Conference Paper

User-Defined Autogenerated Fuzzy Solvers for Embedded Applications

Volume: 24 November 30, 2023
  • Alexei Evgenievich Vassiliev
  • Ye Min Htet
  • Htut Shine
  • Anton Victorovich Vegner
EN

User-Defined Autogenerated Fuzzy Solvers for Embedded Applications

Abstract

A characteristic modern trend in control systems is the use of artificial intelligence methods (including fuzzy methods) in embedded applications. The presence of limitations in the resources of such systems leads to the need to choose the best combination of fuzzifier, inference system, and defuzzifier, which requires appropriate tools. In this paper, based on the principles of fuzzy logic and fuzzy sets, we propose an integrated development environment (IDE) that generates assembly codes for microcontrollers, which will be used as fuzzy controllers in embedded applications. The user of this IDE will have the option to choose the desired fuzzifier, inference system, and defuzzifier based on the established indicators of accuracy, speed, and the amount of required memory. Our interest is to improve the efficiency of developing systems with fuzzy data processing by creating specialized integrated development environments. An example of the practical implementation of such a tool is given in this article.

Keywords

References

  1. Driankov, D., Hellendoorn, H., & Reinfrank, M. (1993). An introduction to fuzzy control. Springer eBooks.
  2. Ghosh, S., & Dubey, S. K. (2013). Comparative analysis of K-Means and fuzzy C-Means algorithms. International Journal of Advanced Computer Science and Applications, 4(4).
  3. Grum, J. (2008). Book review: Fuzzy controller design, theory and applications by Z. Kovacic and S. Bogdan. International Journal of Microstructure and Materials Properties, 3(2-3), 465.

Details

Primary Language

English

Subjects

Software Engineering (Other)

Journal Section

Conference Paper

Authors

Alexei Evgenievich Vassiliev This is me
Russian Federation

Ye Min Htet This is me
Russian Federation

Htut Shine This is me
Russian Federation

Anton Victorovich Vegner This is me
Russian Federation

Early Pub Date

December 18, 2023

Publication Date

November 30, 2023

Submission Date

May 14, 2023

Acceptance Date

September 10, 2023

Published in Issue

Year 2023 Volume: 24

APA
Vassiliev, A. E., Htet, Y. M., Shine, H., & Vegner, A. V. (2023). User-Defined Autogenerated Fuzzy Solvers for Embedded Applications. The Eurasia Proceedings of Science Technology Engineering and Mathematics, 24, 110-118. https://doi.org/10.55549/epstem.1406249