 2162-2167 (Pubitemid 46950535)
9. S. Helal and C. Chen, The Gator Tech Smart House: enabling technologies and lessons learned, Proceedings of the 3rd international Convention on Rehabilitation Engineering and Assistive Technology, Article no. 13, 2009
10. S. Helal, B. Winkler, C. Lee, Y. Kaddoura, L. Ran, C. Giraldo, S. Kuchibhotla and W. Mann, Enabling locationaware pervasive computing applications for the elderly, Proceedings of the First IEEE International Conference on Pervasive Computing and Communications, 2003, pp. 531-536
11. H. Noguchi, T. Mori and T. Sato, Construction of network system and the first step of summarization for human daily action data in the sensing room, Proceedings of the IEEE Workshop on Knowledge Media Networking, 2002, 17-22
12. H. Andoh, K. Watanabe, T. Nakamura and I. Takasu, Network health monitoring system in the sleep, Proceedings of the SICE Annual Conference, 2004, pp. 1421-1424
13. K.N. Ha, K.C. Lee and S. Lee, Development of PIR sensor based indoor detection system for smart home, Proceedings of the SICEICASE International Joint Conference, 2006, pp. 2162-2167 (Pubitemid 46950535)
14. G. Virone, N. Noury and J. Demongeot, A system for automatic measurement of circadian activity deviations in telemedicine, IEEE Transactions on Biomedical Engineering 49(12) (2002), 1463-1469 (Pubitemid 36055704)
15. M. Chan, D. Estéve, C. Escriba and E. Campo, A review of smart homesPresent state and future challenges, Computer Methods and Programs in Biomedicine 91(1) (2008), 55-81
16. M.C. Mozer, The Neural Network House: An Environment That Adapts To Its Inhabitants, Proceedings of the American Association for Artificial Intelligence Spring Symposium on Intelligent Environments, 1998, pp. 110-114
17. V. Callaghan and G. Clarke, Buildings as intelligent autonomous systems: a model for integrating personal and building agents, Proceedings of the 6th International Conference on Intelligent Autonomous Systems, 2000, pp. 410-415
18. M.C. Mozer, An intelligent environment must be adaptive, IEEE Intelligent Systems, 1999, pp. 11-13
19. C.D. Kidd, R.J. Orr, G.D. Abowd, C.G. Atkeson, I.A. Essa, B. MacIntyre, E. Mynatt, T.E. Starner and W. Newstetter, The Aware home: a living laboratory for ubiquitous computing research, Proceedings of 2nd International workshop on cooperative buildings Integrating Information, Organization, and Architecture (1999), 191-198
20. S.K. Das, D.J. Cook, A. Bhattacharya, E.O. Heierman and T.Y. Lin, The role of predicting algorithm in the MavHome smart home architecture, IEEE Wireless Communications 9(6) (2002), 77-84
21. D.J. Cook, M. Youngblood, E. Heierman, K. Gopalratnam, S. Rao, A. Litvin and F. Khawaja, MavHome: An AgentBased Smart Home, Proceedings of the IEEE International Conference on Pervasive Computing and Communications, 2003, pp. 521-524
22. S.S. Intille, Designing a home of the future, IEEE Pervasive Computing 1(2) (2002), 76-82 (Pubitemid 44939988)
23. E.M. Tapia, S.S. Intille and K. Larson, Activity recognition in the home using simple ubiquitous sensors, Pervasive Computing, 2004, pp. 158-175
24. N.M. Barnes, N.H. Edwards, D.A.D. Rose and P. Garner, Lifestyle monitoring: technology for supported independence, Computing and Control Engineering Journal 9(4) (1998), pp. 169-174 (Pubitemid 128505463)
25. E. Farella,M. Falavigna and B. Ricco, Aware and smart environments: The Casattenta project, Microelectronics Journal, In Press
26. M. Cerny, Movement Activity Monitoring of Elderly People, Proceedings of the 2nd International Conference on Computer Engineering and Applications 2 (2010), 454-455
27. B.G. Celler, T. Hesketh, W. Earnshaw and E. Ilsar, An instrumentation system for the remote monitoring of changes in functional health status for elderly at home, Proceedings of the 16th Annual International Conference of the IEEE EMBS 2 (1994), 908-909
28. B.G. Celler, W. Earnshaw, E. Ilsar, L. BetbederMatibet, M.F. Harris, R. Clark, T. Hesketh and N.H. Lovell, Remote monitoring of health status of the elderly at home. A multidisciplinary project on aging at the University of New South Wales, International Journal of BioMedical Computing 40(2) (1995), 147-155 (Pubitemid 26019939)
29. A. Yamaguchi, M. Ogawa, T. Tamura and T. Togawa, Monitoring behavior in the home using positioning sensors, Proceedings of the 20th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 4 (1998), 1977-1979
30. T. Tamura, T. Togawa, M. Ogawa and M. Yoda, Fully automated health monitoring system in the home, Medical Engineering and Physics 20(8) (1998), 573-579 (Pubitemid 29003249)
31. T. Tamura, A. Kawarada, M. Nambu, A. Tsukada, K. Sasaki and K. Yamakoshi, EHealthcare at an experimental welfare techno house in Japan, The Open Medical Informatics Journal 1(1) (2007), 1-7
32. T. Yamazaki, Beyond the Smart Home, International Conference on Hybrid Information Technology 2 (2006), 350-355 (Pubitemid 46604212)
33. M. Chan, E. Campo, D. Estéve and J. Fourniols, Smart homes - Current features and future perspectives, Maturitas 64(2) (2009), 90-97
34. N. Noury, G. Virone, P. Barralon, J. Ye, V. Rialle and J. Demongeot, New trends in health smart homes, Proceedings of the 5th International Workshop on Enterprise Networking and Computing in Healthcare Industry, 2003, pp. 118-127
35. T. Tamura, T. Togawa and M. Murata, A bed temperature monitoring system for assessing movement during sleep, Clinical Physics and Physiological Measurement 9 (1988), 139-145
36. M.C. Mozer, Lessons from an adaptive house, in: Smart Environments: Technologies, Protocols, and Applications, D. Cook and R. Das, eds, Hoboken, New Jersey, USA, J. Wiley & Sons, 2005, pp. 273-294
37. P.P. Menon, D.G. Bates and I. Postlethwaite, Deterministic versus evolutionary optimisation methods for nonlinear robustness analysis of flight control laws, IEEE Congress on Evolutionary Computation, 2007, pp. 1910-1917
38. R. Kumar, Analysis and Parameter Selection for an Adaptive Random Search Algorithm, Doctoral Dissertation, Department of Aerospace Engineering, the University of Michigan, 2004
39. T. ElGhazali, Metaheuristics: From Design to Implementation, John Wiley and Sons, Hoboken, NJ, USA, 2009
40. D.J. Rader, Deterministic Operations Research: Models and Methods in Linear Optimization, John Wiley and Sons, Hoboken, NJ, USA, 2010
41. S. Goyal, A Survey on Travelling Salesman Problem, Midwest Instruction and Computing Symposium, 2010, pp. 1-9
42. D. Applegate, R. Bixby, V. Chvátal,W. Cook and K. Helsgaun, Optimal Tour of Sweden, Georgia Institute of Technology, Apr 2010. Online.. http://www.tsp.gatech.edu/sweden/index.html Accessed: Oct. 13, 2010.
43. M. Yoshikawa and K. Otani, Ant Colony Optimization Routing Algorithm with Tabu Search, Proceedings of the International MultiConference of Engineers and Computer Scientists, 2010, pp. 2104-2107
44. M.P. Poland, D. Gueldenring, C.D. Nugent, H.Wang and L. Chen, Spatiotemporal Data AcquisitionModalities for Smart Home Inhabitant Movement Behavioural Analysis, Proceedings of the 7th International Conference on Smart Homes and Health Telematics 5587 (2009), 294-298
45. V. Granville, M. Krivanek and J.P. Rasson, Simulated annealing: A proof of convergence, IEEE Transactions on Pattern Analysis and Machine Intelligence 16(6) (1994), 652-656
46. D.E.Goldberg, Genetic Algorithms in SearchOptimization andMachine Learning, AddisonWesley Longman Publishing Co, Boston, MA, USA, 1989, p. 41
47. Z.B. Zabinsky, D. Bulger and C. Khompatraporn, Stopping and restarting strategy for stochastic sequential search in global optimization, Journal of Global Optimization 46(2) (2010), 273-286
48. S. Lee, K.N. Ha and K.C. Lee, A pyroelectric infrared sensorbased indoor locationaware system for the smart home, IEEE Transactions on Consumer Electronics 52(4) (2006), 1311-1317 (Pubitemid 46231644)
49. A. Zhigljavsky and A. ?Zilinskas, Stochastic global optimization, Springer, NY, NY, USA, 2007
50. J. Jezowski, R. Bochenek and G. Ziomek, Random search optimization approach for highly multimodal nonlinear problems, Advances in Engineering Software 36(8) (2005), 504-517 (Pubitemid 40682489)
51. Z.B. Zabinsky, Stochastic adaptive search for global optimization, Nonconvex optimization and its applications 72 Springer, Netherlands, 2003
52. A. Zhigljavsky and A. Zilinskas, Stochastic global optimization" Springer, NY, NY, USA, 2007
53. C.I. Marrison and R.F. Stengel, Robust control system design using random search and genetic algorithms, IEEE Transactions on Automatic Control 42(6) (1997), 835-839 (Pubitemid 127760878)
54. S.S. Dhillon, K. Chakrabarty and S.S. Iyengar, Sensor placement for grid coverage under imprecise detections, Proceedings of the 5th International Conference on Information Fusion 2 (2002), 1581-1587
55. M.P. Poland, C.D. Nugent, H. Wang and L. Chen, Smart Home Research: Projects and Issues, International Journal of Ambient Computing and Intelligence 1(4) (2009), 32-45
56. R. Wood, What is delaying a cure for Alzheimers? BBC News, Jan 2010. Online.. http://news.bbc.co.uk/1/hi/health/ 8478901.stm Accessed: Oct. 13, 2010.
57. M. Knapp, M. Prince, E. Albanese, S. Banerjee, S. Dhanasiri, J.L. Fernandez, C. Ferri, P. McCrone, T. Snell and R. Stewart, Dementia UK, Summary of Key Findings, 2007. Online.. http://www.psige.org/psigepdfs/ Dementia UK Summary.pdf Accessed: Oct. 13, 2010.
58. L. SchindelMartin, P.Morden, G. Cetinski, N. Lasky, C.McDowell and J. Roberts, Teaching staff to respond effectively to cognitively impaired residents who display selfprotective behaviors, American Journal of Alzheimers Disease and Other Dementias 18 (2003), 273-281 (Pubitemid 37254843)
59. M. Eagles, S.A. Calder, S. Wilson, J.A. Murdoch and P.S. Sclare, Simulated patients in undergraduate education in psychiatry, Psychiatric Bulletin 31 (2007), 187-190 (Pubitemid 46696324)
60. A. Newell, J. Arnott, A. Carmichael and M. Morgan, Methodologies for Involving Older Adults in the Design Process, Proceedings of Human Computer Interaction 5 (2007), 982-989
61. F.MarquisFaulkes, S.J.McKenna, P. Gregor and A.F. Newell, Gathering the requirements for a fall monitor using drama and video with older people, Technology and Disability 17(4) (2005), 227-236 (Pubitemid 43091476)
62. R. Aipperspach, E. Cohen and J. Canny, Modelling Human Behaviour from Simple Sensors in the Home, Pervasive Computing (2006), 337-348 (Pubitemid 44044767)
63. D.H. Wilson, Simultaneous Tracking and Activity Recognition (STAR) Using Many Anonymous, Binary Sensors, Pervasive Computing, (2005), 62-79
64. C. Yiu and S. Singh, Tracking People in Indoor Environments, Pervasive Computing for Quality of Life Enhancement (2007), 44-53 (Pubitemid 350269892)
65. Y. Rahal, H. Pigot and P. Mabilleau, Location estimation in a smart home: system implementation and evaluation using experimental data, International Journal of Telemedicine and Applications 3 (2008), 1-9
66. A. Roy, S.D. Bhaumik, A. Bhattacharya, K. Basu, D.J. Cook and S. Das, Location aware resource management in smart homes, Proceedings of the First IEEE International Conference on Pervasive Computing and Communications, 2003, pp. 481-488
67. N. Roy, A. Roy and S.K. Das, Contextaware resource management in multiinhabitant smart homes: A Nash hlearning based approach, Proceedings of the Fourth Annual IEEE International Conference on Pervasive Computing and Communications, 2006, pp. 148-158 (Pubitemid 44612684)
68. Alzheimers Association - South Central Wisconsin Chapter, "Activities of Daily Living (ADLs) and Instrumental Activities of Daily Living (IADLs)" Sep. 1, 2002. Online.. Available: http://dhs.wisconsin.gov/ aging/dementia/ADL.pdf Accessed: Apr. 8, 2010.
69. C.D. Nugent, M.D. Mulvenna, X. Hong and S. Devlin, Experiences in the development of a Smart Lab, International Journal of Biomedical Engineering and Technology 2(4) (2009), 319-331
70. M. Stonebraker and U. Çetintemel, One Size Fits All: An Idea Whose Time Has Come and Gone, Proceedings of the 21st International Conference on Data Engineering, 2005, pp. 2-11 (Pubitemid 41731109)
71. D. Loi and J. Melican, Rethinking the smart home: an environmental perspective" Online.. Available: http://www. allemandi.com/cp/ctc/book.php? id=136 Accessed: Aug. 11, 2010.
72. M.P. Poland, C.D. Nugent, H. Wang and L. Chen, Stopping Criterion impact on Pure Random Search Optimisation for Intelligent Device Distribution, Proceedings of the 6th International Conference on Intelligent Environments, 2010, pp. 249-254
73. J.C. Spall, Introduction to stochastic search and optimization: estimation, simulation, and control, Discrete mathematics and optimization 64, John Wiley and Sons, Hoboken, NJ, USA, 2003
74. L.C. De Silva and S. Mathew, Energy Efficient Smart Homes, Proceedings of the 1st International Conference of Institution of Engineering and Technology, 2008, pp. 82-85
75. S.D. Levy, Genetic Algorithms in the Real World, Dec. 20, 2006 Online.. Available: http://www.cs.wlu.edu/-levy/ ccli/GeneticAlgorithms.pdf Accessed: Apr. 8, 2010.
76. C. Johnston, Cell phones showhumanmovement predictable 93%of the time,Ars Technica,Mar. 1, 2010. Online..Available: http://arstechnica.com/science/news/ 2010/02/cellphonesshowhumanmovementp redictable93ofthetime.ars Accessed: Apr. 8, 2010.