Interval type 2 fuzzy logic for significant wave height forecasting

Hashim, M.A. and Jaafar, J. and Taib, S.M. (2012) Interval type 2 fuzzy logic for significant wave height forecasting. In: UNSPECIFIED.

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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. © 2012 IEEE.

Item Type: Conference or Workshop Item (UNSPECIFIED)
Additional Information: cited By 1; Conference of 2012 12th International Conference on Intelligent Systems Design and Applications, ISDA 2012 ; Conference Date: 27 November 2012 Through 29 November 2012; Conference Code:95653
Uncontrolled Keywords: 24 hours; Fuzzy logic system; Hindcasting; Interval type-2 fuzzy; Interval type-2 fuzzy logic; Leadtime; Root mean square errors; Significant wave height; Subtractive clustering; Type-2 fuzzy; Wave forecasting, Fuzzy logic; Intelligent systems; Mean square error; Research; Systems analysis; Water waves, Forecasting
Depositing User: Mr Ahmad Suhairi UTP
Date Deposited: 09 Nov 2023 15:50
Last Modified: 09 Nov 2023 15:50
URI: https://khub.utp.edu.my/scholars/id/eprint/2526

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