Apparatus for determining process rate
US-2017084426-A1 · Mar 23, 2017 · US
US2023314314A1 · US · A1
| Field | Value |
|---|---|
| Publication number | US-2023314314-A1 |
| Application number | US-202117924329-A |
| Country | US |
| Kind code | A1 |
| Filing date | May 11, 2021 |
| Priority date | May 11, 2020 |
| Publication date | Oct 5, 2023 |
| Grant date | — |
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A system for the identification of sample types and method of using same. The system and method including an optical mechanism, and a detector. The system accepts a sample, directs input light from the optical mechanism onto that sample, producing output light that is received by the detector. The detector produces a sample-derived spectrum for classification. The present disclosure provides for a classification method to classify spectrum into one of many sample types, preferably plastic types.
Opening claim text (preview).
1 . A system for the identification and classification of plastic type, comprising: an optical mechanism configured to produce input light having mid-infrared wavelengths, and said input light is capable of impinging a plastic sample and whereby output light is created upon impinging the plastic sample; a space between said optical mechanism and the plastic sample; a detector to receive said output light, producing a spectrum; and a processor configured to classify a first property of said spectrum using a classification model; wherein said input light travels through said space. 2 . The system of claim 1 wherein said classification model maps at least a portion of said spectrum into one category of a plurality of categories and wherein said one category of said plurality of categories is a type of plastic. 3 . The system of claim 2 wherein said plurality of categories represent different types of plastic. 4 . The system of claim 1 wherein said optical mechanism is a quantum cascade laser. 5 . The system of claim 1 wherein said output light is created after said input light transmits a single time through the plastic sample without reflection. 6 . The system of claim 1 further comprising a mirror; and wherein said output light transmits a first time through the plastic sample, reflects off said mirror and transmits a second time through the plastic sample. 7 . The system of claim 1 further comprising a housing, an interface, and a power source; said housing provides protection from environmental; and wherein said optical mechanism, said space, said detector, said processor, and said power source are contained within said housing. 8 . The system of claim 1 further comprising a light modifier configured to modify the output light. 9 . The system of claim 1 wherein said classification model is further configured to normalize and transform said spectrum. 10 . The system of claim 9 wherein said classification model is supplied with a training set and a test set, and said classification model is further configured to apply an analyzer routine on at least said test set. 11 . A method to classify a type of plastic, the method comprising the steps of: (a) selecting a system having an optical mechanism, a sample holder, a space between said sample holder and said optical mechanism, and a detector, said optical mechanism producing input light suitable for impinging a sample, said input light consisting of mid-infrared wavelengths; (b) placing a plastic sample onto said sample holder; (c) directing said input light across said space and onto said plastic sample, producing output light; (d) capturing said output light by said detector, producing a spectrum; and (e) analyzing said spectrum with a classification model to classify at least one property of said spectrum, producing a classification result. 12 . The method of claim 11 wherein said classification model classifies said at least one property of said spectrum into one category of a plurality of categories; and wherein said one category of said plurality of categories is a type of plastic. 13 . The method of claim 12 further comprising the steps of: (f) applying a normalization routine to said spectrum, producing a normalized spectrum; and (g) applying a transformation routine to said normalized spectrum, producing a transformed spectrum; wherein said spectrum in step (e) is said transformed spectrum. 14 . The method of claim 12 further comprising the steps of: (f) applying a normalization routine to said spectrum, producing a normalized spectrum; (g) applying a transformation routine to said normalized spectrum, producing a transformed spectrum; and (h) applying a smoothing routine to said transformed spectrum, producing a smoothed spectrum; wherein said spectrum in step (e) is said smoothed spectrum. 15 . The method of claim 14 further comprising the steps of: (i) repeating steps (b) though (h); thereby producing a plurality of smoothed spectrum; (j) forming a test set from said plurality of smoothed spectrum; and (k) applying an analyzer routine to said test set to produce, in part, said classification result. 16 . The method of claim 11 wherein said output light is created after said input light transmits a single time through said plastic sample without reflection in step (c). 17 . The method of claim 11 wherein said system further comprising a mirror; and wherein in step (c), said output light transmits a first time through said plastic sample, reflects off said mirror and transmits a second time through said plastic sample. 18 . The method of claim 11 wherein said system further comprising a mirror; and wherein in step (c), said output light transmits a first time through said plastic sample and reflects off said mirror at an angle other than 180 degrees from said plastic sample. 19 . The method of claim 11 wherein said system further comprises a housing, an interface, and a power source; said housing provides protection from environmental factors; and wherein said optical mechanism, said space, said detector, said processor, and said power source are contained within said housing. 20 . The method of claim 19 further comprising the step of (1) moving said system by a user.
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Resins; Plastics · CPC title
with means to keep optical surfaces clean, e.g. by preventing or removing dirt, stains, contamination, condensation (G02B1/18 takes precedence; cleaning in general B08B) · CPC title
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