Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation
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 wit...
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| Format: | Article |
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Springer
2018
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| Online Access: | https://eprints.nottingham.ac.uk/52253/ |
| _version_ | 1848798683973287936 |
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| author | Eyoh, Imo John, Robert de Maere, Geert |
| author_facet | Eyoh, Imo John, Robert de Maere, Geert |
| author_sort | Eyoh, Imo |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | 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. |
| first_indexed | 2025-11-14T20:23:41Z |
| format | Article |
| id | nottingham-52253 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T20:23:41Z |
| publishDate | 2018 |
| publisher | Springer |
| recordtype | eprints |
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| spelling | nottingham-522532020-05-04T19:36:43Z https://eprints.nottingham.ac.uk/52253/ Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation Eyoh, Imo John, Robert de Maere, Geert 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. Springer 2018-05-18 Article PeerReviewed Eyoh, Imo, John, Robert and de Maere, Geert (2018) Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation. Communications in Computer and Information Science, 853 . pp. 687-698. ISSN 1865-0929 Interval type-2 intuitionistic fuzzy logic systems; Membership functions; Non-membership functions; Decoupled extended Kalman filter https://link.springer.com/chapter/10.1007/978-3-319-91473-2_58 doi:10.1007/978-3-319-91473-2_58 doi:10.1007/978-3-319-91473-2_58 |
| spellingShingle | Interval type-2 intuitionistic fuzzy logic systems; Membership functions; Non-membership functions; Decoupled extended Kalman filter Eyoh, Imo John, Robert de Maere, Geert Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title | Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title_full | Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title_fullStr | Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title_full_unstemmed | Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title_short | Interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| title_sort | interval type-2 intuitionistic fuzzy logic systems - a comparative evaluation |
| topic | Interval type-2 intuitionistic fuzzy logic systems; Membership functions; Non-membership functions; Decoupled extended Kalman filter |
| url | https://eprints.nottingham.ac.uk/52253/ https://eprints.nottingham.ac.uk/52253/ https://eprints.nottingham.ac.uk/52253/ |