Skip to main content
SpringerLink
Log in

Parameter Adaptation in Harmony Search with Shadowed Type-2 Fuzzy Approach for Designing Optimized Interval Type-2 Fuzzy Controllers

  • Conference paper
  • First Online:
Intelligent and Fuzzy Systems (INFUS 2022)

Part of the book series: Lecture Notes in Networks and Systems ((LNNS,volume 505))

Included in the following conference series:

Abstract

Currently, fuzzy logic has ventured into different areas and has shown that its use improves greatly compared to traditional methods. This is due to the handling of uncertainty that is needed in real-world situations. For this reason, the use of shadowed set theory is presented for parameter adaptation of harmony search, which is inspired by music specifically in jazz improvisation. In this article, the goal is the optimization of an interval type-2 controller utilizing the variant of harmony search with fuzzy adaptation. The study case with which the experimentation was carried out is a direct current motor, its main characteristic is to maintain the stability of the motor position. A fuzzy system is utilized to carry out the experiment, which was compared with existing methods in the literature, to demonstrate the improvement of the method.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 259.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 329.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Hewei, G., Sadiq, A.S., Tahir, M.A.: Adaptive fuzzy-logic traffic control approach based on volunteer IoT agent mechanism. SN Comput. Sci. 3(1), 1–15 (2021). https://doi.org/10.1007/s42979-021-00956-3

    Article  Google Scholar 

  2. Voskoglou, M.G.: Fuzzy logic in control theory. In: Magdi, D.A., Helmy, Y.K., Mamdouh, M., Joshi, A. (eds.) Digital Transformation Technology, pp. 217–228. Springer, Singapore (2022). https://doi.org/10.1007/978-981-16-2275-5_13

  3. Rodriguez, R., Trovão, J.P.F., Solano, J.: Fuzzy logic-model predictive control energy management strategy for a dual-mode locomotive. Energy Convers. Manage. 253, 115111 (2022)

    Article  Google Scholar 

  4. Taghvaei, M., Gilvanejad, M., Sedighizade, M.: Cooperation of large-scale wind farm and battery storage in frequency control: an optimal Fuzzy-logic based controller. J. Energy Storage 46, 103834 (2022)

    Article  Google Scholar 

  5. Ochoa, P., Castillo, O., Melin, P., Soria, J.: Differential evolution with shadowed and general type-2 fuzzy systems for dynamic parameter adaptation in optimal design of fuzzy controllers. Axioms 10(3), 194 (2021)

    Google Scholar 

  6. Castillo, O., Valdez, F., Peraza, C., Yoon, J.H., Geem, Z.W.: High-speed interval type-2 fuzzy systems for dynamic parameter adaptation in harmony search for optimal design of fuzzy controllers. Mathematics 9(7), 758 (2021)

    Article  Google Scholar 

  7. Yang, J., Zhang, T., Hong, J., Zhang, H., Zhao, Q., Meng, Z.: Research on driving control strategy and Fuzzy logic optimization of a novel mechatronics-electro-hydraulic power coupling electric vehicle. Energy 233, 121221 (2021)

    Article  Google Scholar 

  8. Wu, T., Qi, Y., Liao, L., Ji, F., Chen, H.: Research on equalization strategy of lithium-ion batteries based on fuzzy logic control. J. Energy Storage 40, 102722 (2021)

    Article  Google Scholar 

  9. Mohanaselvi, S., Shanpriya, B.: Application of fuzzy logic to control traffic signals. In: AIP Conference Proceedings, vol. 2112, no. 1, p. 020045. AIP Publishing LLC (2019)

    Google Scholar 

  10. Castillo, O., Aguilar, L.T.: Type-2 Fuzzy Logic in Control of Nonsmooth Systems. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-03134-3

  11. Pedrycz, W.: Shadowed sets: representing and processing fuzzy sets. IEEE Trans. Syst. Man Cybernet. B (Cybernet.) 28(1), 103–109 (1998)

    Google Scholar 

  12. Wijayasekara, D., Linda, O., Manic, M.: Shadowed type-2 fuzzy logic systems. In: IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), pp. 15–22. IEEE (2013)

    Google Scholar 

  13. Melin, P., Ontiveros-Robles, E., Castillo, O.: Background and theory. In: New Medical Diagnosis Models Based on Generalized Type-2 Fuzzy Logic, pp. 5–28. Springer, Cham (2021). https://doi.org/10.1007/978-3-319-28862-8_2

  14. Patel, H.R., Shah, V.A.: General type-2 fuzzy logic systems using shadowed sets: a new paradigm towards fault-tolerant control. In: Australian & New Zealand Control Conference (ANZCC), pp. 116–121. IEEE (2021)

    Google Scholar 

  15. Kumar, P., Dudeja, C.: Shadowed type 2 fuzzy-based Markov model to predict shortest path with optimized waiting time. Soft. Comput. 25(2), 995–1005 (2020). https://doi.org/10.1007/s00500-020-05194-y

    Article  Google Scholar 

  16. He, S., Pan, X., Wang, Y.: A shadowed set-based TODIM method and its application to large-scale group decision making. Inf. Sci. 544, 135–154 (2021)

    Article  MathSciNet  Google Scholar 

  17. Pedrycz, W.: Shadowed sets: representing and processing fuzzy sets. IEEE Trans. Syst. Man Cybern. B Cybern. 28, 103–109 (1998)

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Division of Graduates Studies, Tijuana Institute of Technology, Tijuana, Mexico

    Cinthia Peraza, Patricia Ochoa & Oscar Castillo

Authors
  1. Cinthia Peraza
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Patricia Ochoa
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Oscar Castillo
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Oscar Castillo .

Editor information

Editors and Affiliations

  1. Department of Industrial Engineering, Istanbul Technical University, Istanbul, Turkey

    Cengiz Kahraman

  2. Department of Industrial Engineering, Galatasaray University, Istanbul, Turkey

    A. Cagri Tolga

  3. Department of Industrial Engineering, Istanbul Technical University, Istanbul, Turkey

    Sezi Cevik Onar

  4. Department of Industrial Engineering, Yildiz Technical University, Istanbul, Turkey

    Selcuk Cebi

  5. Department of Industrial Engineering, Istanbul Technical University, Istanbul, Turkey

    Basar Oztaysi

  6. Department of Industrial Engineering, Istanbul Technical University, Istanbul, Turkey

    Irem Ucal Sari

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Peraza, C., Ochoa, P., Castillo, O. (2022). Parameter Adaptation in Harmony Search with Shadowed Type-2 Fuzzy Approach for Designing Optimized Interval Type-2 Fuzzy Controllers. In: Kahraman, C., Tolga, A.C., Cevik Onar, S., Cebi, S., Oztaysi, B., Sari, I.U. (eds) Intelligent and Fuzzy Systems. INFUS 2022. Lecture Notes in Networks and Systems, vol 505. Springer, Cham. https://doi.org/10.1007/978-3-031-09176-6_81

Download citation

Publish with us

Policies and ethics

Search

Navigation