DocumentCode
3017201
Title
Interval type 2 fuzzy logic for significant wave height forecasting
Author
Hashim, Muhamad Arif ; Jaafar, Jafreezal ; Taib, S.M.
Author_Institution
Dept. of Comput. & Inf. Sci., Univ. Teknol. PETRONAS, Tronoh, Malaysia
fYear
2012
fDate
27-29 Nov. 2012
Firstpage
794
Lastpage
798
Abstract
These days, fuzzy logic system has widely been applied in many applications, including wave forecasting. In current fuzzy logic development, researchers have started to use interval type 2 fuzzy as a solution to solve the uncertainties problem. The aim of this research is to propose a method to forecast significant wave height by using interval type 2 fuzzy logic. As part of the research, this paper focuses on two objectives; to extend type-1 fuzzy to type-2 fuzzy by assigning uncertainty to its type 1 counterpart and to predict significant wave height for 1 hour, 3 hours, 6 hours, 12 hours and 24 hours lead time. The root mean square error (RMSE) has been used to score the performance of both type 1 and type 2 fuzzy methods. The best result has shown at 6 hours lead time with RMSE of 0.1529.
Keywords
fuzzy logic; mean square error methods; RMSE; fuzzy methods; interval type 2 fuzzy logic; root mean square error; significant wave height forecasting; Decision support systems; Intelligent systems; Significant wave height; forecasting; hindcasting; subtractive clustering; type-2 fuzzy;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on
Conference_Location
Kochi
ISSN
2164-7143
Print_ISBN
978-1-4673-5117-1
Type
conf
DOI
10.1109/ISDA.2012.6416638
Filename
6416638
Link To Document