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Interval type-2 intuitionistic fuzzy logic systems - A comparative evaluation

Eyoh, Imo; John, Robert; De Maere, Geert

Interval type-2 intuitionistic fuzzy logic systems - A comparative evaluation Thumbnail


Authors

Imo Eyoh

Robert John



Contributors

Jes�s Medina
Editor

Manuel Ojeda-Aciego
Editor

Jos� Luis Verdegay
Editor

David A. Pelta
Editor

Inma P. Cabrera
Editor

Bernadette Bouchon-Meunier
Editor

Ronald R. Yager
Editor

Abstract

Several fuzzy modeling techniques have been employed for handling uncertainties in data. This study presents a comparative evaluation of a new class of interval type-2 fuzzy logic system (IT2FLS) namely: interval type-2 intuitionistic fuzzy logic system (IT2IFLS) of Takagi-Sugeno-Kang (TSK)-type with classical IT2FLS and its type-1 variant (IFLS). Simulations are conducted using a real-world gas compression system (GCS) dataset. Study shows that the performance of the proposed framework with membership functions (MFs) and non- membership functions (NMFs) that are each intervals is superior to classical IT2FLS with only MFs (upper and lower) and IFLS with MFs and NMFs that are not intervals in this problem domain.

Citation

Eyoh, I., John, R., & De Maere, G. (2018). Interval type-2 intuitionistic fuzzy logic systems - A comparative evaluation. In J. Medina, M. Ojeda-Aciego, J. L. Verdegay, D. A. Pelta, I. P. Cabrera, B. Bouchon-Meunier, & R. R. Yager (Eds.), Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations. IPMU 2018 (687-698). https://doi.org/10.1007/978-3-319-91473-2_58

Conference Name 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018)
Conference Location Cádiz, Spain
Start Date Jun 11, 2018
End Date Jun 15, 2018
Acceptance Date Mar 6, 2018
Online Publication Date May 18, 2018
Publication Date May 18, 2018
Deposit Date Mar 7, 2018
Publicly Available Date Mar 29, 2024
Publisher Springer Publishing Company
Peer Reviewed Peer Reviewed
Volume 853
Pages 687-698
Series Title Communications in Computer and Information Science
Series Number 853
Series ISSN 1865-0937
Book Title Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations. IPMU 2018.
ISBN 978-3-319-91472-5
DOI https://doi.org/10.1007/978-3-319-91473-2_58
Keywords Interval Type-2 Intuitionistic Fuzzy Logic systems, mem-bership functions, non-membership functions, Decoupled extended Kalman filter
Public URL https://nottingham-repository.worktribe.com/output/938495
Publisher URL https://link.springer.com/chapter/10.1007/978-3-319-91473-2_58

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