Sorting based on chemical composition
Systems and methods for classifying and sorting materials in order to produce a collection of materials that are composed of a particular chemical composition in the aggregate. The system may utilize a vision system and one or more sensor systems, which may implement a machine learning system in order to identify or classify each of the materials. The sorting is then performed as a function of the classifications.
1. A method comprising:
determining a mass of each material piece of a plurality of material pieces, wherein at least one of the plurality of material pieces has a material classification different from the other material pieces;
classifying each material piece of the plurality of material pieces as belonging to one of a plurality of different material classifications; and
selecting and sorting certain ones of the material pieces from the plurality of material pieces as a function of the determined mass and classification of each material piece of the plurality of material pieces, wherein the combination of selected and sorted materials produces a collection of material pieces possessing a predetermined specific aggregate chemical composition.
2. The method as recited in claim 1 , wherein the sorting comprises diverting the certain ones of the material pieces into a receptacle.
3. The method as recited in claim 2 , wherein the selecting and sorting comprises continually determining an aggregate chemical composition of the diverted material pieces.
4. The method as recited in claim 3 , wherein the selecting and sorting comprises diverting a next material piece into the receptacle in order to increase a weight percentage of a specific chemical element of the aggregate chemical composition of the diverted material pieces.
5. The method as recited in claim 3 , wherein the selecting and sorting comprises not diverting a next material piece into the receptacle in order to decrease a weight percentage of a specific chemical element of the aggregate chemical composition of the diverted material pieces.
6. The method as recited in claim 3 , wherein the selecting and sorting comprises not diverting a next material piece into the receptacle because it contains a contaminant that is not desired within the predetermined specific aggregate chemical composition.
7. The method as recited in claim 3 , wherein the selecting and sorting is continued until the aggregate chemical composition of a predetermined minimum number of diverted material pieces is equal to a threshold level of the predetermined specific aggregate chemical composition.
8. The method as recited in claim 1 , wherein the collection of material pieces possessing a predetermined specific aggregate chemical composition contains at least one material piece that possesses a material classification different from the other material pieces in the collection.
9. The method as recited in claim 1 , wherein the plurality of material pieces includes material pieces possessing different metal alloy compositions.
10. The method as recited in claim 1 , wherein the predetermined specific aggregate chemical composition is different than the chemical composition of each of the plurality of material pieces.
11. The method as recited in claim 10 , wherein the predetermined specific aggregate chemical composition is different than the aggregate chemical composition of all of the plurality of material pieces.
12. The method as recited in claim 1 , wherein the collection of material pieces includes material pieces having different material classifications.
13. The method as recited in claim 12 , wherein the collection of material pieces includes the at least one of the material pieces having a material classification different from the other material pieces.
14. The method as recited in claim 1 , wherein the plurality of pieces comprises wrought aluminum alloy pieces and cast aluminum alloy pieces, and wherein the collection of material pieces comprises at least one wrought aluminum alloy piece and at least one cast aluminum alloy piece, and wherein the predetermined specific aggregate chemical composition is different than a chemical composition of the wrought aluminum alloy pieces, and wherein the predetermined specific aggregate chemical composition is different than a chemical composition of the cast aluminum alloy pieces.
15. The method as recited in claim 1 , wherein the classifying comprises processing image data captured from each of the plurality of material pieces through a machine learning system.