Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model

This paper discusses the construction of a type-2 fuzzy B-spline model to model complex uncertainty of surface data. To construct this model, the type-2 fuzzy set theory, which includes type-2 fuzzy number concepts and type-2 fuzzy relation, is used to define the complex uncertainty of surface data...

Full description

Bibliographic Details
Main Authors: Rozaimi Zakaria, Abd. Fatah Wahab, Isfarita Ismail, Mohammad Izat Emir Zulkifly
Format: Article
Language:English
English
Published: Multidisciplinary Digital Publishing Institute (MDPI) 2021
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/34595/1/ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/34595/2/FULLTEXT.pdf
_version_ 1825715082042015744
author Rozaimi Zakaria
Abd. Fatah Wahab
Isfarita Ismail
Mohammad Izat Emir Zulkifly
author_facet Rozaimi Zakaria
Abd. Fatah Wahab
Isfarita Ismail
Mohammad Izat Emir Zulkifly
author_sort Rozaimi Zakaria
collection UMS
description This paper discusses the construction of a type-2 fuzzy B-spline model to model complex uncertainty of surface data. To construct this model, the type-2 fuzzy set theory, which includes type-2 fuzzy number concepts and type-2 fuzzy relation, is used to define the complex uncertainty of surface data in type-2 fuzzy data/control points. These type-2 fuzzy data/control points are blended with the B-spline surface function to produce the proposed model, which can be visualized and analyzed further. Various processes, namely fuzzification, type-reduction and defuzzification are defined to achieve a crisp, type-2 fuzzy B-spline surface, representing uncertainty complex surface data. This paper ends with a numerical example of terrain modeling, which shows the effectiveness of handling the uncertainty complex data.
first_indexed 2024-03-06T03:21:24Z
format Article
id ums.eprints-34595
institution Universiti Malaysia Sabah
language English
English
last_indexed 2024-03-06T03:21:24Z
publishDate 2021
publisher Multidisciplinary Digital Publishing Institute (MDPI)
record_format dspace
spelling ums.eprints-345952022-10-28T07:11:43Z https://eprints.ums.edu.my/id/eprint/34595/ Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model Rozaimi Zakaria Abd. Fatah Wahab Isfarita Ismail Mohammad Izat Emir Zulkifly QA1-939 Mathematics This paper discusses the construction of a type-2 fuzzy B-spline model to model complex uncertainty of surface data. To construct this model, the type-2 fuzzy set theory, which includes type-2 fuzzy number concepts and type-2 fuzzy relation, is used to define the complex uncertainty of surface data in type-2 fuzzy data/control points. These type-2 fuzzy data/control points are blended with the B-spline surface function to produce the proposed model, which can be visualized and analyzed further. Various processes, namely fuzzification, type-reduction and defuzzification are defined to achieve a crisp, type-2 fuzzy B-spline surface, representing uncertainty complex surface data. This paper ends with a numerical example of terrain modeling, which shows the effectiveness of handling the uncertainty complex data. Multidisciplinary Digital Publishing Institute (MDPI) 2021-05-07 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/34595/1/ABSTRACT.pdf text en https://eprints.ums.edu.my/id/eprint/34595/2/FULLTEXT.pdf Rozaimi Zakaria and Abd. Fatah Wahab and Isfarita Ismail and Mohammad Izat Emir Zulkifly (2021) Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model. Mathematics, 9. pp. 1-19. ISSN 2227-7390 https://www.mdpi.com/2227-7390/9/9/1054 https:// doi.org/10.3390/math9091054 https:// doi.org/10.3390/math9091054
spellingShingle QA1-939 Mathematics
Rozaimi Zakaria
Abd. Fatah Wahab
Isfarita Ismail
Mohammad Izat Emir Zulkifly
Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title_full Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title_fullStr Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title_full_unstemmed Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title_short Complex uncertainty of surface data modeling via the type-2 fuzzy B-spline model
title_sort complex uncertainty of surface data modeling via the type 2 fuzzy b spline model
topic QA1-939 Mathematics
url https://eprints.ums.edu.my/id/eprint/34595/1/ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/34595/2/FULLTEXT.pdf
work_keys_str_mv AT rozaimizakaria complexuncertaintyofsurfacedatamodelingviathetype2fuzzybsplinemodel
AT abdfatahwahab complexuncertaintyofsurfacedatamodelingviathetype2fuzzybsplinemodel
AT isfaritaismail complexuncertaintyofsurfacedatamodelingviathetype2fuzzybsplinemodel
AT mohammadizatemirzulkifly complexuncertaintyofsurfacedatamodelingviathetype2fuzzybsplinemodel