Two decades of research with the GreenLab model in agronomy

被引:33
作者
de Reffye, Philippe [1 ,5 ]
Hu, Baogang [2 ]
Kang, Mengzhen [3 ]
Letort, Veronique [4 ]
Jaeger, Marc [1 ,5 ]
机构
[1] CIRAD, UMR AMAP, F-34398 Montpellier, France
[2] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit CASIA NLPR, Beijing, Peoples R China
[3] Chinese Acad Sci, Inst Automat, Key Lab Management & Control Complex Syst CASIA L, Beijing, Peoples R China
[4] Paris Saclay, Cent Supelec MICS, Paris, France
[5] Univ Montpellier, AMAP, CIRAD, CNRS,INRAE,IRD, Montpellier, France
关键词
FSPM; stochastic functional-structural plant model; organic series; organ cohorts; source and sink organs; RANDOM MATHEMATICAL-MODEL; COFFEE TREE ROBUSTA; STRUCTURAL PLANT-MODELS; STOCHASTIC-MODEL; CROP MODEL; GROWTH; SIMULATION; ARCHITECTURE; SYSTEMS; CONSTRUCTION;
D O I
10.1093/aob/mcaa172
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background With up to 200 published contributions, the GreenLab mathematical model of plant growth, developed since 2000 under Sino-French co-operation for agronomic applications, is descended from the structural models developed in the AMAP unit that characterize the development of plants and encompass them in a conceptual mathematical framework. The model also incorporates widely recognized crop model concepts (thermal time, light use efficiency and light interception), adapting them to the level of the individual plant. Scope Such long-term research work calls for an overview at some point. That is the objective of this review paper, which retraces the main history of the model's development and its current status, highlighting three aspects. (1) What are the key features of the GreenLab model? (2) How can the model be a guide for defining relevant measurement strategies and experimental protocols? (3) What kind of applications can such a model address? This last question is answered using case studies as illustrations, and through the Discussion. Conclusions The results obtained over several decades illustrate a key feature of the GreenLab model: owing to its concise mathematical formulation based on the factorization of plant structure, it comes along with dedicated methods and experimental protocols for its parameter estimation, in the deterministic or stochastic cases, at single-plant or population levels. Besides providing a reliable statistical framework, this intense and long-term research effort has provided new insights into the internal trophic regulations of many plant species and new guidelines for genetic improvement or optimization of crop systems.
引用
收藏
页码:281 / 295
页数:15
相关论文
共 65 条
[1]   Using L-systems for modeling source-sink interactions, architecture and physiology of growing trees: the L-PEACH model [J].
Allen, MT ;
Prusinkiewicz, P ;
DeJong, TM .
NEW PHYTOLOGIST, 2005, 166 (03) :869-880
[2]  
[Anonymous], 1988, P 15 ANN C COMP GRAP
[3]   Parametrization of five classical plant growth models applied to sugar beet and comparison of their predictive capacity on root yield and total biomass [J].
Baey, Charlotte ;
Didier, Anne ;
Lemaire, Sebastien ;
Maupas, Fabienne ;
Cournede, Paul-Henry .
ECOLOGICAL MODELLING, 2014, 290 :11-20
[4]   Plant architecture:: A dynamic, multilevel and comprehensive approach to plant form, structure and ontogeny [J].
Barthelemy, Daniel ;
Caraglio, Yves .
ANNALS OF BOTANY, 2007, 99 (03) :375-407
[5]   STICS: a generic model for the simulation of crops and their water and nitrogen balances. I. Theory and parameterization applied to wheat and corn [J].
Brisson, N ;
Mary, B ;
Ripoche, D ;
Jeuffroy, MH ;
Ruget, F ;
Nicoullaud, B ;
Gate, P ;
Devienne-Barret, F ;
Antonioletti, R ;
Durr, C ;
Richard, G ;
Beaudoin, N ;
Recous, S ;
Tayot, X ;
Plenet, D ;
Cellier, P ;
Machet, JM ;
Meynard, JM ;
Delecolle, R .
AGRONOMIE, 1998, 18 (5-6) :311-346
[6]  
Buis R., 1984, REV BIOMATH, V85, P1
[7]   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
[8]   A functional-structural kiwifruit vine model integrating architecture, carbon dynamics and effects of the environment [J].
Cieslak, Mikolaj ;
Seleznyova, Alla N. ;
Hanan, Jim .
ANNALS OF BOTANY, 2011, 107 (05) :747-764
[9]  
Dabadie P, 1991, J AM BAMBOO SOC, V8, P65
[10]  
de Reffye P., 1988, Computer Graphics, V22, P151, DOI 10.1145/378456.378505