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A Methodological Proposal for Implementing Interval Type-2 Fuzzy Processors Over Digital Signal Controllers

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This article presents a methodological proposal for implementing interval type-2 fuzzy processors over digital signal controller technology. We describe the main considerations that a practitioner or an engineer should follow when implementing an interval type-2 fuzzy system over an embedded processor. These considerations guide the implementation study of eight interval type-2 fuzzy processors, which are fully characterized and tested. Results show that by combining fast computing strategies and technologies like digital signal controllers, the inference time of an embedded type-2 fuzzy processor can be set to hundreds of microseconds.
Rocznik
Strony
61--81
Opis fizyczny
Bibliogr. 20 poz., rys., tab.
Twórcy
autor
  • Laboratory for Automation, Microelectronics and Computational Intelligence Faculty of Engineering, Universidad Distrital Francisco José de Caldas. Bogotá D.C., Colombia.
autor
  • Laboratory for Automation, Microelectronics and Computational Intelligence Faculty of Engineering, Universidad Distrital Francisco José de Caldas. Bogotá D.C., Colombia.
Bibliografia
  • 1. Mendel J. M., 2007, Advances In Type-2 Fuzzy Sets and Systems, Information Sciences, 177,1, pp. 84-110.
  • 2. Baturone I. et al, 2000, Microelectronics Design Of Fuzzy Logic-Based Systems, CRC Press LLC, London.
  • 3. Mendel J. M., 2007, Type-2 Fuzzy Sets and Systems: An Overview, IEEE Com-putational Intelligence Magazine, 2,1, pp. 20–29.
  • 4. John R. and Coupland S., 2007, Type-2 Fuzzy Logic A Historical View, IEEE Computational Intelligence Magazine, 2,1, pp. 57-62.
  • 5. Melgarejo M., Pena-Reyes C. A., 2007, Implementing Interval Type-2 Fuzzy Processors, IEEE Computational Intelligence Magazine, 2,1, pp. 63-71.
  • 6. Mendel J. M., 2000, Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions, Prentice Hall, New Jersey.
  • 7. Freescale Semiconductor, Http://www.Freescale.Com/Dsc, Digital Signal Con-troller 56800/E Reference. Revised on jan-2010.
  • 8. Duran K., Bernal H. and Melgarejo M., 2008, Improved Iterative Algorithm For Computing The Generalized Centroid Of An Interval Type-2 Fuzzy Set, Proceed-ings of NAFIPS 2008, New York City, pp. 1-5.
  • 9. Melgarejo M., 2007, A Fast Recursive Method to Compute the Generalized Centroid of an Interval Type-2 Fuzzy Set, Proceedings of NAFIPS 2007, San Di-ego, California, pp. 190 – 194.
  • 10. Bulla J., Sierra G. and Melgarejo M., 2008, Implementing A Simple Microcon-troller-Based Interval Type-2 Fuzzy Processor, Proceedings of the IEEE 51th Middle West symposium on Circuits and Systems International Symposium, Knoxville, TN, pp. 69-72.
  • 11. Dongrui W., Mendel J., 2009, Enhanced Karnik-Mendel Algorithms, IEEE Transactions on Fuzzy Systems, 17, pp. 923-934.
  • 12. Lynch C., Hagras H. and Callaghan V., 2007, Parallel Type-2 Fuzzy Logic Co-Processors for Engine Management, Proceedings of the 2007 IEEE International Conference on Fuzzy Systems, London, UK, pp. 907-912.
  • 13. Coupland S., Wheeler J. and Gongora M., 2008, A Generalised Type-2 Fuzzy Logic System Embedded Board and Integrated Development Environment, Proceedings of the 2008 IEEE International Conference on Fuzzy Systems, Hong Kong, China, pp. 681-687.
  • 14. Wang L. X., 1997, A Course in Fuzzy Systems And Control, Prentice Hall, New Jersey.
  • 15. Sepulveda R., et al, 2009, Modeling and Simulation of the Defuzzification Stage of a Type-2 Fuzzy Controller Using the Xilinx System Generator and Simulink, In: Evolutionary Design of Intelligent Systems, (Eds), SCI 257, Springer-Verlag, Berlin Heidelberg, pp. 309–325.
  • 16. Melgarejo M., Garcia A. and Pena-Reyes C., 2004, Pro-two: a hardware based platform for real-time Type-2 fuzzy inference, Proceedings of the 2004 IEEE In-ternational conference on Fuzzy Systems, Budapest, Hungry, pp. 977-982.
  • 17. Hagras H., 2007, Type-2 FLC’s: a New Generation of Fuzzy Controllers, IEEE Computational Intelligence Magazine, February 2007, pp. 30-43.
  • 18. Karnik N. and Mendel J., 2001, Centroid of a Type-2 Fuzzy Set, Information Sciences, vol. 132, pp. 195-220.
  • 19. Leottau L., Melgarejo M., 2010, Implementing an Interval Type-2 Fuzzy Proces-sor onto a DSC 56F8013, Proceedings of the 2010 IEEE International confe-rence on Fuzzy Systems, (in press).
  • 20. Castro J., Castillo O., Melin P. ,2007, An Interval Type-2 Fuzzy Logic Toolbox for Control Applications, Proceedings of the 2007 IEEE International confe-rence on Fuzzy Systems, London, UK, pp. 1-6.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-faf7da96-2325-415e-babe-3824a309400b
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