GSTDTAP  > 气候变化
DOI10.1016/j.foreco.2019.117493
Intercomparison of structural features and performance of Eucalyptus simulation models and their ensemble for yield estimations
Elli, Elvis Felipe1; Sentelhas, Paulo Cesar1; de Freitas, Cleverson Henrique1; Carneiro, Rafaela Lorenzato2; Alvares, Clayton Alcarde3
2019-10-15
发表期刊FOREST ECOLOGY AND MANAGEMENT
ISSN0378-1127
EISSN1872-7042
出版年2019
卷号450
文章类型Article
语种英语
国家Brazil
英文摘要

Eucalyptus process-based models are the most promising tools available for assisting foresters and companies in the pursuit of appropriate planning, long-term management and for assessing the impact of climate variability and change on the forest sector. Reducing errors of Eucalyptus yield simulations is of high importance since it increases the accuracy and credibility of decision making in forest systems. Furthermore, information on ensemble approach for Eucalyptus yield estimations is still scarce. The aims of this study were: to calibrate and evaluate the performance (goodness-of-fit) of the FAO, APSIM and 3PG models for different major Brazilian Eucalyptus clones; to perform an intercomparison of the structural features of Eucalyptus simulation models; and to assess the performance of an ensemble approach of these models. To these ends, experimental yield data from 2012 to 2017 from eight Eucalyptus clones distributed over 23 locations with several and contrasting environmental conditions in Brazil were used. During the evaluation phase, the R-2 ranged from 0.81 to 0.88, the modelling efficiency index (E) ranged from 0.75 to 0.81 and the root mean square error (RMSE) ranged from 37.1 to 42.3 m(3) ha(-1), when the models were individually assessed. The multimodel ensemble approach improved the performance of Eucalyptus yield estimations, with higher R-2 (0.89), E (0.85) and lower RMSE (33.1 m(3) ha(-1)), compared to the individual performance of the models. Forest simulation models were able to estimate Eucalyptus yield across a wide range of climates and soil types when properly calibrated. The use of a multimodel ensemble reduced the errors of Eucalyptus yield estimations.


英文关键词Model calibration Model evaluation FAO - Agroecological zone model APSIM 3PG
领域气候变化
收录类别SCI-E
WOS记录号WOS:000484651100007
WOS关键词LEAF-AREA INDEX ; 3-PG MODEL ; WIDE-RANGE ; WATER ; FOREST ; PRODUCTIVITY ; GROWTH ; PLANTATIONS ; CARBON ; BRAZIL
WOS类目Forestry
WOS研究方向Forestry
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/187657
专题气候变化
作者单位1.Univ Sao Paulo, Luiz de Queiroz Coll Agr ESALQ, Dept Biosyst Engn, Piracicaba, SP, Brazil;
2.Forestry Sci & Res Inst IPEF, Piracicaba, SP, Brazil;
3.Suzano SA Co, Itapetininga, SP, Brazil
推荐引用方式
GB/T 7714
Elli, Elvis Felipe,Sentelhas, Paulo Cesar,de Freitas, Cleverson Henrique,et al. Intercomparison of structural features and performance of Eucalyptus simulation models and their ensemble for yield estimations[J]. FOREST ECOLOGY AND MANAGEMENT,2019,450.
APA Elli, Elvis Felipe,Sentelhas, Paulo Cesar,de Freitas, Cleverson Henrique,Carneiro, Rafaela Lorenzato,&Alvares, Clayton Alcarde.(2019).Intercomparison of structural features and performance of Eucalyptus simulation models and their ensemble for yield estimations.FOREST ECOLOGY AND MANAGEMENT,450.
MLA Elli, Elvis Felipe,et al."Intercomparison of structural features and performance of Eucalyptus simulation models and their ensemble for yield estimations".FOREST ECOLOGY AND MANAGEMENT 450(2019).
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