TY - JOUR
T1 - Estimating the potential value of variable rate nitrogen applications
T2 - A comparison of spatial econometric and geostatistical models
AU - Hurley, Terry
AU - Oishi, Kikuo
AU - Malzer, Gary L.
PY - 2005/8
Y1 - 2005/8
N2 - Site-specific crop response functions (SSCRFs) are useful for estimating the value of variable rate nitrogen applications (VRA), but appropriate statistical models are necessary. Problems estimating SSCRFs using experimental field data include region, spatial, treatment, and strip dependent heteroskedasticity and correlation. We develop a spatial autoregressive error (SARE) model for dealing with these problems and compare results with previous analysis based on a geostatistical (GEO) model. VRA value estimates for the two models differ notably for 1995 data from Southern Minnesota. Furthermore, findings show that the results of a comparison of model performance are location specific.
AB - Site-specific crop response functions (SSCRFs) are useful for estimating the value of variable rate nitrogen applications (VRA), but appropriate statistical models are necessary. Problems estimating SSCRFs using experimental field data include region, spatial, treatment, and strip dependent heteroskedasticity and correlation. We develop a spatial autoregressive error (SARE) model for dealing with these problems and compare results with previous analysis based on a geostatistical (GEO) model. VRA value estimates for the two models differ notably for 1995 data from Southern Minnesota. Furthermore, findings show that the results of a comparison of model performance are location specific.
KW - Geostatistics
KW - Precision agriculture
KW - Site-specific crop response functions
KW - Spatial autoregressive error
KW - Variable rate nitrogen application
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M3 - Article
AN - SCOPUS:24044462440
SN - 1068-5502
VL - 30
SP - 231
EP - 249
JO - Journal of Agricultural and Resource Economics
JF - Journal of Agricultural and Resource Economics
IS - 2
ER -