globalchange  > 气候减缓与适应
DOI: 10.1016/j.compag.2019.01.018
WOS记录号: WOS:000459358400042
论文题名:
Early prediction of durum wheat yield in Spain using radial basis functions interpolation models based on agroclimatic data
作者: Rocha, H.1,2; Dias, J. M.
通讯作者: Rocha, H.
刊名: COMPUTERS AND ELECTRONICS IN AGRICULTURE
ISSN: 0168-1699
EISSN: 1872-7107
出版年: 2019
卷: 157, 页码:427-435
语种: 英语
英文关键词: Durum wheat yield ; Mediterranean climate ; Radial basis functions ; Cross-validation ; Variable screening
WOS关键词: OPTIMIZATION ; VARIABILITY ; SIMULATION ; QUALITY
WOS学科分类: Agriculture, Multidisciplinary ; Computer Science, Interdisciplinary Applications
WOS研究方向: Agriculture ; Computer Science
英文摘要:

Durum wheat is an important crop in semi-arid Mediterranean regions as Andalusia, an autonomous community in the southern part of Spain. Accurate early predictions of durum wheat yield can provide precious information for within-season adjustment of crop managing as well as for economical and political stakeholders. In this study, an alternative methodology to mechanistic crop models is proposed for within-season early prediction of durum wheat yield in Spain based on estimates for its larger producer community, Andalusia. The proposed Radial Basis Functions (RBF) interpolation models are based on the sown area and a large number of climatic variables. Global warming and increasing occurrence of extreme weather events are only two of the factors that make crop yield forecast extremely difficult as they can lead to an increased interannual yield variability. Nevertheless, the RBF models proposed presented good quality yield predictions clearly outperforming multivariate linear models used as benchmark. Moreover, RBF models' predictions made four months prior to harvest are able to capture the trend of the yield series as well as near-harvest predictions.


Citation statistics:
资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/128332
Appears in Collections:气候减缓与适应

Files in This Item:

There are no files associated with this item.


作者单位: 1.CeBER, Av Dias da Silva 165, P-3004512 Coimbra, Portugal
2.FEUC, Av Dias da Silva 165, P-3004512 Coimbra, Portugal
3.INESCC, Rua Silvio Lima,Polo 2, P-3030290 Coimbra, Portugal

Recommended Citation:
Rocha, H.,Dias, J. M.. Early prediction of durum wheat yield in Spain using radial basis functions interpolation models based on agroclimatic data[J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE,2019-01-01,157:427-435
Service
Recommend this item
Sava as my favorate item
Show this item's statistics
Export Endnote File
Google Scholar
Similar articles in Google Scholar
[Rocha, H.]'s Articles
[Dias, J. M.]'s Articles
百度学术
Similar articles in Baidu Scholar
[Rocha, H.]'s Articles
[Dias, J. M.]'s Articles
CSDL cross search
Similar articles in CSDL Cross Search
[Rocha, H.]‘s Articles
[Dias, J. M.]‘s Articles
Related Copyright Policies
Null
收藏/分享
所有评论 (0)
暂无评论
 

Items in IR are protected by copyright, with all rights reserved, unless otherwise indicated.