Data for: Toward building a transparent statistical model for improving crop yield prediction: modeling rainfed corn in the U.S.
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https://data.mendeley.com/datasets/hyf67hrnx2
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资源简介:
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
创建时间:
2019-02-19



