Hardware PSO for sensor network applications

2008 IEEE Swarm Intelligence Symposium, SIS 2008

Volumn , Issue , 2008, Pages

  Tewolde, Girma S ^a   Hanna, Darrin M ^b   Haskell, Richard E ^b  

^a KETTERING UNIVERSITY   (United States)

^b OAKLAND UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CELLULAR AUTOMATA; CURVE FITTING; DATA FUSION; DETECTORS; HARDWARE; LEAST SQUARES APPROXIMATIONS; PARTICLE SWARM OPTIMIZATION (PSO); SENSOR DATA FUSION; SENSOR NETWORKS; SENSORS; SURVEYING INSTRUMENTS; SWITCHING CIRCUITS;

DISTRIBUTED WIRELESS SENSOR NETWORKS; EMBEDDED PROCESSORS; EMERGENCY RESPONSES; EMISSION SOURCES; EXECUTION PERFORMANCES; HARDWARE IMPLEMENTATIONS; MILITARY SURVEILLANCES; NONLINEAR LEAST SQUARES METHODS; PAPER ADDRESSES; PARTICLE SWAM OPTIMIZATIONS; PSO ALGORITHMS; RUNTIME PERFORMANCES; SENSOR NETWORK APPLICATIONS; SOFTWARE SOLUTIONS; SOLUTION QUALITIES; SPEED-UP; TYPICAL APPLICATIONS;

WIRELESS SENSOR NETWORKS;

EID: 57649170952     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SIS.2008.4668308     Document Type: Conference Paper

References (27)

1. C. Chong and S. P. Kummar, "Sensor Networks: Evolution, Opportunities and Challenges," Proceedings of the IEEE, Vol. 91, No. 8, Aug. 2003, pp. 1247-1256.
2. J. L. Hill, System Architecture of Wireless Sensor Networks, PhD Dissertation, University of California, Berkeley.
3. ORNL, "SensorNet. A System of Systems to Provide Nationwide Detection and Assessment of Chemical, Biological, Radiological, Nuclear, and Explosive (CBRNE) Threats," [Online]. Available: http://computing.ornl.gov/ cse-home/datasystems/sensornet.pdf
4. A. T. Hayes, A. Martinoli, and R. M. Goodman, "Distributed Odor Source Localization," IEEE Sensors Journal, Vol. 2, No. 3, pp. 260-271, 2002.
5. X. Cui, C. T. Hardin, R. K. Ragade, and A. S. Elmaghraby, "A Swarm-based Fuzzy Logic Control Mobile Sensor Network for Hazardous Contaminants Localization," The 2004 IEEE International Conference on Mobile Ad-hoc and Sensor Systems, Fort Lauderdale, FL, Oct. 25-27, 2004, pp. 194-203.
6. th IEEE International Conference on Tools with Artificial Intelligence (ICTAI2004), Boca Raton, FL, Nov. 15-17, 2004, pp. 424-430.
7. M. P. Michaelides, and C. G. Panayiotou, "Plume Source Position Estimation Using Sensor Networks," Proceedings of the 2005 IEEE International Symposium on Intelligent Control, Mediterranean Conference on Control and Automation, Limassol, Cyprus, June 27-29, 2005, pp. 731-736.
8. D. Moore, J. Leonard, D. Run, and S. Teller, "Robust Distributed Network Localization with Noisy Range Measurements," Proc. 2nd ACM SenSys, Baltimore, MD, Nov. 2004, pp. 50-61.
9. N. Bulusu, J. Heidemann, and D. Estrin, "GPS-less low cost outdoor localization for very small devices," IEEE Personal Communications Magazine, Vol. 7, No. 5, 2000, pp. 28-34.
10. M. L. Sichitiu and V. Ramadurai, "Localization of Wireless Sensor Networks with a Mobile Beacon," The 2004 IEEE International Conference on Mobile Ad-hoc and Sensor Systems, Fort Lauderdale, FL, Oct. 25-27, 2004.
11. W. Sheng and G. Tewolde, "Developing Active Sensor Networks with Micro Mobile Robots: Distributed Node Localization," In the Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference (FLAIRS'06), Melbourne Beach, FL, May 11-13, 2006, pp. 478-483.
12. Matlab, "Optimization Toolbox - lsqnonlin," [Online]. Available: http://www.rnathwork.s.co.m/access/helpdesk/help/toolbox/optim/ind. cx.html
13. M. Lourakis, "levmar: Levenberg-Marquardt nonlinear least squares algorithms in C/C++," [Online]. Available: http://www.ics.forth.pr/ ~lourakis/levmar/
14. R. Eberhart, and J. Kennedy, "A new Optimizer using Particle Swarm Theory," Proceedings of the Sixth International Symposium on Micro Machine and Human Science, Nagoya, Japan, Oct. 4-6, 1995, pp. 39-43.
15. J. Kennedy and R. C. Eberhart, "Particle Swarm Optimization," Proceedings of the IEEE International Conference on Neural Networks, IEEE Service Center, Piscataway, NJ, 1995, Vol. 4, pp. 1942-1948.
16. J. Kennedy and R. C. Eberhart, "Swarm Intelligence," Morgan Kaufmann Publishers. 2001.
17. X. Cui, T. E. Potok, and P. Palathingal, "Document Clustering Using Particle Swarm Optimization," Proceedings of the 2005 IEEE Swarm Symposium (SIS 2005), Pasadena, CA, pp. 185-191, June 8-10, 2005.
18. A. S. Mohais, R. Mohais, and C. Ward, "Earthquake Classifying Neural Networks Trained with Dynamic Neighborhood PSOs," Proceedings of the 9th annual conference on Genetic and evolutionary computation (GECCO'07), London, UK, July 7-10, 2007, pp. 110-117.
19. G. S. Tewolde and D. M. Hanna, "Particle Swarm Optimization for Classification of Breast Cancer Data using Single and Multisurface Methods of Data Separation," The 2007 IEEE International Conference on Electro-Information Technology (EIT2007), Chicago, IL, May 17-20, 2007, pp. 443-446.
20. R. Storn and K. Price, "Differential Evolution - A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces," Journal of Global Optimization, Dec. 1997, Vol. 11, No. 4, pp. 341-259.
21. K. V. Price, R. M. Storn, and J. A. Lampinen, "Differential Evolution: A Practical Approach to Global Optimization," Springer, 2005.
22. K. K. N. Sastry, L. Behra, and I. J. Nagrath, "Differential evolution based fuzzy logic controller for nonlinear process control," Fundamenta Informaticae: Special Issue on Soft Computing, Jan, 1999, Vol. 37, No. 1-2, pp. 121-136.
23. K. O. Jones and A. Bouffet, "Comparison of ant colony optimization and differential evolution," International Conference on Computer Systems and Technologies (CompSysTech '07), ACM International Conference Proceeding Series, Bulgaria, June 14-15, 2007, Vol. 285.
24. R. C. Eberhart and Y. Shi, "Comparing Inertia Weights and Constriction Factors in Particle Swarm Optimization," The 2000 Congress on Evolutionary Computing, La Jolla, CA, July 16-19, 2000, Vol. 1, pp. 84-88.
25. Freescale, MC9S12DP256B Device User Guide V02.15. [Online]. Available: http://www.freescale.com/files/microcontrollers/doc/data sheet/
26. Xilinx, MicroBlaze Processor. [Online]. Available: http://www.xilinx. corn/products/desisn-resources/proc-central/microblaze.htm
27. G. S. Tewolde, D. M. Hanna, and R. E. Haskell, "Accelerating the Performance of Particle Swarm Optimization for Embedded Platforms," accepted to the 2008 International Conference on Genetic and Evolutionary Methods (GEM2008).