Method of predicting crop yield loss due to n-deficiency
View Patent ↗A method for determining the yield loss of a crop using remote sensor data is described. The yield loss is determined using the reflectivity of green light by the crop canopy measured from remote sensor data such as an aerial photograph that is digitized and spatially referenced to the field's longitude and latitude. Green pixel values from the aerial photograph, expressed relative to green pixel values from well-fertilized areas of the field, are transformed to yield losses using a linear transformation that was developed using empirical data. A similar method is described to determine recommended nitrogen fertilization rates for the crop fields. The yield loss data is useful for nitrogen fertilization management, as it allows a producer of crops to weigh the expense of fertilization against the loss of revenue due to yield loss.
1. A method for determining a crop yield loss due to nitrogen deficiency in at least one or more crop fields based on an analysis of at least one or more remote sensing images, the method comprising:
a. obtaining the one or more remote sensing images of the at least one or more crop fields;
b. assigning spatial coordinates to the at least one or more remote sensing images, represented by pixels or polygons comprised of aggregated pixels, from the at least one or more remote sensing images;
c. establishing a reference color value for a reflectivity of a color for the at least one or more remote sensing images, wherein the color is selected from red, blue, green, and infrared;
d. calculating a relative color value of each pixel in the at least one or more remote sensing images by dividing a color value of each pixel by the reference color value;
e. estimating a yield loss (YL) of each pixel by substituting the relative color value (RC) of each pixel into the formula YL=C1×RC−C2, wherein C1 and C2 are empirically derived constants; and,
f. constructing a yield loss map from a spatially referenced yield loss of each pixel; wherein the yield loss comprises a decrease in crop yield per acre of a crop.
2. The method of claim 1 , wherein the crop is selected from the group comprising corn, rice, wheat, and potatoes.
3. The method of claim 1 , wherein the at least one or more remote sensing images is a digital image with a resolution ranging between about 0.1 meters per pixel and about 30 meters per pixel, wherein the digital image is chosen from aerial photographs, satellite photographs, and photographs obtained by tower mounted cameras.
4. The method of claim 1 , wherein the reference color value for each remote sensing image is established at a constant value selected from: a mean or a median color value of the pixels falling in an area of a field with ample nitrogen availability; a mean or a median color value of a darkest 20% of all pixels in an entire field; a mean or a median color value of the pixels or polygons falling between a darkest 10% and the darkest 20% of all pixels in the entire field; or a mean or a median color value of the pixels or polygons in the portion of the field that is judged to be nitrogen-sufficient.
5. The method of claim 1 , further comprising
g. determining a cost of nitrogen fertilization of the crop at a recommended nitrogen application rate and a projected value of the YL of the crop; and,
h. applying nitrogen fertilizer at the recommended nitrogen application rate if the projected value of the YL of the crop exceeds the cost of nitrogen fertilization by at least 20%.
6. A method of determining the yield loss of a crop due to nitrogen deficiency based on a spatially referenced map comprising a plurality of spatial coordinates and corresponding relative color values within in a crop field, the method comprising:
a. estimating the yield loss (YL) of each spatial coordinate of the spatially referenced map by substituting each corresponding relative color value (RC) into the formula YL=C1×RC−C2, in which C1 and C2 are empirically-derived constants; and,
b. constructing a yield loss map from a spatially referenced YL of each spatial coordinate; wherein the yield loss comprises a decrease in crop yield per acre of a crop.
7. A method of determining a nitrogen fertilization rate of a crop field at mid-season to ameliorate nitrogen deficiency using a spatially referenced map of relative color values (RC), wherein each RC comprises the reflectivity of a color of a light chosen from red, green, blue, and infrared at a location in a canopy of the crop field relative to a reference RC, the method comprising:
a. estimating an economically optimal nitrogen rate (EONR) corresponding to each RG of the spatially referenced map by substituting each RC into the equation
EONR=C 3 ×RC−C 4
wherein C3 and C4 are empirically derived constants; and
b. mapping each EONR corresponding to each RC onto a spatially referenced EONR map; wherein each EONR comprises a recommended amount of nitrogen per unit area to be applied at mid-season in order to minimize a predicted crop yield loss due to nitrogen deficiency.
8. The method of claim 7 , wherein each EONR comprises a recommended amount of nitrogen per unit area to be applied at mid-season in order to maximize a predicted potential crop yield.