Optimal observation for cyber-physical systems: A fisher-information- matrix-based approach

Optimal Observation for Cyber-Physical Systems: A Fisher-Information- Matrix-Based Approach

Volumn , Issue , 2009, Pages 1-171

  Song, Zhen ^a   Chen, Yangquan ^b   Sastry, Chellury Ram ^a   Tas, Nazif Cihan ^a  

^a SIEMENS CORPORATE RESEARCH   (United States)

^b Utah State University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84892209940     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/978-1-84882-656-4     Document Type: Book

References (177)

1. K. Chintalapudi, J. Paek, N. Kothari, S. Rangwala, J. Caffrey, R. Govindan, E. Johnson, and S. Masri, "Monitoring civil structures with a wireless sensor network, " IEEE Internet Computing, March/April 2006.
2. T. Kevan, "Shipboard machine monitoring for predictive maintenance, " Sensors Magazine, February 2006 [Online]. Available: http://www. sensorsmag.com/sensors/article/articleDetail.jsp?id=314716.
3. L. Krishnamurthy, R. Adler, P. Buonadonna, J. Chhabra, M. Flanigan, N. Kushalnagar, L. Nachman, and M. Yarvis, "Design and deployment of industrial sensor networks: experiences from a semiconductor plant and the north sea, " in SenSys'05: Proceedings of the 3rd International Conference on Embedded Networked Sensor Systems, pp. 64-75. New York, NY, USA: ACM, 2005 [Online]. Available: http://doi.acm.org/10.1145/1098918.1098926.
4. D. M. Doolina and N. Sitara, "Wireless sensors for wildfire monitoring, " in Proceedings of SPIE Symposium on Smart Structures & Materials, 2005 [Online]. Available: http://firebug.sourceforge.net/ publications.php.
5. A. Anandarajah, K. Moore, A. Terzis, and I. J. Wang, "Sensor networks for landslide detection, " in SenSys'05: Proceedings of the 3rd International Conference on Embedded Networked Sensor Systems, pp. 268-269. New York, NY, USA: ACM Press, 2005 [Online]. Available: http://dx.doi.org/10.1145/ 1098918.1098948.
6. W. Wolf, "The good news and the bad news, " Computer, vol. 40, no. 11, pp. 104-105, 2007 [Online]. Available: http://dx.doi.org/10.1109/MC. 2007.404.
7. C. Tricaud and Y. Chen, "Optimal mobile actuator/sensor network motion strategy for parameter estimation in a class of cyber physical systems, " in Accepted by IEEE American Control Conference (ACC), Jun. 2009.
8. I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "A survey on sensor networks, " IEEE Communications Magazine, vol. 40, no. 8, pp. 102-114, August 2002.
9. C. Y. Chong and S. Kumar, "Sensor networks: Evolution, opportunities, and challenges, " Proceedings of the IEEE, vol. 91, no. 8, pp. 1247-1256, August 2003.
10. F. Zhao and L. Guibas, Wireless Sensor Networks: An Information Processing Approach. San Francisco, CA: Morgan Kaufmann Publishers, 2004.
11. I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor networks: A survey, " Computer Networks, vol. 38, pp. 393-422, 2001.
12. H. Qi, S. S. Iyengar, and K. Chakrabarty, "Distributed sensor networks - A review of recent research, " Journal of the Franklin Institute, vol. 338, pp. 655-668, 2001.
13. D. Estrin, L. Girod, G. Pottie, and M. Srivastava, "Instrumenting the world with wireless sensor networks, " in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2033-2036, Salt Lack City, UT, USA, May 2001 [Online]. Available: http://dx.doi.org/10.1109/ICASSP.2001.940390.
14. B. Krishnamachari, D. Estrin, and S. Wicker, "Modelling datacentric routing in wireless sensor networks, " 2002 [Online]. Available: http://citeseer.ist.psu.edu/article/krishnamachari02modelling.html.
15. S. Rangwala, R. Gummadi, R. Govindan, and K. Psounis, "Interference-aware fair rate control in wireless sensor networks, " SIGCOMM Comput. Commun. Rev., vol. 36, no. 4, pp. 63-74, 2006.
16. B. Warneke, M. Last, B. Liebowitz, and K. S. J. Pister, "Smart dust: Communicating with a cubic-millimeter computer, " IEEE Computer, vol. 34, no. 1, pp. 44-51, January 2001.
17. IEEE Computer Society, "Part 15.4: Wireless medium access control (MAC) and physical layer (PHY) specifications for low-rate wireless personal area networks (LR-WPANs), " Oct. 2003 [Online]. Available: http://standards.ieee.org/catalog/olis/lanman.html.
18. K. Lorincz and M. Welsh, "MoteTrack: A robust, decentralized approach to RF-based location tracking, " Springer Personal and Ubiquitous Computing, Special Issue on Location and Context-Awareness, pp. 1617-4909, October 2006 [Online]. Available: http://dx.doi.org/10.1007/s00779-006-0095-2.
19. M. C. Vuran, O. B. Akan, and I. F. Akyildiz, "Spatio-temporal correlation: Theory and applications for wireless sensor networks, " Computer Networks Journal, vol. 45, no. 3, June 2004.
20. Moteiv Corporation, "Tmote Sky datasheet, " November 2006 [Online]. Available: http://www.moteiv.com/products/tmotesky.php.
21. J. Polastre, R. Szewczyk, and D. Culler, "Telos: Enabling ultra-low power wireless research, " in Proceedings of International Symposium on Information Processing in Sensor Networks (IPSN), pp. 364-369, April 2005 [Online]. Available: http://www.moteiv.com/products/docs/an002-telos.pdf.
22. J. Gehrke and S. Madden, "Query processing in sensor networks, " IEEE Pervasive Computing, vol. 3, no. 1, pp. 46-55, Jan.-Mar. 2004 [Online]. Available: http://dx.doi.org/10.1109/MPRV.2004.1269131.
23. D. Malan, T. F. Jones, M. Welsh, and S. Moulton, "CodeBlue: An ad-hoc sensor network infrastructure for emergency medical care" [Online]. Available: http://www.eecs.harvard.edu/∼mdw/papers/codeblue-bsn04.pdf.
24. P. Ögren, E. Fiorelli, and N. E. Leonard, "Cooperative control of mobile sensor networks: Adaptive gradient climbing in a distributed environment, " IEEE Transactions on Automatic Control, vol. 49, no. 8, pp. 1292-1302, August 2004.
25. P. K. Dutta, A. K. Arora, and S. B. Bibyk, "Towards radar-enabled sensor networks, " in Proceedings of The Fifth International Conference on Information Processing in Sensor Networks (IPSN'06) Special Track on Platform Tools and Design Methods for Network Embedded Sensors (SPOTS'06), pp. 467-474, April 2006.
26. A. Arora, P. Dutta, S. Bapat, V. Kulathumani, H. Zhang, V. Naik, V. Mittal, H. Cao, M. Gouda, Y. Choi, T. Herman, S. Kulkarni, U. Arumugam, M. Nesterenko, A. Vora, and M. Miyashita, "A line in the sand: A wireless sensor network for target detection, classification, and tracking, " Computer Networks, Special Issue on Military Communications Systems and Technologies, vol. 46, no. 5, pp. 605-634, July 2004.
27. Crossbow, "Life fitness exercises efficiencies with wireless mesh networking, " 2006 [Online]. Available: http://www.xbow.com/ Industrysolutions/BuildingAutomation.aspx.
28. G. Simon, M. Maróti, A kos Lédeczi, G. Balogh, B. Kusy, A. Nádas, G. Pap, J. Sallai, and K. Frampton, "Sensor network-based counter sniper system, " in Proceedings of ACM Conference on Embedded Networked Sensor Systems (SenSys), pp. 1-12, New York, NY, USA, November 2004.
29. J. Liu, P. Cheung, L. Guiba, and F. Zhao, "A dual-space approach to tracking and sensor management in wireless sensor networks, " Palo Alto Research Center, Tech. Rep. P2002- 10077, March 2002 [Online]. Available: http://citeseer.ist.psu.edu/liu02dualspace.html.
30. P. K. Dutta and A. K. Arora, "Integrating micropower impulse radar and motes, " Ohio State University, Tech. Rep. OSU-CISRC-12/03-TR67, 2004 [Online]. Available: http://tinyurl.com/82jvv5.
31. K. Romer and F. Mattern, "The design space of wireless sensor networks, " IEEE Wireless Communications, vol. 11 (6), pp. 54-61, December 2004.
32. M. Hefeeda and M. Bagheri, "Wireless sensor networks for early detection of forest fires, " in Proc. IEEE Internatonal Conference on Mobile Adhoc and Sensor Systems (MASS), pp. 1-6, 8-11 Oct. 2007.
33. J. Lundquist, D. Cayan, and M. Dettinger, "Meterology and hydrology in yosemite national park: A sensor network application, " Lecture Notes in Computer Science, vol. 2634, pp. 518- 528, 2003.
34. G. Werner-Allen, J. Johnson, M. Ruiz, J. Lees, and M. Welsh, "Monitoring volcanic eruptions with a wireless sensor network, " in Proceeedings of the Second European Workshop on Wireless Sensor Networks, Istanbul, Turkey, January 2005.
35. W. G. Allen, K. Lorincz, M. Ruiz, O. Marcillo, J. Johnson, J. Lees, and M. Welsh, "Deploying a wireless sensor network on an active volcano, " IEEE Internet Computing, Special Issue on Data-driven Applications in Sensor Networks, vol. 10, no. 2, pp. 18-25, March-April 2006 [Online]. Available: http://dx.doi.org/10.1109/MIC.2006.26.
36. M. Li and Y. Liu, "Underground structure monitoring with wireless sensor networks, " in International Conference on Information Processing in Sensor Networks (IPSN), pp. 69-78. ACM, 2007.
37. A. Mainwaring, D. Culler, J. Polastre, R. Szewczyk, and J. Anderson, "Wireless sensor networks for habitat monitoring, " in Proceedings of the 1st ACM International Workshop on Wireless Sensor Networks and Applications (WSNA), pp. 88-97. New York, NY, USA: ACM Press, 2002.
38. M. Buettner, B. Greenstein, A. Sample, J. Smith, and D. Wetherall, "Revisiting smart dust with RFID sensor networks, " in Proceedings of the 7th ACM Workshop on Hot Topics in Networks (HotNets), 2008.
39. L. Ho, M. Moh, Z. Walker, T. Hamada, and C.-F. Su, "A prototype on RFID and sensor networks for elder healthcare: Progress report, " in Proceedings of the ACM SIGCOMM Workshop on Experimental Approaches to Wireless Network Design and Analysis (E-WIND), pp. 70-75. New York, NY, USA: ACM, 2005.
40. B. P. L. Lo and G.-Z. Yang, "Key technical challenges and current implementations of body sensor networks, " in Proceedings of the International Workshop on Body Sensor Networks (BSN), 2005.
41. K. Pister, "Military applications of sensor networks, " in Defense Science Study Group of Institute for Defense Analyses Paper P-3531, 2000 [Online]. Available: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1. 17.1513.
42. E. H. Chi, J. Song, and G. Corbin, "'killer app' of wearable computing: wireless force sensing body protectors for martial arts, " in Proceedings of the 17th Annual ACMSymposium on User Interface Software and Technology (UIST), pp. 277-285. New York, NY, USA: ACM Press, 2004.
43. "Eaton home heartbeat system" [Online]. Available: http://www.homeheartbeat.com/HomeHeartBeat/Packages/index.htm.
44. H.-M. Tsai, H.-M. Tsai, O. Tonguz, O. Tonguz, C. Saraydar, T. Talty, M. Ames, and A. Macdonald, "Zigbee-based intra-car wireless sensor networks: A case study, " IEEE Wireless Communications, vol. 14, pp. 67-77, 2007.
45. J. Paek, K. Chintalapudi, R. Govindan, J. Caffrey, and S. Masri, "A wireless sensor network for structural health monitoring: Performance and experience, " in Proceedings of The Second IEEE Workshop on Embedded Networked Sensors (EmNetS), pp. 1-10, 30-31 May 2005.
46. A. Tiwari, P. Ballal, and F. L. Lewis, "Energy-efficient wireless sensor network design and implementation for condition-based maintenance, " ACM Transactions on Sensor Networks, vol. 3, no. 1, p. 1, 2007.
47. M. Faschinger, C. R. Sastry, A. H. Patel, and N. C. Tas, "An RFID and wireless sensor network-based implementation of workflow optimization, " in IEEE International Symposium on World of Wireless, Mobile and Multimedia Networks. (WoWMoM), pp. 1 - 8, Espoo, Finland, June 2007.
48. P. Juang, H. Oki, Y. Wang, M. Martonosi, L. S. Peh, and D. Rubenstein, "Energy-efficient computing for wildlife tracking: Design tradeoffs and early experiences with ZebraNet, " in Proceedings of the 10th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS-X), pp. 96-107. New York, NY, USA: ACM, 2002.
49. T. He, S. Krishnamurthy, L. Luo, T. Yan, L. Gu, R. Stoleru, G. Zhou, Q. Cao, P. Vicaire, J. A. Stankovic, T. F. Abdelzaher, J. Hui, and B. Krogh, "VigilNet: An integrated sensor network system for energy-efficient surveillance, " ACM Transactions on Sensor Networks, vol. 2, no. 1, pp. 1-38, 2006.
50. W. Conner, J. Heidemann, L. Krishnamurthy, X. Wang, and M. Yarvis, Wireless Sensor Networks: A Systems Perspective, ch. Workplace Applications of Sensor Networks, pp. 289-307. Artech House, Inc., august 2005 [Online]. Available: http://www.isi.edu/∼johnh/PAPERS/Conner05a.html.
51. L. Mottola and G. P. Picco, "Programming wireless sensor networks with logical neighborhoods: A road tunnel use case, " in Proceedings of the 5th ACM International Conference on Embedded Networked Sensor Systems (SENSYS), Sydney (Australia), November 2007.
52. A. Wheeler, "Commercial applications of wireless sensor networks using ZigBee, " IEEE Communications Magazine, vol. 45, no. 4, pp. 70-77, 2007.
53. Siemens AG, "Synco living: Home Automation System Living with heart and brain" [Online]. Available: https://www.hqs.sbt.siemens.com/ syncoliving/en/downloads/Broschuere-Synco-living.pdf.
54. T. Wark, C. Crossman, W. Hu, Y. Guo, P. Valencia, P. Sikka, P. Corke, C. Lee, J. Henshall, K. Prayaga, J. O'Grady, M. Reed, and A. Fisher, "The design and evaluation of a mobile sensor/actuator network for autonomous animal control, " in Proceedings of the 6th International Conference on Information Processing in Sensor Networks (IPSN), pp. 206-215. New York, NY, USA: ACM, 2007.
55. V. Kumar, D. Rus, and S. Singh, "Robot and sensor networks for first responders, " Pervasive Computing, vol. 3, no. 4, pp. 24-33, Oct-Dec 2004.
56. D. E. Culler, D. Estrin, and M. B. Srivastava, "Guest editors' introduction: Overview of sensor networks." IEEE Computer, vol. 37, no. 8, pp. 41-49, 2004.
57. H. J. Körber, H. Wattar, G. Scholl, and W. Heller, "Embedding a microchip PIC18F452 based commercial platform into TinyOS, " in Workshop on Real-world Wireless Sensor Networks (REALWSN), 2005 [Online]. Available: http://www.sics.se/realwsn05/.
58. Sensicast Inc., "Sensicast EMS for environmental management" [Online]. Available: http://www.sensicast.com/downloads/brochurecontrolsems.pdf.
59. Nanotron Inc., "nanoNET chirp-based wireless networks, " 2004 [Online]. Available: http://www.nanotron.com/nanotronintern/en/technology/css. php?navId=20.
60. J. M. Rabaey, M. J. Ammer, J. L. da Silva, D. Patel, and S. Roundy, "Picoradio supports ad hoc ultra-low power wireless networking, " IEEE Computer, vol. 33, no. 7, pp. 42-48, Jul. 2000 [Online]. Available: http://dx.doi.org/10.1109/2.869369.
61. W. Ye, J. Heidemann, and D. Estrin, "An energy-efficient MAC protocol for wireless sensor networks, " in Proceedings of the 21st International Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM), New York, NY, USA, Jun. 2002 [Online]. Available: http://www.isi.edu/scadds/projects/smac/.
62. TinyOS group, "Multihop routing, " September 2003 [Online]. Available: http://www.tinyos.net/tinyos-1.x/doc/multihop/multihoprouting.html.
63. D. Culler, P. Dutta, C. T. Ee, R. Fonseca, J. Hui, P. Levis, J. Polastre, S. Shenker, I. Stoica, G. Tolle, and J. Zhao, "Towards a sensor network architecture: lowering the waistline, " in Proceedings of the Tenth Workshop on Hot Topics in Operating Systems (HotOS X), 2005 [Online]. Available: http://www.cs.berkeley.edu/∼pal/pubs/sna.pdf.
64. J. Feng, G. Qu, and M. Potkonjak, "Actuator-based infield sensor calibration, " IEEE Sensors Journal, vol. 6, no. 6, pp. 1571-1579, 2006 [Online]. Available: http://dx.doi.org/10.1109/JSEN.2006.877986.
65. K. Whitehouse and D. Culler, "Calibration as parameter estimation in sensor networks, " in WSNA '02: Proceedings of the 1st ACMInternational Workshop onWireless Sensor Networks and Applications, pp. 59-67. New York, NY, USA: ACM, 2002.
66. F. Zhao, J. Liu, J. Liu, L. Guibas, and J. Reich, "Collaborative signal and information processing: An information-directed approach, " IEEE Proceedings, vol. 91, no. 8, pp. 1199-1209, August 2003.
67. H. Wang, K. Yao, and D. Estrin, "Information-theoretic approaches for sensor selection and placement in sensor networks for target localization and tracking : Communication and signal processing in sensor networks, " Journal of Communication and Networks, vol. 7, no. 4, pp. 438-449, 2005.
68. J. Yick, A. Bharathidasan, G. Pasternack, B. Mukherjee, and D. Ghosal, "Optimizing placement of beacons and data loggers in a sensor network - A case study, " in Proceedings of IEEE Wireless Communications and Networking Conference (WCNC), vol. 4, 2004 [Online]. Available: http://ieeexplore.ieee. org/xpls/absall.jsp?arnumber=1311479.
69. Z. Song, Y. Chen, J. Liang, and D. Uciński, "Optimal mobile sensor motion planning under nonholonomic constraints for parameter estimation of distributed parameter systems, " in Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 3163-3168, Edmonton, Canada, August 2005 [Online]. Available: http://dx.doi.org/10.1109/ IROS.2005.1545192.
70. H. Cao, E. Ertin, V. Kulathumani, M. Sridharan, and A. Arora, "Differential games in large-scale sensor-actuator networks." in Proceedings of the Fifth International Conference on Information Processing in Sensor Networks (IPSN), pp. 77-84, Nashville, Tennessee, April 2006 [Online]. Available: http://doi.acm.org/10.1145/1127777.1127792.
71. A. Meliou, D. Chu, J. M. Hellerstein, C. Guestrin, and W. Hong, "Data gathering tours in sensor networks, " in Proceedings of the Fifth International Conference on Information Processing in Sensor Networks (IPSN). Nashville, Tennessee: ACM, April 2006.
72. T. H. Chung, V. Gupta, J. W. Burdick, and R. M. Murray, "On a decentralized active sensing strategy using mobile sensor platforms in a network, " in Proceedings of 43rd IEEE Conference on Decision and Control (CDC), vol. 2, pp. 1914- 1919, Atlantis, Paradise Island, Bahamas, December 2004.
73. C. Guestrin, P. Bodik, R. Thibaux, M. Paskin, and S. Madden, "Distributed regression: An efficient framework for modeling sensor network data, " in Proceedings of the 3rd International Symposium on Information Processing in Sensor Networks (IPSN), pp. 1-10. New York, NY, USA: ACM, 2004 [Online]. Available: http://doi.acm.org/10.1145/984622.984624.
74. L. Xiao, S. Boyd, and S. Lall, "A space-time diffusion scheme for peer-to-peer least-squares estimation, " in Proceedings of International Conference on Information Processing in Sensor Networks (IPSN), pp. 168-176, Nashville, TN, April 2006.
75. L. A. Rossi, B. Krishnamachari, and J. C. C. Kuo, "Distributed parameter estimation for monitoring diffusion phenomena using physical models, " in Proceedings of IEEE Conference on Sensor and Ad Hoc Communications and Networks (SECON), 2nd, Ed., pp. 460-469. Santa Clara, CA.: Kluwer Academic/Plenum Publishers, October 2004.
76. A. S. Chhetri, D. Morrell, and A. P. Suppappola, "Sensor scheduling using a 0-1 mixed integer programming framework, " in Proceedings of IEEE Workshop on Sensor Array and Multichannel Processing, pp. 471-475, Waltham, MA, July 2006.
77. F. Zhao, J. Shin, and J. Reich, "Information-driven dynamic sensor collaboration for tracking applications, " IEEE Signal Processing Magazine, vol. 19, no. 2, pp. 61-72, March 2002.
78. J. Aslam, Z. Butler, Florin, G. Cybenko, and D. Rus, "Tracking a moving object with a binary sensor network, " in Proceedings of the First International Conference on Embedded Networked Sensor Systems (SenSys), pp. 150-161. Los Angeles, CA: ACM Press, 2003 [Online]. Available: http://dx.doi.org/doi.acm.org/10.1145/958491.958509.
79. S. Aranda, S.Martinez, and F. Bullo, "On optimal sensor placement and motion coordination for target tracking, " in Proceedings of International Conference on Robotics and Automation, pp. 4544 - 4549, Barcelona, Spain, April 2005.
80. D. Ucínski, Optimal Measurement Methods for Distributed Parameter System Identification. Boca Raton, FL: CRC Press, 2005.
81. V. Fedorov and P. Hackl, "Optimal experimental design: Spatial sampling, " Calcutta Statistical Association Bulletin, vol. 44, pp. 173-174, 1994 [Online]. Available: http://citeseer.ist.psu.edu/fedorov94optimal. html.
82. S. Madden, M. Franklin, J. Hellerstein, and W. Hong, "The design of an acquisitional query processor for sensor networks, " in Proceedings of ACM Sigmod, pp. 491-502. ACM Press, 2003.
83. K. L. Moore and Y. Chen, "Model-based approach to characterization of diffusion processes via distributed control of actuated sensor networks, " in Proceedings of the 1st IFAC Symposium on Telematics Applications in Automation and Robotics. Helsinki University of Technology Espoo, Finland: IFAC, Jun. 2004 [Online]. Available: http://mechatronics.ece.usu.edu/mas-net/ XbowComp/.
84. Y. Chen, K. L. Moore, and Z. Song, "Diffusion boundary determination and zone control via mobile actuator-sensor networks (MAS-net): Challenges and opportunities, " in Proceedings of Intelligent Computing: Theory and Applications II, part of SPIE's Defense and Security, vol. 5421, pp. 102-113. Orlando, FL: SPIE, April 2004 [Online]. Available: http://mechatronics.ece.usu. edu/mas-net/XbowComp/.
85. K. L. Moore, Y. Chen, and Z. Song, "Diffusion based path planning in mobile actuator-sensor networks (MAS-net) - some preliminary results, " in Proceedings of SPIE Conference on Intelligent Computing: Theory and Applications II, part of SPIE's Defense and Security, vol. 5421, pp. 58-69. Orlando, FL: SPIE, April 2004 [Online]. Available: http://mechatronics.ece.usu. edu/mas-net/XbowComp/.
86. Z. Wang, Z. Song, P. Y. Chen, A. Arora, D. Stormant, and Y. Chen, "MASmote-a mobility node for MAS-net (mobile actuator sensor networks), " in Proceedings of IEEE International Conference on Robotics and Biomimetics, pp. 816-821. Shenyang, China: IEEE, August 2004.
87. P. Chen, "Pattern formation in mobile wireless sensor networks, " Master's thesis, Utah State University, Logan, UT, 2005.
88. A. Arora, "Sensing a diffusion process using distributed robots, " Master's thesis, Utah State University, Logan, UT, 2005.
89. G. Bekey, R. Ambrose, V. Kumar, D. Lavery, A. Sanderson, B.Wilcox, J. Yuh, and Y. Zheng, Robotics: State of the Art and Future Challenges. Imperial College Press, September 2008.
90. P. Chen and Z. Song, "Cooperative fog estimation by MASmote robots." [Online]. Available: http://mechatronics.ece.usu.edu/mas-net/ indexfiles/MovieFogDemo.avi.
91. D. Niculescu and B. Nath, "Localized positioning in ad hoc networks, " Elsevier Journal of Ad Hoc Networks, vol. 1, no. 2-3, pp. 247-259, September 2003 [Online]. Available: http://paul.rutgers.edu/∼dnicules/ research/.
92. J. Borenstein, H. R. Everett, and L. Feng, "Where am I, sensors and methods for mobile robot positioning, " 1996 [Online]. Available: http://www-personal.umich.edu/∼johannb/shared/pos96rep.pdf.
93. S. Thrun, "Probabilistic algorithms in robotics, " Computer Science Department, Carnegie Mellon University, Pittsburgh, PA, Tech. Rep. CMU-CS-00-126, April 2000 [Online]. Available: http://www.ri.cmu.edu/pubs/ pub3353.html.
94. K. W. Cheung, H. C. So, W. K. Ma, and Y. T. Chan, "Least squares algorithms for time-of-arrival-based mobile location, " IEEE Transactions on Signal Processing, vol. 52, no. 4, pp. 1121-1130, 2004 [Online]. Available: http://ieeexplore.ieee.org/xpls/absall.jsp?arnumber=1275684.
95. D. Niculescu and B. Nath, "Ad hoc positioning system (APS) using AOA, " in Proceedings of IEEE Twenty-Second Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM), vol. 3, pp. 1734-1743, 2003 [Online]. Available: http://ieeexplore.ieee.org/xpls/absall.jsp?arnumber= 1209196.
96. N. Patwari, Ash, S. Kyperountas, Moses, Correal, and A. O. Hero, "Locating the nodes: Cooperative localization in wireless sensor networks, " IEEE Signal Processing Magazine, vol. 22, no. 4, Jul. 2005.
97. Aether Wire & Locations, Inc., "Ultra-wideband localizers: executive summary, " 1999 [Online]. Available: http://www.aetherwire.com/ AetherWire/aether.html.
98. P. Biswas, T. C. Lian, T. C. Wang, and Y. Ye, "Semidefinite programming based algorithms for sensor network localization, " ACM Trans. Sensor Network, vol. 2, no. 2, pp. 188-220, 2006 [Online]. Available: http://dx.doi.org/http://doi.acm.org/10.1145/1149283.1149286.
99. D. Niculescu, Forwarding and Positioning Problems in Ad Hoc Networks. Ph.D. dissertation, Rutgers, The State University of New Jersey, 2004 [Online]. Available: http://paul.rutgers.edu/∼dnicules/research/.
100. N. Bulusu, J. Heidemann, and D. Estrin, "Adaptive beacon placement, " in Proceedings of the The 21st International Conference on Distributed Computing Systems, p. 489. Washington D.C.: IEEE Computer Society, 2001.
101. T. K.Moon andW. C. Stirling, Mathematical Methods and Algorithms for Signal Processing, 2nd ed. Upper Saddle River, NJ: Prentice Hall, 1999.
102. A. F. Emery and A. V. Nenarokomovz, "Optimal experiment design, " Measurement Science & Technology, vol. 9, no. 6, pp. 864-876, 1998 [Online]. Available: http://dx.doi.org/10.1088/0957-0233/9/6/003.
103. A. Pazman, Foundations of Optimum Experimental Design. Veda, Bratislava, Czechoslovakia: D. Reidel Publishing Company, 1986.
104. S. D. Silvey, Optimal Design: An Introduction to the Theory for Parameter Estimation. New York: Chapman and Hall, 1980.
105. S. Martínez and F. Bullo, "Optimal sensor placement and motion coordination for target tracking, " Automatica, vol. 42, no. 4, pp. 661-668, 2006.
106. A. Anandarajah, K. Moore, A. Terzis, and I. J. Wang, "Sensor networks for landslide detection, " in Proceedings of the 3rd International Conference on Embedded Networked Sensor Systems (SenSys), pp. 268-269. New York: ACM Press, 2005 [Online]. Available: http://dx.doi.org/10.1145/1098918. 1098948.
107. D. Zarzhitsky, D. F. Spears, D. R. Thayer, and W. M. Spears, "Agent-based chemical plume tracing using fluid dynamics, " Lecture Notes in Computer Science, Springer-Verlag, vol. 3228, pp. 146-160, 2004 [Online]. Available: http://www.cs.uwyo.edu/∼dspears/cpt/.
108. Christofides, Nonlinear and Robust Control of PDE Systems: Methods and Applications to Transport-Reaction Processes, Foundations and Applications, ser. Systems and Control. Boston: Birkḧauser, 2001.
109. R. F. Curtain and H. Zwart, An Introduction to Infinite-Dimensional Linear Systems Theory, Texts in Applied Mathematics. New York: Springer-Verlag, 1995.
110. I. Lasiecka and R. Triggiani, Control Theory for Partial Differential Equations: Continuous and Approximation Theories, ser. Encyclopedia of Mathematics and Its Applications, Vol. I and II. Cambridge: Cambridge University Press, 2000.
111. P. Neittaanmäki and D. Tiba, Optimal Control of Nonlinear Parabolic Systems, ser. Algorithms and Applications, Monographs and Textbooks in Pure and Applied Mathematics. New York: Marcel Dekker, Inc., 1994.
112. S. Omatu and J. H. Seinfeld, Distributed Parameter Systems: Theory and Applications, ser. Oxford Mathematical Monographs. New York: Oxford University Press, 1989.
113. H. Zwart and J. Bontsema, "An application-driven guide through infinite-dimensional systems theory, " in European Control Conference, G. Bastin and M. Gevers, Eds., pp. 289-328, CIACO, Ottignies/Louvain-la-Neuve, 1997.
114. C. S. Kubrusly and H.Malebranche, "Sensors and controllers location in distributed systems: A survey, " Automatica, vol. 21, no. 2, pp. 117-128, 1985.
115. D. Uciński, "Optimal sensor location for parameter estimation of distributed processes, " International Journal of Control, vol. 73, no. 13, pp. 1235-1248, 2000.
116. E. Rafajołwicz, "Optimum choice of moving sensor trajectories for distributed parameter systems, " International Journal of Control, vol. 43, no. 5, pp. 1441-1451, 1986.
117. D. Uciński, "Optimization of sensors' allocation strategies for parameter estimation in distributed systems, " Systems Analysis Modelling Simulation, vol. 37, pp. 243-260, 2000.
118. D. Uciński, "Sensor motion planning with design criteria in output space, " in Proceedings of the 6th International Workshop on Model-Oriented Data Analysis (mODa 6), Hackl and W. Müller, Eds., pp. 235-242. Puchberg/Schneeberg, Austria: Physica-Verlag, Heidelberg, 2001.
119. D. Uciński and J. Korbicz, "On robust design of sensor trajectories for parameter estimation of distributed systems, " in Proceedings of the 14th IFAC World Congress, vol. H, pp. 73-78, Beijing, China, July 1999.
120. D. Ucinski and Y. Chen, "Time optimal path planning of moving sensors for parameter estimation of distributed systems, " in Proceedings of 44th IEEE Conference on Decision and Control and the European Control Conference, pp. 5257-5262, 2005.
121. L. Carotenuto, P. Muraca, and G. Raiconi, "Optimal location of a moving sensor for the estimation of a distributed-parameter system, " International Journal of Control, vol. 46, no. 5, pp. 1671-1688, 1987.
122. A. Y. Khapalov, "Optimal measurement trajectories for distributed parameter systems, " Systems and Control Letters, vol. 18, no. 6, pp. 467-477, 1992.
123. K. Nakano and S. Sagara, "Optimal measurement problem for a stochastic distributed parameter system with movable sensors, " International Journal of Systems Science, vol. 12, no. 12, pp. 1429-1445, 1981.
124. K. Nakano and S. Sagara, "Optimal scanning measurement problem for a stochastic distributed-parameter system, " International Journal of Systems Science, vol. 19, no. 7, pp. 1069-1083, 1988.
125. S. Martińez and F. Bullo, "Optimal sensor placement and motion coordination for target tracking, " Automatica, vol. 42, pp. 661-668, 2006.
126. B. Sinopoli, C. Sharp, L. Schenato, S. Schaffert, and S. Sastry, "Distributed control applications within sensor networks, " IEEE Proceedings, vol. 91, no. 8, pp. 1235-1249, August 2003.
127. M. Patan, Optimal Observation Strategies for Parameter Estimation of Distributed Systems. Ph.D. dissertation, University of Zielona Gora, Zielona Gora, Poland, 2004.
128. R. K.Mehra, "Optimization of measurement schedules and sensor designs for linear dynamic systems, " IEEE Transactions on Automatic Control, vol. 21, p. 1, 1976.
129. W. G. Müller, Collecting Spatial Data: Optimum Design of Experiments for Random Fields, 2nd ed., ser. Contributions to Statistics. Heidelberg: Physica-Verlag, 2001.
130. E. Rafajlowicz, "Design of experiments for parameter identification of the static distributed system, " International Journal of Systems Science, vol. 4, no. 4, pp. 349-361, 1978.
131. E. A. Jäi and A. J. Pritchard, Sensors and Actuators in Distributed Systems Analysis, ser. Ellis Horwood Series in Applied Mathematics. Chichester, West Sussex: Ellis Horwood: Ellis Horwood, John Wiley, 1988.
132. A. Schwartz, E. Polak, and Y. Chen, "RIOTS- A matlab toolbox for solving optimal control problems, " May 1997 [Online]. Available: http://www.schwartz-home.com/∼adam/RIOTS/.
133. I. MathWorks, "Partial differential equation toolbox, " 2005 [Online]. Available: http://www.mathworks.com/products/pde/.
134. A. C. Atkinson and A. N. Donev, Optimum Experimental Designs. Clarendon Press, Oxford, 1992.
135. Y. Chen and A. L. Schwartz, Recent Developments in Optimization and Optimal Control in Chemical Engineering, ch. RIOTS 95 - A MATLAB toolbox for solving general optimal control problems and its applications to chemical processes. Rein Luus Editor, Transworld Research Publishers, 2002 [Online]. Available: http://www.csois.usu.edu/ilc/riots/.
136. W. Fleming and R. Rishel, Deterministic and Stochastic Optimal Control. Berlin Heidelberg, Germany: Springer-Verlag, 1975.
137. S. Joshi and S. Boyd, "Sensor selection via convex optimization, " IEEE Transactions on Signal Processing, 2008 [Online]. Available: http://www.stanford.edu/∼boyd/papers/sensorselection.html.
138. A. S. Chhetri, Sensor Scheduling and Efficient Algorithm Implementation for Target Tracking. Ph.D. dissertation, Arizona State University, 2006.
139. D. Uciński and M. Patan, "D-optimal design of a monitoring network for parameter estimation of distributed systems, " Journal of Global Optimization, 2006.
140. L. M. Kaplan, "Local node selection for localization in a distributed sensor network, " IEEE Transactions on Aerospace and Electronic Systems, vol. 42, no. 1, 2006.
141. V. Isler and R. Bajcsy, "The sensor selection problem for bounded uncertainty sensing models, " IEEE Transactions on Automation Science and Engineering, vol. 3, no. 4, pp. 372-381, October 2006 [Online]. Available: http://www.cs.rpi.edu/∼isler/new/pub/pubs/isler05tase.pdf.
142. J. Byers and G. Nasser, "Utility-based decision-making in wireless sensor networks, " in Proceedings of International Symposium on Mobile Ad Hoc Networking & Computing, pp. 143- 144, 2000.
143. F. Bian, D. Kempe, and R. Govindan, "Utility-based sensor selection, " in Proceedings of International Conference on Information Processing in Sensor Networks (IPSN), Nashville, TN, April 2006 [Online]. Available: http://citeseer.ist.psu.edu/747271.html.
144. J. Liu, J. Reich, and F. Zhao, "Collaborative in-network processing for target tracking, " EURASIP Journal on Applied Signal Processing, vol. 4, pp. 378-391, Mar. 2003 [Online]. Available: http://citeseer.ist.psu.edu/ liu02collaborative.html.
145. H. Wang, K. Yao, G. Pottie, and D. Estrin, "Entropy-based sensor selection heuristic for target localization, " in Proceedings of the Third International Symposium on Information Processing in Sensor Networks (IPSN), pp. 36-45. Berkeley, CA: ACM Press, 2004 [Online]. Available: http://citeseer.ist. psu.edu/wang04entropybased.html.
146. A. S. Chhetri, D. Morrell, and A. P. Suppappola, "Energy efficient target tracking in a sensor network using non-myopic sensor scheduling, " in Proceedings of IEEE International Conference on Information Fusion, Philadelphia, PA, 2005.
147. A. L. Buczak, H. Wang, H. Darabi, and M. A. Jafari, "Genetic algorithm convergence study for sensor network optimization, " Information Sciences, vol. 133, pp. 267-282, 2001.
148. V. V. Fedorov, "Design of spatial experiments: Model fitting and prediction, " Ork Ridge National Lab, Tech. Rep. ORNL/TM-13152, 1996 [Online]. Available: http://citeseer.ist.psu.edu/449577.html.
149. S. Boyd and L. Vandenberghe, Convex Optimization. Cambridge, England: Cambridge University Press, 2004 [Online]. Available: http://www.stanford.edu/ ∼boyd/cvxbook/.
150. D. Bertsekas, Nonlinear Programming. Nashua, NH: Athena Scientific, 1999.
151. D. M. Titteringtong, "Algorithms for computing D-optimal designs on a finite design space, "in Proceedings of conference on information science and systems, pp. 213-216, Department of electronic engineering, Johns Hopkins University, Baltimore, MD, 1976.
152. I. MathWorks, Optimization toolbox, Mathworks, Inc., 3 Apple Hill Drive, Natick, MA [Online]. Available: http://www.mathworks.com/access/helpdesk/help/ toolbox/optim/.
153. Z. Song, R. Sastry, and N. C. Tas, "Experiment results of convex optimal sensor selection (COSS) methods, " February 2007 [Online]. Available: http://cc.usu.edu/∼zhensong/coss.
154. C. V. Gungor, C. Sastry, Z. Song, and R. Integlia, "Resource-aware and link quality based routing metric for wireless sensor and actor networks, " in Proceedings of IEEE International Conference on Communications (ICC), pp. 3364-3369, 2007.
155. D. Uciński, "Sensor network design for parameter estimation of distributed systems using nonsmooth optimality criteria, " in Proceedings of the Joint 44th IEEE Conference on Decision and Control, and the European Control Conference, 2005.
156. E. Ertin, J.W. Fisher, and L. C. Potter, "Maximum mutual information principle for dynamic sensor query problems, " in Procedings of International Conference on Information Processing in Sensor Networks (IPSN), Palo Alto, CA, Apr. 2003.
157. R. O. Saber, "Distributed tracking for mobile sensor networks with information-driven mobility, " in Proceedings of IEEE Conference on Decision and Control, San Diego, CA, 2006.
158. I. F. Akyildiz, X. Wang, and W. Wang, "Wireless mesh networks: A survey, " Elsevier Computer Networks, vol. 47, no. 7, pp. 445-487, 2004 [Online]. Available: http://www.ece.gatech.edu/research/labs/bwn/mesh.pdf.
159. N. B. Priyantha, The Cricket Indoor Location System. Ph.D. dissertation, Massachusetts Institute of Technology, 2005.
160. Chipcon, CC2420: 2.4 GHz IEEE 802.15.4/ZigBee-ready RF Transceiver, 2005 [Online]. Available: http://www.chipcon.com/files/CC2420DataSheet14.pdf.
161. D. Niculescu, "Positioning in ad hoc sensor networks, " IEEE Network Magazine, pp. 24-29, July-August 2004.
162. D. Lymberopoulos, Q. Lindsey, and A. Savvides, "An empirical analysis of radio signal strength variability in IEEE802.15.4 networks using monopole antennas, " in Proceedings of European Workshop on Wireless Sensor Networks (EWSN), Zurich, 2006.
163. T. McEwan, "Radiolocation system having writing pen application, " US Patent 6, 747, 599.
164. S. Azevedo and T. McEwan, "Micropower impulse radar" [Online]. Available: http://www.llnl.gov/str/pdfs/0196.2.pdf.
165. Actel Inc., "Laser range finder using Actel's axcelerator FPGA" [Online]. Available: http://www.actel.com/documents/AXLaserAN.pdf.
166. T. C. Karalar, Implementation of A Localization System for Sensor Networks. Ph.D. dissertation, University Of California, Berkeley, 2006.
167. R. J. Fontana and S. J. Gunderson, "Ultra-wideband precision asset location system, " in IEEE Reprinted from 2002 IEEE Conference on Ultra Wideband Systems and Technologies, Baltimore, MD, May 2002.
168. T. McEwan, "Short range radio locator system, " US Patent 5, 589, 838, August 1995.
169. P. Kinney, "TG4a opening/closing report for Atlanta" [Online]. Available: http://www.ieee802.org/15/pub/05/.
170. K. Pahlavan, X. Li, and J. P. Makela, "Indoor geolocation science and technology, " IEEE Communications Magazine, vol. 40, no. 2, pp. 112-118, February 2002.
171. R. A. Fleming and C. E. Kushner, "Spread spectrum localizers, " US Patent 6, 795, 491, December 2000.
172. J. Lampe and Z. Ianelli, Introduction to Chirp Spread Spectrum (CSS) Technology, Nanotron Technologies, November 2003.
173. I. Oppermann, M. Jamtgaard, L. Ouvry, and P. Rouzet, "Aetherwire 15.4a CFP response" [Online]. Available: http://www.ieee802.org/15/pub/05/.
174. I. Oppermann, L. Stoica, A. Rabbachin, Z. Shelby, and J. Haapola, "UWB wireless sensor networks: UWEN - A practical example, " IEEE Communications Magazine, vol. 42, no. 12, pp. S27-S32, Dec. 2004 [Online]. Available: http://dx.doi.org/10.1109/MCOM.2004.1367555.
175. R. J. Fontana, "Recent system applications of short-pulse ultra-wideband (UWB) technology, " IEEE Transactions on Microwave Theory And Techniques, vol. 52, pp. 2087-2104, 2004.
176. L. Vandenberghe and S. Boyd, Semi-infinite Programming, ch. Connections between semi-infinite and semidefinite programming, pp. 277-294. Norwell, MA: Kluwer, 1998 [Online]. Available: http://www.stanford.edu/∼boyd/sip.html.
177. R. Hettich and K. O. Kortanek, "Semi-infinite programming: Theory, methods, and applications, " SIAM Rev., vol. 35, no. 3, pp. 380-429, 1993 [Online]. Available: http://dx.doi.org/http://dx.doi.org/10.1137/1035089.