10.17632/HYF67HRNX2.1
Li, Yan
Yan
Li
Data for: Toward building a transparent statistical model for improving crop yield prediction: modeling rainfed corn in the U.S.
Mendeley
2019
Dataset
Statistical Modeling
Modelling
Maize
Crop Production
Crop Yields
Guan, Kaiyu
Kaiyu
Guan
Yu, Albert
Albert
Yu
Peng, Bin
Bin
Peng
Zhao, Lei
Lei
Zhao
Li, Bo
Bo
Li
Peng, Jian
Jian
Peng
2019-02-19
10.17632/hyf67hrnx2
10.1016/j.fcr.2019.02.005
Creative Commons Attribution 4.0 International
The dataset contains the yield predictions from different statistical models in the paper. 1. The leave_one_year_out test from 2003 to 2016 (Figs. 2,3,5,6,7): (1) (Tgs + Pgs)linear model: prediction_Tgs_linear_rainfed_leave_one_year_out.csv (2) (T + P)linear model: prediction_tave_linear_rainfed_leave_one_year_out.csv (3) (VPD + P)linear model: prediction_vpd_linear_rainfed_leave_one_year_out.csv (4) (VPD + P)poly model: prediction_vpd_poly_rainfed_leave_one_year_out.csv (5) (VPD + P)spline model: prediction_vpd_spline_rainfed_leave_one_year_out.csv (6) LSTspline model: prediction_lstmax_spline_only_rainfed_leave_one_year_out.csv (7) EVIlinear model: prediction_evi_linear_only_rainfed_leave_one_year_out.csv (8) EVIpoly model: prediction_evi_poly_only_rainfed_leave_one_year_out.csv (9) LSTspline + EVIpoly model: prediction_lstmax_spline_evi_poly_only_rainfed_leave_one_year_out.csv (10) (VPD + P)spline + EVIlinear model: prediction_vpd_spline_evi_rainfed_leave_one_year_out.csv (11) (T + P)spline + EVIpoly model: prediction_tave_spline_evi_poly_rainfed_leave_one_year_out.cs (12) (LST + P)spline + EVIpoly model: prediction_lstmax_spline_evi_poly_rainfed_leave_one_year_out.csv (13) (VPD + P)spline + EVIpoly model: prediction_vpd_spline_evi_poly_rainfed_leave_one_year_out.csv (14) (VPD + P)poly + EVIpoly model: prediction_vpd_poly_evi_poly_rainfed_leave_one_year_out.csv 2. The leave_one_year_out test for state-specific models from 2003 to 2016 (Fig. 4): (15) (VPD + P)poly model: prediction_vpd_poly_evi_poly_rainfed_leave_one_year_out_state.csv 3. The leave_one_year_out test from 1981 to 2016 (Fig. S4): (16) (VPD + P)spline model: prediction_vpd_spline_allyears_rainfed_leave_one_year_out.csv 4. The forward test from 2005 to 2016 (Fig. 8): (17) (VPD + P)spline model: prediction_vpd_spline_rainfed_forward.csv (18) (VPD + P)spline + EVIpoly model: prediction_vpd_spline_evi_poly_rainfed_forward.csv 5. The leave_one_year_out test for irrigated yield and comebined yieldfrom 2003 to 2016 (Fig. S6): (19) (VPD + P)poly + EVIpoly model for irrigated yield: prediction_vpd_poly_evi_poly_irrigated_leave_one_year_out.csv (20) (VPD + P)poly + EVIpoly model for combined yield: prediction_vpd_poly_evi_poly_all_leave_one_year_out.csv