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...
| Main Authors: | , , |
|---|---|
| Format: | Conference or Workshop Item |
| Published: |
2018
|
| Subjects: | |
| Online Access: | https://eprints.nottingham.ac.uk/50276/ |
| _version_ | 1848798206752718848 |
|---|---|
| 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 | 2025-11-14T20:16:05Z |
| format | Conference or Workshop Item |
| id | nottingham-50276 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T20:16:05Z |
| publishDate | 2018 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-502762020-05-04T19:40:45Z https://eprints.nottingham.ac.uk/50276/ 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. 2018-06-15 Conference or Workshop Item PeerReviewed Eyoh, Imo, John, Robert and de Maere, Geert (2018) Interval type-2 intuitionistic fuzzy logic systems: a comparative evaluation. In: 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), 11-15 Jun 2018, Cádiz, Spain. (In Press) Interval Type-2 Intuitionistic Fuzzy Logic systems mem- bership functions non-membership functions Decoupled extended Kalman filter |
| spellingShingle | Interval Type-2 Intuitionistic Fuzzy Logic systems mem- bership 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 mem- bership functions non-membership functions Decoupled extended Kalman filter |
| url | https://eprints.nottingham.ac.uk/50276/ |