Analysis of the Similarity between in Silico Ideotypes and Phenotypic Profiles to Support Cultivar Recommendation—A Case Study on Phaseolus vulgaris L.
Open Access
Abstract
Cultivar recommendation is a key factor in cropping system management. Classical approaches based on comparative multi-environmental trials can hardly explore the agro-climatic and management heterogeneity farmers may have to face. Moreover, they struggle to keep up with the number of genotypes commercially released each year. We propose a new approach based on the integration of in silico ideotyping and functional trait profiling, with the common bean (Phaseoulus vulgaris L.) in Northern Italy as a case study. Statistical distributions for six functional traits (light extinction coefficient, radiation use efficiency, thermal time to first pod and maturity, seed weight, plant height) were derived for 24 bean varieties. The analysis of soil, climate and management in the study area led us to define 21 homogeneous contexts, for which ideotypes were identified using the crop model STICS (Simulateur mulTIdisciplinaire pour les Cultures Standard), the E-FAST (Extended Fourier Amplitude Sensitivity Test) sensitivity analysis method, and the distributions of functional traits. For each context, the 24 cultivars were ranked according to the similarity (weighted Euclidean distance) with the ideotype. Context-specific ideotypes mainly differed for phenological adaptation to specific combinations of climate and management (sowing time) factors, and this reflected in the cultivar recommendation for the different contexts. Feedbacks from bean technicians in the study area confirmed the reliability of the results and, in turn, of the proposed methodology.Keywords
Funding Information
- Regione Emilia-Romagna (FEASR PSR 2014-2020 sottomisura 16.1.01, domanda 5004939)
This publication has 54 references indexed in Scilit:
- Phenotyping common beans for adaptation to droughtFrontiers in Physiology, 2013
- A proposal of an indicator for quantifying model robustness based on the relationship between variability of errors and of explored conditionsEcological Modelling, 2010
- Ideotype design for lodging-resistant wheatEuphytica, 2006
- Radiation interception and radiation use efficiency of three grain legumes under water deficit conditions in a semi-arid environmentEuropean Journal of Agronomy, 2006
- An overview of the crop model sticsEuropean Journal of Agronomy, 2003
- Stability and Adaptability of Cultivars in Non‐balanced Yield Trials. Comparison of Methods for Selecting ‘High Oleic’ Sunflower hybrids for Grain Yield and QualityJournal of Agronomy and Crop Science, 2002
- A Quantitative Model-Independent Method for Global Sensitivity Analysis of Model OutputTechnometrics, 1999
- Validation of a prognosis based upon a eutrophication modelEcological Modelling, 1986
- River flow forecasting through conceptual models part I — A discussion of principlesJournal of Hydrology, 1970
- Procedures for Detecting Outlying Observations in SamplesTechnometrics, 1969