PREDICTING CONE PRODUCTION IN CLONAL SEED ORCHARD OF ANATOLIAN BLACK PINE WITH ARTIFICIAL NEURAL NETWORK

被引:5
|
作者
Gemici, E. [1 ]
Yucedag, C. [2 ]
Ozel, H. B. [3 ]
Imren, E. [4 ]
机构
[1] Bartin Univ, Fac Engn, Dept Civil Engn, TR-74100 Bartin, Turkey
[2] Burdur Mehmet Akif Ersoy Univ, Fac Engn Architecture, Dept Landscape Architecture, TR-15030 Burdur, Turkey
[3] Bartin Univ, Fac Forestry, Dept Forest Engn, TR-74100 Bartin, Turkey
[4] Bartin Univ, Fac Forestry, Dept Forest Ind Engn, TR-74100 Bartin, Turkey
来源
APPLIED ECOLOGY AND ENVIRONMENTAL RESEARCH | 2019年 / 17卷 / 02期
关键词
ANN; Bartin; flower; forestry; Pinus nigra; Yenice-Camiyani; YIELD; CHARACTERS;
D O I
10.15666/aeer/1702_22672273
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Seed orchards are an important seed source because they have the most important link between tree breeding and plantation forestry. The aim of this study is to evaluate the potential of Adaptive Neuro - Fuzzy Inference Systems of artificial neural networks to predict the amount of cone in clonal seed orchards of Anatolian black pine. It was found that the coefficient of determination (R 2 ), the mean absolute error (MAE) and the root mean square error (RMSE) of the artificial neural network model were 0.85, 14.83 and 18.85, respectively. The amount of cone in clonal seed orchards of Anatolian black pine was predicted with high efficiency through artificial neural networks. Considering the lack of forestry studies based on the artificial neural network, this study will enable further researches to provide a new perspective.
引用
收藏
页码:2267 / 2273
页数:7
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