Some Remarks on ANFIS for Forest Fires Prediction

被引:0
|
作者
Tomasiello, Stefania [1 ]
Uzair, Muhammad [1 ]
机构
[1] Univ Tartu, Inst Comp Sci, Tartu, Estonia
来源
IEEE CIS INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS 2021 (FUZZ-IEEE) | 2021年
关键词
fractional; regularization; Tikhonov; fuzzy; partition; FUZZY INFERENCE;
D O I
10.1109/FUZZ45933.2021.9494463
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we introduce a variant of the Adaptive Network-based Fuzzy Inference System (ANFIS). The proposed variant does not use backpropagation and grid partitioning. Scatter partitioning is employed by complementing the least-squares method with Tikhonov regularization, both in standard and fractional version. The application example is the prediction of the burnt area in forest fires. We used two publicly available datasets for the numerical experiments. The results encourage further investigations.
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页数:5
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