02-06-2022 дата публикации
Номер: US20220168781A1
A material sorting system sorts materials utilizing multiple stages of classification and sorting, including a vision system that implements a machine learning system in order to identify or classify each of the materials, and Laser Induced Breakdown Spectroscopy to perform a subsequent classification and sorting of the remaining materials. 1. A method for handling a first mixture of materials comprising a plurality of different classes of materials , the apparatus comprising:capturing, by an image sensor, visually observed characteristics of each of the first mixture of materials; andclassifying, with a data processing system comprising a machine learning system implementing a neural network configured with a previously generated set of neural network parameters, a first plurality of materials of the first mixture as belonging to a first class of materials based on the captured visually observed characteristics, wherein the previously generated set of neural network parameters are uniquely associated with the first class of materials, wherein the first plurality of materials of the first mixture classified as belonging to the first class of materials possess a chemical composition that is different from the materials within the first mixture not classified as belonging to the first class of materials.2. The method as recited in claim 1 , wherein the previously generated set of neural network parameters uniquely associated with the first class of materials were generated from captured visually observed characteristics of one or more samples of the first class of materials.3. The method as recited in claim 1 , wherein the first class of materials is cast aluminum alloys claim 1 , the method further comprising:sorting the classified first plurality of materials of the first mixture from the first mixture as a function of the classifying of the first plurality of materials of the first mixture, wherein the sorting of the classified first plurality of materials of the ...
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