Seed sorting

1. A seed sorting system for sorting seeds, the system comprising:

a seed transfer station configured to move seeds through the system, the seed transfer station including a conveyor;

a seed feeder configured to deliver the seeds to the conveyor of the seed transfer station from a seed loading station, the seed feeder defining multiple channels configured to align the seeds in a plurality of spaced apart rows for delivery to the conveyor, whereby the seeds are positioned on the conveyor by the seed feeder in the spaced apart rows, at least one of the multiple channels including a slot configured to direct excess seeds received in the slot back to the seed loading station;

an imaging assembly comprising an x-ray camera configured to acquire x-ray images of the seeds on the conveyor as the seeds move through the system, the x-ray camera being configured to produce images at line scan rates to accommodate a speed and width at which the seeds are moved by the conveyor of the seed transfer station through the system; and

a sorting assembly configured to sort the seeds into separate bins based on the acquired x-ray images of the seeds.

2. The seed sorting system of claim 1 , wherein the sorting assembly includes multiple vacuum nozzles each configured to draw a select one of the seeds from the conveyor, based on the acquired x-ray images of the seeds, and deliver the select one of the seeds into one of the bins; and

wherein each of the multiple vacuum nozzles is aligned with one of the multiple channels of the seed feeder such that each of the rows of seeds positioned on the conveyor by the seed feeder passes below at least one of the multiple vacuum nozzles.

3. The seed sorting system of claim 1 , further comprising an encoder positioned adjacent the seed feeder, the encoder configured to track a position of each of the seeds as the seeds are received on the conveyor and as the conveyor moves the seeds through the system;

wherein the sorting assembly includes multiple air valves positioned toward an end portion of the conveyor, the air valves configured to discharge air at select ones of the seeds on the conveyor, based on the acquired x-ray images of the select ones of the seeds and the tracked position of the select ones of the seeds, to thereby direct the select ones of the seeds into one or more of the bins.

4. The seed sorting system of claim 1 , wherein the x-ray camera uses low energy x-ray photons in a range of 5 keV to 50 keV to produce the images.

5. The seed sorting system of claim 4 , further comprising:

an x-ray tube configured to emit the low energy x-ray photons; and

a filter disposed between the x-ray camera and the x-ray tube.

6. The seed sorting system of claim 5 , wherein the x-ray tube includes a focal spot size of at least 1.0 mm×1.0 mm.

7. The seed sorting system of claim 1 , further comprising a controller configured to measure and analyze the x-ray images to classify the seeds, wherein the controller is configured to run, in real-time, a classification model that determines from the acquired x-ray images a probability value of each seed identifying each seed as belonging to a certain class, and wherein the controller is configured to control the sorting assembly to sort the seeds based on the determined probability value of the seeds from the acquired x-ray images.

8. The seed sorting system of claim 1 , further comprising a controller configured to measure and analyze the x-ray images to classify the seeds, wherein the controller is configured to run, in real-time, a classification model that provides a classification decision based on the acquired x-ray images for identifying each seed as belonging to a certain class.

9. The seed sorting system of claim 1 , wherein the conveyor comprises a belt, and wherein the x-ray camera comprises a scintillator; and

wherein a spacing between the scintillator and the belt is between 0.4 mm (0.01 inches) and 10 mm (0.4 inches).

10. The seed sorting system of claim 1 , further comprising a controller, wherein the sorting assembly comprises at least one sorting module and a plurality of sorting bins, the sorting module being operable by the controller to divert at least some of the seeds into at least one of the sorting bins before the seeds leave the seed transfer station, wherein the sorting module comprises one of a plurality of moveable vacuum nozzles and a plurality of air valves, and wherein the seed transfer station is configured to direct seeds into a first sorting bin, the sorting module being operable to direct seeds into one of a second sorting bin and a third sorting bin.

11. The seed sorting system of claim 1 , further comprising:

a debris separator comprising a body having an inlet configured to receive excess seeds from the seed feeder, an upper outlet, and a lower outlet, and a pipe disposed in an interior space of the body, the debris separator using mechanical and aerodynamic forces to divert seeds delivered through the inlet to the lower outlet; and

an air transvector in fluid communication with the interior space of the body for separating debris from the seeds delivered through the inlet and diverting the debris to the upper outlet such that no air or debris is directed to the lower outlet.

12. The seed sorting system of claim 1 , further comprising an x-ray source configured to emit x-ray photons to produce the images;

wherein the conveyor is disposed between the x-ray source and the x-ray camera; and

wherein the x-ray camera includes:

a camera housing;

optical sensor components housed within the camera housing;

a fiber optic mounted on the optical sensor components and extending from the optical sensor components, the fiber optic being housed within the camera housing; and

a fiber-optic-scintillator mounted on the fiber optic.

13. The seed sorting system of claim 12 , further comprising an entrance window coupled to the camera housing and positioned between the scintillator and the conveyor, a distance between the entrance window and the scintillator being less than 1 mm (0.04 inches).

14. The seed sorting system of claim 12 , further comprising a scintillator material disposed on top of the fiber-optic scintillator, wherein the scintillator material comprises cesium iodide or gadolinium oxysulfide.

15. A method of sorting seeds using a seed sorting system, the method comprising:

aligning individual seeds in a plurality of spaced apart rows at a seed feeder of the seed sorting system;

delivering the aligned seeds, from the seed feeder, to a seed transfer station of the seed sorting system;

capturing excess seeds received at the seed feeder and directing the captured excess seeds away from the seed transfer station;

moving the aligned seeds received from the seed feeder at the seed transfer station through the seed sorting system using the seed transfer station;

acquiring, using an x-ray camera of the seed sorting system, x-ray images of the seeds as the seeds move through the seed sorting system; and

sorting, using a sorting assembly of the seed sorting system, the seeds into one or more classes based on a seed classification model and the x-ray images of the seeds.

16. The method of claim 15 , wherein sorting the seeds includes determining, using a controller of the seed sorting system operating the seed classification model, a probability value of the seeds from the acquired x-ray images, wherein the probability value identifies each of the seeds as belonging to at least one of the one or more classes.

17. The method of claim 15 , wherein moving the seeds through the seed sorting system includes moving the seeds on a conveyor past a scintillator of the x-ray camera at a distance of between 0.4 mm (0.01 inches) to 10 mm (0.4 inches) away from the scintillator.

18. The method of claim 15 , wherein sorting the seeds into one or more classes includes sorting the seeds into multiple bins by drawing select ones of the seeds into a tube, via vacuum pressure, and transporting the select ones of the seeds through the tube to one of the multiple bins.

19. The method of claim 15 , further comprising tracking a position of the seeds as the seeds are received at the seed transfer station and as the seed transfer station moves the seeds through the seed sorting system; and

wherein sorting the seeds into one or more classes includes sorting the seeds into multiple bins by discharging air at select ones of the seeds, based on the tracked position of the select ones of the seeds, to thereby direct the select ones of the seeds, via the discharged air, to one or more of the multiple bins.

20. The method of claim 15 , further comprising:

loading a training set of seeds into a scantray comprising a plurality of holes, the training set of seeds being held in the holes in the scantray;

taking x-ray images of the training set of seeds in the scantray using the x-ray camera of the seed sorting system; and

building the seed classification model using the x-ray images of the training set of seeds in the scantray.

21. The method of claim 20 , wherein the scantray comprises a body having a plurality of holes formed in a top surface of the body, and a transparent film disposed between the top surface and a bottom surface of the body, the transparent film covering a bottom of the holes for holding a seed in each hole.

22. The method of claim 20 , further comprising:

loading seeds into multiple additional scantrays each comprising a plurality of holes, the seeds being held in the holes in the scantrays;

stacking the multiple additional scantrays in a stack for being retrieved by a retrieval device of the seed sorting system; and

automatically retrieving one of the multiple additional scantrays from the stack with the retrieval device and placing the retrieved scantray on a conveyor of the seed sorting system for imaging the seeds in the retrieved scantray using the x-ray camera of the seed sorting system;

wherein building the seed classification model further includes building the seed classification model using the x-ray images of the seeds in the retrieved scantray.

23. A method of sorting seeds using a seed sorting system, the method comprising:

loading a training set of seeds into a scantray comprising a plurality of holes, the training set of seeds being held in the holes in the scantray;

acquiring x-ray images of the training set of seeds in the scantray using an x-ray camera of the seed sorting system;

building a seed classification model using the x-ray images of the training set of seeds in the scantray;

moving seeds through the seed sorting system using a seed transfer station of the seed sorting system;

acquiring, using the x-ray camera of the seed sorting system, x-ray images of the seeds as the seeds move through the seed sorting system; and

sorting, using a sorting assembly of the seed sorting system, the seeds into one or more classes based on the seed classification model and the x-ray images of the seeds.

24. A seed sorting system for sorting seeds, the system comprising:

a seed transfer station configured to move seeds through the system, the seed transfer station including a conveyor;

an imaging assembly comprising an x-ray camera configured to acquire x-ray images of the seeds on the conveyor as the seeds move through the system, the x-ray camera including:

a housing;

a scintillator positioned within the housing;

an entrance window coupled to the housing between the scintillator and the conveyor; and

a scintillator material disposed on the scintillator, between the scintillator and the entrance window;

wherein a distance between the scintillator and the conveyor is between 0.4 mm (0.01 inches) and 10 mm (0.4 inches); and

wherein a distance between the entrance window and the scintillator is less than 1 mm (0.04 inches);

an x-ray source configured to emit x-ray photons to produce the x-ray images, wherein the conveyor of the seed transfer station is disposed between the x-ray source and the x-ray camera of the imaging assembly; and

a sorting assembly configured to sort the seeds into separate bins based on the acquired x-ray images of the seeds.

25. The seed sorting system of claim 24 , wherein the x-ray camera further includes:

an optical sensor disposed within the housing; and

a fiber optic mounted on the optical sensor within the housing, wherein the scintillator is coupled on the fiber optic, and wherein the fiber optic is disposed between the optical sensor and the scintillator.