公开(公告)号：US20230023641A1

公开(公告)日：2023-01-26

申请号：US17811766

申请日：2022-07-11

Applicant: X Development LLC

Inventor： Daniel Rosenfeld ,  Alexander Holiday ,  Gearoid Murphy ,  Allen Richard Zhao ,  Hongxu Ma ,  Cyrus Behroozi ,  Derek Werdenberg ,  Jie Jacquot ,  Vadim Tschernezki

IPC: G06V10/58 ,  G06V10/60 ,  G06V10/82 ,  G06V10/147 ,  G06V10/143 ,  G06V10/26 ,  G06V10/764 ,  H04N5/33 ,  G01N21/84 ,  B07C5/342

Abstract: Image data is obtained that indicates an extent to which one or more objects reflect, scatter, or absorb light at each of multiple wavelength bands, where the image data was collected while a conveyor belt was moving the object(s). The image data is preprocessed by performing an analysis across frequencies and/or performing an analysis across a representation of a spatial dimension. A set of feature values is generated using the image preprocessed image data. A machine-learning model generates an output using to the feature values. A prediction of an identity of a chemical in the one or more objects or a level of one or more chemicals in the object(s) is generated using the output. Data is output indicating the prediction of the identity of the chemical in the object(s) or the level of the one or more chemicals in at least one of the one or more objects.

公开(公告)号：US20240170105A1

公开(公告)日：2024-05-23

申请号：US18516735

申请日：2023-11-21

Applicant: X Development LLC

Inventor： Aleksandra Spyra ,  Diosdado Banatao ,  Clare Lee ,  Allen Zhao ,  Gearoid Murphy ,  Daniel Rosenfeld ,  Alexander Holiday

IPC: G16C20/30 ,  G16C20/70

CPC classification number: G16C20/30 ,  G16C20/70

Abstract: An intermediate data set can be generated based on an image of a set of objects, where each of the set of objects includes a plastic. A predicted chemometric property can be generated by inputting the intermediate data set to a machine-learning model. The chemometric property can be of a physical output pyrolysis oil produced by performing a pyrolysis processing of the set of objects using a pyrolysis reactor. A result associated with the set of objects can be generated, where the result is based on or includes the predicted chemometric property.