Crop model ideotyping for agricultural diversification

被引:14
|
作者
Wimalasiri, Eranga M. [1 ,2 ]
Jahanshiri, Ebrahim [1 ]
Chimonyo, Vimbayi [3 ]
Azam-Ali, Sayed N. [1 ]
Gregory, Peter J. [1 ,4 ]
机构
[1] NIAB, Crops Future UK, 93 Lawrence Weaver Rd, Cambridge, England
[2] Sabaragamuwa Univ Sri Lanka, Fac Agr Sci, Dept Export Agr, Sabaragamuwa, Sri Lanka
[3] Univ KwaZulu Natal, Ctr Transformat Agr & Food Syst, Sch Agr Earth & Environm Sci, Pretoria, South Africa
[4] Univ Reading, Sch Agr Policy & Dev, Reading, Berks, England
基金
欧盟地平线“2020”;
关键词
Aquacrop; Big environmental data; Calibration; Crop modelling; Hemp; Ideotyping; Underutilised crops; CANNABIS-SATIVA L; SIMULATE YIELD RESPONSE; WATER; HEMP; PARAMETERIZATION; GROWTH; WHEAT;
D O I
10.1016/j.mex.2021.101420
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Evidence based crop diversification requires modelling for crops that are currently neglected or underutilised. Crop model calibration is a lengthy and resource consuming effort that is typically done for a particular variety or a set of varieties of a crop. Whilst calibration data are widely available for major crops, such data are rarely available for underutilised crops due to limited funding for detailed field data collection and model calibration. Subsequently, the lack of evidence on their performance will lead to the lack of interest from the policy and regulatory communities to include these crops in the agricultural development plans. In order to motivate further research into the use of state of the art techniques in modelling for less known crops, we have developed and validated an ideotyping technique that approximates the crop modelling parameters based on already calibrated crops of different lineage. The method has been successfully tested for hemp (Cannabis sativa L.) based on a well-known crop model. In this paper we present the method and provide an impetus on the way forward to further develop such methods for modelling the performance of minor crops and their varieties. The approach works based on modelling the performance of hemp using the knowledge from an existing model that was developed for sugar cane. The customisation uses one of the most prominent models (AquaCrop) to approximate growth coefficients for hemp (Cannabis sativa L.). A sequential procedure was used to approximate the phenological stages in the growth model that performs well in the calibration and validation steps. (C) 2021 The Author(s). Published by Elsevier B.V.
引用
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页数:8
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