Increasing the Quality Indicators of the Functioning of Fuzzy Solvers at the Defuzzification Stage

A. E. Vassiliev; Васильев А. Е.; A. V. Vegner; Вегнер А. В.; D. E. Golubeva; Голубева Д. Е.; A. S. Dotsenko; Доценко А. С.; V. A. Karpenko; Карпенко В. А.

doi:10.31857/S0033849423060153

Increasing the Quality Indicators of the Functioning of Fuzzy Solvers at the Defuzzification Stage

Authors: Vassiliev A.E.¹, Vegner A.V.¹, Golubeva D.E.¹, Dotsenko A.S.¹, Karpenko V.A.¹
Affiliations:
1. St. Petersburg State Marine Technical University
Issue: Vol 68, No 7 (2023)
Pages: 718-726
Section: НОВЫЕ РАДИОЭЛЕКТРОННЫЕ СИСТЕМЫ И ЭЛЕМЕНТЫ
URL: https://rjsvd.com/0033-8494/article/view/650501
DOI: https://doi.org/10.31857/S0033849423060153
EDN: https://elibrary.ru/XNQWMZ
ID: 650501

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Abstract
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Abstract

An approach to the implementation of the defuzzification procedure in microprocessor systems of fuzzy information processing is proposed. A computationally efficient model of the defuzzification operation is considered, based on the use of the concept of the measure of validity of a logical conclusion as a composition of the current values of the reliability of all elements of the conditional part of the rule that proposes this conclusion. The application of the approach provides a significant improvement in the quality of fuzzy approximation with little complexity of algorithmic and hardware-software tools. Examples of the use of this approach in practical problems are given.

Keywords

defuzzification procedure, microprocessor systems, fuzzy information processing

References

Shafei M.A.R., Ibrahim D.K., Bahaa M. // Ain Shams Engineering J. 2022. V. 13. № 5. Article No 101710.
Liu K.-W., Kuo Ch.-Ch. // Int. J. Advanced Manufacturing Technol. 2022. V. 121. № 11–12. P. 7325.
Mahdab S., Moualdia A. // Rev. Roumaine des Sciences Techniques. Serie Electrotechnique et Energetique. 2022. V. 67. № 2. P. 111.
Fernando A.H., Lim L.A.G., Bandala A.A. et al. // Proc. 2021 IEEE 13th Int. Conf. on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM). Manila. 28–30 Nov. N.Y.: IEEE, 2021, Article No. 177837.
Cetin O. // Studies in Systems, Decision and Control. 2021. V. 344. P. 237.
Qureshi M.S., Swarnkar P., Gupta S. // Robotics and Autonomous Systems. 2018. V. 109. P. 68.
Andre E., Dulong R., Guermouche A., Trahay F. // Concurrency and Computation: Practice and Experience. 2022. V. 34. № 31. Article No. e6580.
Garcia A.M., Serpa M., Griebler D. et al. // Lecture Notes in Computer Science, 2020, V. 12254. P. 142.
Baez-Sanchez A., Flores-Franulic A., Moretti A.C. et al. // Fuzzy Sets and Systems. 2022. V. 443. P. 34.
Xu B., Lu X. // IEEE Access. 2020. V. 8. Article No. 215327.
Ruiz A., Gutierrez J., Fernandez J.A.F. // IEEE Micro. 1995. V 15. № 6. P. 67.
Esogbue A.O., Song Q. // Fuzzy Optimization and Decision Making. 2003. V. 2. № 4. P. 283.
Mahato S.K., Bhattacharyee N., Pramanik R. // Int. J. of Operational Research. 2020. V. 37. № 3. P. 307.
Mahdiani H.R., Banaiyan A., Haji Seyed Javadi M. et al. // Engineering Applications of Artificial Intelligence, 2013. V. 26. № 1. P. 162.
Васильев А.Е., Васильянов Г.С., Кабезас Тапия Д.Ф. и др. // РЭ. 2017. Т. 62. № 12. С. 1243.
Bacильeв A.E. // PЭ. 2021. T. 66. № 3. C. 291.
Van Leekwijck W., Kerre E. // Fuzzy Sets and Systems. 1999. V. 108. № 2. P. 159.
Saletic D., Velasevic D., Mastorakis N. // Proc. 6th WSEAS Int. Conf. on Circuits, Systems, Communications and Computers. Athens: WSEAS, 2002. P. 7.
Fuzzy Logic Application HandBook. Mount Prospect: Intel Corporation, 1994.
Jones M.T. AI Application Programming. Hingham: Charles River Media, 2003.
Васильев А.Е. Встраиваемые системы автоматики и вычислительной техники. Микроконтроллеры. М.: Горячая линия-Телеком, 2018.
INFORM: Institut für Operations Research und Management GmbH. https://www.fuzzytech.com/download/. Дата обращения 06.09.2022.