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.

引用

页数：5

共 50 条

[21] ELECTROMAGNETIC PROPERTIES OF MATERIALS AND SOME PREDICTION REMARKS
Yildirim, Osman
PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS AND SYSTEMS, 2010, : 167 - 172
[22] Some remarks on filtering and prediction of stationary processes
Benjamin Weiss
Israel Journal of Mathematics, 2005, 149 : 345 - 360
[23] REMARKS ON SOME STATISTICAL PROPERTIES OF THE MINIMUM SPANNING FOREST
DUBES, RC
HOFFMAN, RL
PATTERN RECOGNITION, 1986, 19 (01) : 49 - 53
[24] Some remarks on filtering and prediction of stationary processes
Weiss, B
ISRAEL JOURNAL OF MATHEMATICS, 2005, 149 (1) : 345 - 360
[25] Classification Model for Forest Fire Hotspot Occurrences Prediction Using ANFIS Algorithm
Wijayanto, A. K.
Sani, O.
Kartika, N. D.
Herdiyeni, Y.
3RD INTERNATIONAL SYMPOSIUM ON LAPAN-IPB SATELLITE FOR FOOD SECURITY AND ENVIRONMENTAL MONITORING 2016, 2017, 54
[26] Optimization for an Uncertainty Reduction Method Applied to Forest Fires Spread Prediction
Laura Tardivo, Maria
Caymes-Scutari, Paola
Mendez-Garabetti, Miguel
Bianchini, German
COMPUTER SCIENCE (CACIC 2017), 2018, 790 : 13 - 23
[27] Mathematical modeling of surface forest fires transition into crown forest fires
Perminov, Valeriy A.
Loboda, Egor L.
Reino, Vladimir V.
20TH INTERNATIONAL SYMPOSIUM ON ATMOSPHERIC AND OCEAN OPTICS: ATMOSPHERIC PHYSICS, 2014, 9292
[28] Analysis of the temporal behaviour of the number of forest fires in some countries of Europe
Legido, J. L.
Mato, M. M.
Garcia-Garabal, S.
Carballas, T.
Paz Andrade, M., I
ADVANCES IN FOREST FIRE RESEARCH 2018, 2018, : 1354 - 1358
[29] SOME METEOROLOGICAL CONDITIONS ASSOCIATED WITH FOREST-FIRES IN GALICIA (SPAIN)
DIEZ, ELG
SALAZAR, JLL
DAVILA, FD
INTERNATIONAL JOURNAL OF BIOMETEOROLOGY, 1993, 37 (04) : 194 - 199
[30] Effects of forest fires on some lichen species in East Kalimantan, Indonesia
Miyawaki, H.
Sudirman, I. L.
Simbolon, H.
Nakanishi, M.
Yamaguchi, T.
Shimizu, H.
PHYTON-ANNALES REI BOTANICAE, 2005, 45 (04) : 569 - 574

← 1 2 3 4 5 →