Site-Specific Multilevel Modeling of Potato Response to Nitrogen Fertilization

被引:9
作者
Parent, Serge-Etienne [1 ]
Leblanc, Michael A. [1 ]
Parent, Annie-Claude [2 ]
Coulibali, Zonlehoua [1 ]
Parent, Leon E. [1 ]
机构
[1] Univ Laval, Dept Soils & Agrifood Engn, Quebec City, PQ, Canada
[2] Univ Laval, Dept Civil & Water Engn, Quebec City, PQ, Canada
关键词
crop modeling; potato; fertilization; nitrogen; precision agriculture; USE EFFICIENCY; COMPOSITIONAL DATA; CROPPING SYSTEMS; YIELD RESPONSE; SOIL; CARBON; RATES; VARIABILITY; CROPS; CORN;
D O I
10.3389/fenvs.2017.00081
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Technologies of precision agriculture, digital soil maps, and meteorological stations provide a minimum data set to guide precision farming operations. However, determining optimal nutrient requirements for potato (Solanum tuberosum L.) crops at subfield scale remains a challenge given specific climatic, edaphic, and managerial conditions. Multilevel modeling can generalize yield response to fertilizer additions using data easily accessible to growers. Our objective was to elaborate a multilevel N fertilizer response model for potato crops using the Mitscherlich equation and a core data set of 93N fertilizer trials conducted in Quebec, Canada. Daily climatic data were collected at 10 x 10 km resolution. Soils were characterized by organic matter content, pH, and texture in the arable layer, and by texture and tools of pedometrics across a gleization-podzolization continuum in subsoil layers. There were five categories of preceding crops and five cultivar maturity orders. The three Mitscherlich parameters (Asymptote, Rate, and Environment) were most often site-specific. Sensitivity analysis showed that optimum N dosage increased with non-leguminous high-residue preceding crops, coarser soils, podzolization, drier climatic condition, and late cultivar maturity. The inferential model could guide site-specific N fertilization using an accessible minimum data set to support fertilization decisions. As decision-support system, the model could also provide a range of optimum N doses across a large spectrum of site-specific conditions including climate change.
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页数:18
相关论文
共 86 条
[1]   Biplots of compositional data [J].
Aitchison, J ;
Greenacre, M .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2002, 51 :375-392
[2]  
Aitchison J., 1986, Monographs on Statistics and Applied Probability, DOI [10.1007/978-94-009-4109-0, DOI 10.1007/978-94-009-4109-0]
[3]  
Alfred B., 2008, HDB AGR GEOPHYS
[4]  
Allen R. G., 1998, FAO Irrigation and Drainage Paper
[5]   Corn, wheat, and potato crop residue decomposition and nitrogen mineralization in sandy soils under an irrigated potato rotation [J].
Alva, AK ;
Collins, HP ;
Boydston, RA .
COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS, 2002, 33 (15-18) :2643-2651
[6]  
Andren O, 1997, ECOL APPL, V7, P1226, DOI 10.1890/1051-0761(1997)007[1226:ITICBM]2.0.CO
[7]  
2
[8]  
[Anonymous], 1998, CAN SYST SOIL CLASS
[9]   ESTIMATION OF LATENT EVAPORATION FROM SIMPLE WEATHER OBSERVATIONS [J].
BAIER, W ;
ROBERTSON, GW .
CANADIAN JOURNAL OF PLANT SCIENCE, 1965, 45 (03) :276-+
[10]   Comparison of three statistical models describing potato yield response to nitrogen fertilizer [J].
Bélanger, G ;
Walsh, JR ;
Richards, JE ;
Milburn, PH ;
Ziadi, N .
AGRONOMY JOURNAL, 2000, 92 (05) :902-908