Modelling leaf spectral properties in a soybean functional-structural plant model by integrating the prospect radiative transfer model

被引:17
作者
Coussement, Jonas [1 ,2 ]
Henke, Michael [3 ]
Lootens, Peter [1 ]
Roldan-Ruiz, Isabel [1 ,4 ]
Steppe, Kathy [2 ]
De Swaef, Tom [1 ]
机构
[1] Inst Agr Fisheries & Food Res ILVO, Plant Sci Unit, Caritasstr 39, B-9090 Melle, Belgium
[2] Univ Ghent, Fac Biosci Engn, Lab Plant Ecol, Coupure Links 653, B-9000 Ghent, Belgium
[3] OT Gatersleben, Leibniz Inst Plant Genet & Crop Plant Res IPK, Corrensstr 3, D-06466 Stadt Seeland, Germany
[4] Univ Ghent, Fac Sci, Dept Plant Biotechnol & Bioinformat, Technol Pk Zwijnaarde 927, B-9052 Zwijnaarde, Belgium
关键词
PROSPECT; GroIMP; light modelling; phylloclimate canopy; Glycine max (L.) Merill; leaf senescence; PLUS SAIL MODELS; OPTICAL-PROPERTIES; WATER-CONTENT; PHOTOSYNTHESIS; REFLECTANCE; CROP; ENVIRONMENT; SIMULATION; SENESCENCE; NITROGEN;
D O I
10.1093/aob/mcy105
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background and Aims Currently. functional-structural plant models (FSPMs) mostly resort to static descriptions of leaf spectral characteristics, which disregard the influence of leaf physiological changes over time. In many crop species, including soybean, these time-dependent physiological changes are of particular importance as leaf chlorophyll content changes with leaf age and vegetative nitrogen is remobilized to the developing fruit during pod filling. Methods PROSPECT, a model developed to estimate leaf biochemical composition from remote sensing data, is well suited to allow a dynamic approximation of leaf spectral characteristics in terms of leaf composition. In this study. measurements of the chlorophyll content index (CCI) were linked to leaf spectral characteristics within the 400-800 nm range by integrating the PROSPECT model into a soybean FSPM alongside a wavelength-specific light model. Key Results Straightforward links between the CCI and the parameters of the PROSPECT model allowed us to estimate leaf spectral characteristics with high accuracy using only the CCI as an input. After integration with an FSPM, this allowed digital reconstruction of leaf spectral characteristics on the scale of both individual leaves and the whole canopy. As a result, accurate simulations of light conditions within the canopy were obtained. Conclusions The proposed approach resulted in a very accurate representation of leaf spectral properties, based on fast and simple measurements of the CCI. Integration of accurate leaf spectral characteristics into a soybean FSPM leads to a better, dynamic understanding of the actual perceived light within the canopy in terms of both light quantity and quality.
引用
收藏
页码:669 / 676
页数:8
相关论文
共 38 条
[1]  
[Anonymous], SENS ENV, DOI DOI 10.1016/J.RSE.2009.01.007
[2]   Estimation of leaf water content and specific leaf weight from reflectance and transmittance measurements [J].
Baret, F ;
Fourty, T .
AGRONOMIE, 1997, 17 (9-10) :455-464
[3]   A rule-based model of barley morphogenesis, with special respect to shading and gibberellic acid signal transduction [J].
Buck-Sorlin, Gerhard ;
Hemmerling, Reinhard ;
Kniemeyer, Ole ;
Burema, Benno ;
Kurth, Winfried .
ANNALS OF BOTANY, 2008, 101 (08) :1109-1123
[4]   Towards a functional-structural plant model of cut-rose: simulation of light environment, light absorption, photosynthesis and interference with the plant structure [J].
Buck-Sorlin, Gerhard ;
de Visser, Pieter H. B. ;
Henke, Michael ;
Sarlikioti, Vaia ;
van der Heijden, Gerie W. A. M. ;
Marcelis, Leo F. M. ;
Vos, Jan .
ANNALS OF BOTANY, 2011, 108 (06) :1121-1134
[5]   SUNFLO, a model to simulate genotype-specific performance of the sunflower crop in contrasting environments [J].
Casadebaig, Pierre ;
Guilioni, Lydie ;
Lecoeur, Jeremie ;
Christophe, Angelique ;
Champolivier, Luc ;
Debaeke, Philippe .
AGRICULTURAL AND FOREST METEOROLOGY, 2011, 151 (02) :163-178
[6]   THE EFFECT OF PLANT-DENSITY ON TILLERING - THE INVOLVEMENT OF R/FR RATIO AND THE PROPORTION OF RADIATION INTERCEPTED PER PLANT [J].
CASAL, JJ ;
SANCHEZ, RA ;
DEREGIBUS, VA .
ENVIRONMENTAL AND EXPERIMENTAL BOTANY, 1986, 26 (04) :365-371
[7]   Detecting vegetation leaf water content using reflectance in the optical domain [J].
Ceccato, P ;
Flasse, S ;
Tarantola, S ;
Jacquemoud, S ;
Grégoire, JM .
REMOTE SENSING OF ENVIRONMENT, 2001, 77 (01) :22-33
[8]   Phylloclimate or the climate perceived by individual plant organs: What is it? How to model it? What for? [J].
Chelle, M .
NEW PHYTOLOGIST, 2005, 166 (03) :781-790
[9]  
Coussement JR, 2018, SILVA FENNICA, V51, P1
[10]   Simulation of wheat growth and development based on organ-level photosynthesis and assimilate allocation [J].
Evers, J. B. ;
Vos, J. ;
Yin, X. ;
Romero, P. ;
van der Putten, P. E. L. ;
Struik, P. C. .
JOURNAL OF EXPERIMENTAL BOTANY, 2010, 61 (08) :2203-2216