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DOI10.1016/j.envsoft.2019.01.015
Application of a hybrid neural-fuzzy inference system for mapping crop suitability areas and predicting rice yields
Kinh Bac Dang1,4; Burkhard, Benjamin2,3; Windhorst, Wilhelm1; Mueller, Felix1
发表日期2019
ISSN1364-8152
EISSN1873-6726
卷号114页码:166-180
英文摘要

Environmental stressors and population growth have significantly affected terraced rice ecosystems, such as in the Sapa district in northern Vietnam. The question arises how natural and socio-economic components determine the amount of rice yields. This study combines a hybrid neural-fuzzy inference system (HyFIS) with GIS-based methods to generate two models that can map suitability areas for rice cultivation at a regional scale and predict actual rice yields at a plot scale. Semi-structured interviews, the "Integrated Valuation of Ecosystem Services and Tradeoffs" tool and different statistical models were used to investigate the impacts of eight environmental variables and three socio-economic variables on rice production. Subsequently, two HyFIS models were trained with an accuracy higher than 88%. Because the predictive power values of the two proposed HyFIS models were higher than those of benchmark models, they are considered as useful tools to assess and optimize land use and related rice productivity.


WOS研究方向Computer Science ; Engineering ; Environmental Sciences & Ecology
来源期刊ENVIRONMENTAL MODELLING & SOFTWARE
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/96095
作者单位1.Christian Albrechts Univ Kiel, Inst Nat Resource Conservat, Dept Ecosyst Management, Olshausenstr 40, D-24098 Kiel, Germany;
2.Leibniz Univ Hannover, Inst Phys Geog & Landscape Ecol, Schneiderberg 50, D-30167 Hannover, Germany;
3.Leibniz Ctr Agr Landscape Res ZALF, Eberswalder Str 84, D-15374 Muncheberg, Germany;
4.VNU Univ Sci, Fac Geog, 334 Nguyen Trai, Hanoi, Vietnam
推荐引用方式
GB/T 7714
Kinh Bac Dang,Burkhard, Benjamin,Windhorst, Wilhelm,et al. Application of a hybrid neural-fuzzy inference system for mapping crop suitability areas and predicting rice yields[J],2019,114:166-180.
APA Kinh Bac Dang,Burkhard, Benjamin,Windhorst, Wilhelm,&Mueller, Felix.(2019).Application of a hybrid neural-fuzzy inference system for mapping crop suitability areas and predicting rice yields.ENVIRONMENTAL MODELLING & SOFTWARE,114,166-180.
MLA Kinh Bac Dang,et al."Application of a hybrid neural-fuzzy inference system for mapping crop suitability areas and predicting rice yields".ENVIRONMENTAL MODELLING & SOFTWARE 114(2019):166-180.
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