Sugeno-Type Fuzzy Inference Optimization With Firefly and K-Means Clustering Algorithms For Rainfall Forecasting

Author

M.Shochibul Burhan, Wayan Firdaus Mahmudy, Rizdania Dermawi

Abstract

Rainfall is very influential in our daily lives, ranging from agriculture, aviation, to flood-prone areas. The intensity of rainfall is used as an early detection for preventing harmful effects of rainfall. This research used Sugeno-Method Fuzzy Logic, in which the prediction is accomplished by mapping rules from the data obtained using the K-Means Clustering Algorithm as the classification to form the membership function and mapping rules and Firefly Alghorithm for optimization output. The test result from the 30 examined data found is 2.93 RMSE. This shows that the data support from K-Means Clustering and Firefly Algorithms of the fuzzy logic can predict precipitation accurately.

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References


M. I. Nasution, “MAPPING ANALYSIS VALIDATION WITH RAINFALL PREDICTION MODEL AND NEURAL NETWORK WAVELET USING ARC VIEW 3.3,” Medan, 2010.

A. H. Wigena, “MODELING statistical downscaling WITH PROJECTION PURSUIT REGRESSION FOR MONTHLY RAINFALL FORECAST Case monthly rainfall in Indramayu,” 2006.

N. Apriyanti, “RAINFALL FORECAST FOR GENETIC,” 2005.

T. D. Mirawati, H. Yasin, and A. Rusgiyono, “Prediction of rainfall in Semarang with Kalman filter,” no. 1983, 2013.

S. Kusumadewi, Artificial Intelligence (Teknik and Aplication), 1st ed. Yogyakarta: Graha Ilmu, 2003.

M. S. Burhan, “procurement estimation method using fuzzy Sugeno,” Malang, 2011.

H. R. Hidayat, R. Regasari, M. Putri, and W. F. Mahmudy, “INGGRIS DENGAN METODE FUZZY INFERENCE SYSTEM MAMDANI,” no. 3, pp. 1–8, 2014.

S. S. Sharifi, R. Delirhasannia, V. Nourani, A. A. Sadraddini, and A. Ghorbani, “Using Artificial Neural Networks ( ANNs ) and Adaptive Neuro-Fuzzy Inference System ( ANFIS ) for Modeling and Sensitivity Analysis of Effective Rainfall,” no. 2008, pp. 133–139, 2009.

M. Single, “Single Linkage Analysis Methods and Application of K-Means for zoning pattern Rain South Sumatra Province Based Arc View,” pp. 1–8.

X. Yang, “Firefly Algorithms for Multimodal Optimization,” Dep. Eng. Univ. Cambridge, pp. 169–178, 2009.

B. P. Hadhi, R. S. Wibowo, and I. Robandi, “Considers Cost Function Seamlessly With Firefly Algorithm,” vol. 3, no. 1, 2014.




DOI: http://dx.doi.org/10.25126/jitecs.20183134