Difference between revisions of "MUFASHION"

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(Software)
 
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== Software ==
 
== Software ==
  
* CSIP Classifier - <a href="mufashion/sitex03/classify_bae.tar.gz">Multi-modality, multi-sensor classification (running on top of diffusion routing, mobile agent framework, and BAE repository)
+
* CSIP Classifier - Multi-modality, multi-sensor classification (running on top of diffusion routing, mobile agent framework, and BAE repository)  
  
* Mobile Agent Framework - <a href="maf.htm">Mobile Agent Framework (MAF) developed at UTK
+
* Mobile Agent Framework - [[MAF|Mobile Agent Framework (MAF)]] developed at UTK
 
 
== Dataset ==
 
* <a href="mufashion/baedemo.htm">BAE-Austin Demo</a>, Aug 18-21, 2002
 
* The seismic training set generated from SITEX00 (<a
 
href="mufashion/sitex00/readme">readme</a>, <a
 
href="mufashion/sitex00/train1.dat">data</a>)
 
<li>Matlab codes used to generate this dataset (<a
 
href="mufashion/sitex00/getTrain.m">getTrain.m</a>, <a
 
href="mufashion/sitex00/getTrainnode.m">getTrainnode.m</a>)
 
</ul>
 
  
 
== Demo ==
 
== Demo ==
  
* <a href="../../activity/boston/index.html">SensIT PI Meeting (Demo Session), Nov, 2002</a>
+
* SensIT PI Meeting (Demo Session), Nov, 2002
* BAE-Austin Field Demo, Aug. 18-21, 2002 (pictures taken by <a
+
* BAE-Austin Field Demo, Aug. 18-21, 2002 (pictures taken by UTK, by BAE)
      href="../../activity/baedemo02/index.html">UTK</a>, by <a href="activity/baedemo02-bae/index.html">BAE</a>)
+
* Xiaoling and Yuxin at ICASSP, May 2002, Orlando, FL
*<a href="../../activity/icassp02/index.html">Xiaoling and Yuxin at ICASSP</a>, May 2002, Orlando, FL
 
  
 
== Students ==
 
== Students ==
Line 52: Line 41:
 
* X. Wang, H. Qi, S. Beck, H. Du, "A progressive approach to distributed multiple target detection in sensor networks," ''Sensor Network Operations''. Editors: Shashi Phoha, Thomas F. La Porta. To be published by IEEE Press, 2004.
 
* X. Wang, H. Qi, S. Beck, H. Du, "A progressive approach to distributed multiple target detection in sensor networks," ''Sensor Network Operations''. Editors: Shashi Phoha, Thomas F. La Porta. To be published by IEEE Press, 2004.
  
* H. Qi, Y. Xu, P. T. Kuruganti, "Chapter 41: The mobile agent framework for collaborative processing in sensor
+
* H. Qi, Y. Xu, P. T. Kuruganti, "Chapter 41: The mobile agent framework for collaborative processing in sensor networks," ''Frontiers in Distributed Sensor Networks''. Editor: R. Brooks, S. S. Iyengar, pages 783-800, CRC Press, 2004.
networks," ''Frontiers in Distributed Sensor Networks''. Editor: R. Brooks, S. S. Iyengar, pages 783-800, CRC Press, 2004.
 
  
 
* X. Wang, H. Qi, S. Beck, "Chapter 14: Distributed multi-target detection in sensor networks," ''Frontiers in Distributed Sensor Networks''. Editor: R. Brooks, S. S. Iyengar, pages 265-279, CRC Press, 2004.
 
* X. Wang, H. Qi, S. Beck, "Chapter 14: Distributed multi-target detection in sensor networks," ''Frontiers in Distributed Sensor Networks''. Editor: R. Brooks, S. S. Iyengar, pages 265-279, CRC Press, 2004.
Line 71: Line 59:
 
=== Conference Papers ===
 
=== Conference Papers ===
  
* X. Wang, H. Qi, "Collaborative unknown target
+
* X. Wang, H. Qi, "Collaborative unknown target recognition in sensor networks," ''19th National Conference on Artificial Intelligence (AAAI), Workshop on Sensor Networks'', San Jose, CA, July 26, 2004.
recognition in sensor networks," <i>19th National Conference
 
on Artificial Intelligence (AAAI), Workshop on Sensor Networks</i>,
 
San Jose, CA, July 26, 2004.
 
  
* Y. Xu, H. Qi, "Decentralized reactive
+
* Y. Xu, H. Qi, "Decentralized reactive clustering for collaborative processing in sensor networks," ''IEEE International Conference on Parallel and Distributed Systems (ICPADS)'', pages 54-61, Newport Beach, CA, July 7-9, 2004.
clustering for collaborative processing in sensor networks,"
 
<i>IEEE International Conference on Parallel and Distributed
 
Systems (ICPADS)</i>, pages 54-61, Newport Beach, CA, July 7-9, 2004.
 
  
* X. Wang, H. Qi, "Mobile agent based
+
* X. Wang, H. Qi, "Mobile agent basedprogressive multiple target detection in sensor networks," ''IEEE International Conference on Acoustic, Speech, and Signal Processing (ICASSP)'', Montreal, Quebec, Canada, May 17-21, 2004.
progressive multiple target detection in sensor networks,"
 
<i>IEEE International Conference on Acoustic, Speech, and
 
Signal Processing (ICASSP)</i>, Montreal, Quebec, Canada, May 17-21,
 
2004.
 
  
* F. Wang, H. Qi, "Collective intelligent
+
* F. Wang, H. Qi, "Collective intelligent information processing in large scale sensor networks," ''Sensors, Command, Control, Communications, and Intelligence (C3I) Technologies for Homeland Security and Homeland Defense'' at ''SPIE Defense and Security Symposium'', Orlando (Kissimmee), FL, April 12-16, 2004.
information processing in large scale sensor networks,"
 
<i>Sensors, Command, Control, Communications, and
 
Intelligence (C3I) Technologies for Homeland Security and Homeland
 
Defense</i> at <i>SPIE Defense and Security Symposium</i>, Orlando
 
(Kissimmee), FL, April 12-16, 2004.
 
  
* Y. Xu, H. Qi, T. Kuruganti, "Mobile-agent-based
+
* Y. Xu, H. Qi, T. Kuruganti, "Mobile-agent-based computing model for collaborative processing in sensor networks," ''GlobeCom'', 2003.
            computing model for collaborative processing in sensor
 
            networks," <i>GlobeCom</i>, 2003.
 
  
* X. Wang, H. Qi, H. Du, "Distributed source number
+
* X. Wang, H. Qi, H. Du, "Distributed source number estimation of independent component analysis in sensor networks," ''IEEE International Symposium on Statistical Signal Processing'', September 2003.
            estimation of independent component analysis in sensor
 
            networks," <i>IEEE International Symposium on
 
            Statistical Signal Processing</i>, September 2003.
 
  
* Y. Xu, H. Qi, "Performance evaluation of distributed
+
* Y. Xu, H. Qi, "Performance evaluation of distributed computing paradigms in mobile ad hoc sensor networks," ''The 9th International Conference on Parallel and Distributed Systems (ICPADS)'', pages 451-456, Taiwan, December 2002.
            computing paradigms in mobile ad hoc sensor networks,"
 
            <i>The 9th International Conference on Parallel and
 
            Distributed Systems (ICPADS)</i>, pages 451-456, Taiwan,
 
            December 2002.
 
  
* X. Wang, H. Qi, S. S. Iyengar, <a
+
* X. Wang, H. Qi, S. S. Iyengar, "Collaborative Multi-Modality Target Classification in Distributed Sensor Networks," ''Information Fusion'', pages 285-290, Annapolis, MA, July, 2002.
            href="publication/02if.pdf">"Collaborative Multi-Modality
 
            Target Classification in Distributed Sensor Networks,"</a>
 
            <I>Information Fusion</I>, pages 285-290, Annapolis, MA,
 
            July, 2002.
 
  
* X. Wang, H. Qi, <a
+
* X. Wang, H. Qi, "Acoustic target classification using distributed sensor arrays," ''International Conference on Acoustics Speech and Signal Processing (ICASSP)'', vol. 4, page 4186, Orlando, FL, May, 2002.
      href="publication/02icasspa.pdf">"Acoustic target classification
 
      using distributed sensor arrays,"</a> <i>International
 
      Conference on Acoustics Speech and Signal Processing
 
      (ICASSP)</i>, vol. 4, page 4186, Orlando, FL, May, 2002.
 
  
* Y. Tian, H. Qi, <a
+
* Y. Tian, H. Qi, "Target detection and classification using seismic signal processing in unattended ground sensor systems," ''International Conference on Acoustics Speech and Signal Processing (ICASSP)'', vol. 4, page 4172, Orlando, FL, May, 2002.
      href="publication/02icasspb.pdf">"Target detection and
 
      classification using seismic signal processing in unattended
 
      ground sensor systems,"</a> <i>International Conference on
 
      Acoustics Speech and Signal Processing (ICASSP)</i>, vol. 4,
 
      page 4172, Orlando, FL, May, 2002.
 
  
* H. Qi, S. S. Iyengar, K. Chakrabarty, <A
+
* H. Qi, S. S. Iyengar, K. Chakrabarty,"Distributed multi-resolution data integration using mobile agents," ''IEEE Aerospace Conference'', March, 2001.
HREF="../publication/fusionconf.pdf">"Distributed multi-resolution data
 
integration using mobile agents,"</A> <I>IEEE Aerospace
 
Conference</I>, March, 2001.
 
  
* K. Chakrabarty, S. S. Iyengar, H. Qi, E. Cho, <A
+
* K. Chakrabarty, S. S. Iyengar, H. Qi, E. Cho,"Coding theory framework for target location in distributed sensor networks,"''IEEE International Conference on Information Technology: Coding and Computing'', April, 2001.
HREF="../publication/ITCC-01.pdf">"Coding theory framework for target
 
location in distributed sensor networks,"</A> <I>IEEE
 
International Conference on Information Technology: Coding and
 
Computing</I>, April, 2001.
 

Latest revision as of 18:37, 30 May 2013

Project Summary

MU-FASHION (Multi-Resolution Data Fusion using Agent-Bearing Sensors in Hierarchically Organized Distributed Sensor Networks) is a research effort aimed at developing an agent-based infrastructure for multi-resolution, hierarchical, and collaborative signal processing in sensor networks. This infrastructure will include the following innovations: (1) an agent-based sensor fusion architecture that is network-centric as opposed to bring platform-centric; (2) a fault-tolerant, multi-resolution signal integration algorithm that provides real-time, progressively accurate results; (3) a graph-theorectic self-organizing algorithm for multi-tiered sensor networks; and (4) a next-generation lightweight real-time operating system. This work is led by Duke University, in partnership with the University of Tennessee at Knoxville, and Louisiana State University.

Sponsors

  • DARPA IPTO SensIT Program

Topics Addressed

  • Mobile-agent-based collaborative signal and information processing
  • Mobile agent framework
  • Progressive multiple target detection
  • Collaborative unknown target detection
  • Decentralized reactive clustering
  • Robust node selection

Software

  • CSIP Classifier - Multi-modality, multi-sensor classification (running on top of diffusion routing, mobile agent framework, and BAE repository)

Demo

  • SensIT PI Meeting (Demo Session), Nov, 2002
  • BAE-Austin Field Demo, Aug. 18-21, 2002 (pictures taken by UTK, by BAE)
  • Xiaoling and Yuxin at ICASSP, May 2002, Orlando, FL

Students

  • Xiaoling Wang (Ph.D. graduate)
  • Yingyue Xu (Ph.D. student)
  • Woye Oyeyele (M.S. graduate)
  • Phani Teja Kuruganti (M.S. graduate)
  • Yuxin Tian (M.S. graduate)

Papers

Book Chapters and Journal Papers

  • X. Wang, H. Qi, S. Beck, H. Du, "A progressive approach to distributed multiple target detection in sensor networks," Sensor Network Operations. Editors: Shashi Phoha, Thomas F. La Porta. To be published by IEEE Press, 2004.
  • H. Qi, Y. Xu, P. T. Kuruganti, "Chapter 41: The mobile agent framework for collaborative processing in sensor networks," Frontiers in Distributed Sensor Networks. Editor: R. Brooks, S. S. Iyengar, pages 783-800, CRC Press, 2004.
  • X. Wang, H. Qi, S. Beck, "Chapter 14: Distributed multi-target detection in sensor networks," Frontiers in Distributed Sensor Networks. Editor: R. Brooks, S. S. Iyengar, pages 265-279, CRC Press, 2004.
  • Y. Xu, H. Qi, "Distributed computing paradigms for multi-sensor data fusion in sensor networks," Journal of Parallel and Distributed Computing, 64(8):945-959, August 2004.
  • H. Qi, Y. Xu, X. Wang, "Mobile- agent-based collaborative signal and information processing in sensor networks," Proceedings of the IEEE, 91(8):1172-1183, August 2003.
  • H. Qi, P. T. Kuruganti, "The development of localized algorithms in wireless sensor networks," Sensors Journal, 2(7): 270-285, July 2002.
  • H. Qi, X. Wang, S. S. Iyengar, K. Chakrabarty, "High performance sensor integration in distributed sensor networks using mobile agents," International Journal of High Performance Computing Applications, 16(3):325-335, Fall, 2002.
  • K. Chakrabarty, S. S. Iyengar, H. Qi, E. Cho, "Grid coverage for surveillance and target location in distributed sensor networks," IEEE Transactions on Computers, 51(12):1448-1453, December 2002.
  • H. Qi, S. S. Iyengar, K. Chakrabarty, "Multi-resolution data integration using mobile agents in distributed sensor networks," IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, vol. 31, no. 3, pp383-391, August, 2001.

Conference Papers

  • X. Wang, H. Qi, "Collaborative unknown target recognition in sensor networks," 19th National Conference on Artificial Intelligence (AAAI), Workshop on Sensor Networks, San Jose, CA, July 26, 2004.
  • Y. Xu, H. Qi, "Decentralized reactive clustering for collaborative processing in sensor networks," IEEE International Conference on Parallel and Distributed Systems (ICPADS), pages 54-61, Newport Beach, CA, July 7-9, 2004.
  • X. Wang, H. Qi, "Mobile agent basedprogressive multiple target detection in sensor networks," IEEE International Conference on Acoustic, Speech, and Signal Processing (ICASSP), Montreal, Quebec, Canada, May 17-21, 2004.
  • F. Wang, H. Qi, "Collective intelligent information processing in large scale sensor networks," Sensors, Command, Control, Communications, and Intelligence (C3I) Technologies for Homeland Security and Homeland Defense at SPIE Defense and Security Symposium, Orlando (Kissimmee), FL, April 12-16, 2004.
  • Y. Xu, H. Qi, T. Kuruganti, "Mobile-agent-based computing model for collaborative processing in sensor networks," GlobeCom, 2003.
  • X. Wang, H. Qi, H. Du, "Distributed source number estimation of independent component analysis in sensor networks," IEEE International Symposium on Statistical Signal Processing, September 2003.
  • Y. Xu, H. Qi, "Performance evaluation of distributed computing paradigms in mobile ad hoc sensor networks," The 9th International Conference on Parallel and Distributed Systems (ICPADS), pages 451-456, Taiwan, December 2002.
  • X. Wang, H. Qi, S. S. Iyengar, "Collaborative Multi-Modality Target Classification in Distributed Sensor Networks," Information Fusion, pages 285-290, Annapolis, MA, July, 2002.
  • X. Wang, H. Qi, "Acoustic target classification using distributed sensor arrays," International Conference on Acoustics Speech and Signal Processing (ICASSP), vol. 4, page 4186, Orlando, FL, May, 2002.
  • Y. Tian, H. Qi, "Target detection and classification using seismic signal processing in unattended ground sensor systems," International Conference on Acoustics Speech and Signal Processing (ICASSP), vol. 4, page 4172, Orlando, FL, May, 2002.
  • H. Qi, S. S. Iyengar, K. Chakrabarty,"Distributed multi-resolution data integration using mobile agents," IEEE Aerospace Conference, March, 2001.
  • K. Chakrabarty, S. S. Iyengar, H. Qi, E. Cho,"Coding theory framework for target location in distributed sensor networks,"IEEE International Conference on Information Technology: Coding and Computing, April, 2001.