公开(公告)号：WO2023027991A1

公开(公告)日：2023-03-02

申请号：PCT/US2022/041045

申请日：2022-08-22

Applicant: X DEVELOPMENT LLC

Inventor： MURPHY, Gearoid ,  HOLIDAY, Alexander ,  BANATAO, Diosdado ,  ZHAO, Allen Richard ,  BADHWAR, Shruti

IPC: G01N21/3563 ,  G01N21/359 ,  G01J3/36 ,  G01J3/00 ,  G06V10/58 ,  H04N5/33 ,  G01N23/223 ,  G01N21/3581 ,  G01N21/65 ,  G01N21/71 ,  G01N21/90 ,  G01N21/35 ,  G01N21/84 ,  G01J3/28 ,  B07C5/342

Abstract: Methods and systems for using multiple hyperspectral cameras (112a, 112b, 112) sensitive to different wavelengths to predict characteristics of objects for further processing, including recycling, are described. The multiple hyperspectral images (315) can be used to predict higher resolution spectra by using a trained machine learning model (370). The higher resolution spectra may be more easily analyzed to sort plastics into a recyclability category. The hyperspectral images (315) may also be used to identify and analyze dark or black plastics, which are challenging for SWIR, MWIR, and other wavelengths. The machine learning model (370) may also predict the base polymers and contaminants of plastic objects for recycling. The hyperspectral images (315) may be used to predict recyclability and other characteristics (374, 380) using a trained machine learning model (370).

公开(公告)号：EP4420038A1

公开(公告)日：2024-08-28

申请号：EP22803416.1

申请日：2022-10-17

Applicant: X Development LLC

Inventor： GHARAKHANYAN, Vahe ,  YANG, Julia ,  GADHIYA, Tusharkumar ,  HOLIDAY, Alexander

IPC: G06N3/02 ,  G16C20/10

CPC classification number: G16C20/30 ,  G16C20/70 ,  G16C20/10 ,  G06N3/0455 ,  G06N3/042 ,  G06N3/047 ,  G06N3/08 ,  G06N20/10

公开(公告)号：EP4413584A1

公开(公告)日：2024-08-14

申请号：EP22802812.2

申请日：2022-10-17

Applicant: X Development LLC

Inventor： GADHIYA, Tusharkumar ,  SHAH, Falak ,  VYAS, Nisarg ,  YANG, Julia ,  GHARAKHANYAN, Vahe ,  HOLIDAY, Alexander

IPC: G16C20/50

CPC classification number: G16C20/30 ,  G16C20/70 ,  G16C20/10 ,  G06N3/0455 ,  G06N3/042 ,  G06N3/047 ,  G06N3/08 ,  G06N20/10

公开(公告)号：EP4420130A1

公开(公告)日：2024-08-28

申请号：EP22802813.0

申请日：2022-10-17

Applicant: X Development LLC

Inventor： YANG, Julia ,  GHARAKHANYAN, Vahe ,  GADHIYA, Tusharkumar ,  HOLIDAY, Alexander

IPC: G16C20/10

CPC classification number: G16C20/30 ,  G16C20/70 ,  G16C20/10 ,  G06N3/0455 ,  G06N3/042 ,  G06N3/047 ,  G06N3/08 ,  G06N20/10

公开(公告)号：WO2023003727A1

公开(公告)日：2023-01-26

申请号：PCT/US2022/036828

申请日：2022-07-12

Applicant: X DEVELOPMENT LLC

Inventor： ROSENFELD, Daniel ,  HOLIDAY, Alexander ,  MURPHY, Gearoid ,  ZHAO, Allen Richard ,  MA, Hongxu ,  BEHROOZI, Cyrus ,  WERDENBERG, Derek ,  JACQUOT, Jie ,  TSCHERNEZKI, Vadim

IPC: G06V10/58 ,  B07C2501/0054 ,  B07C5/342 ,  G01N2021/845 ,  G01N21/84 ,  G06V10/143 ,  G06V10/147 ,  G06V10/26 ,  G06V10/60 ,  G06V10/764 ,  G06V10/82 ,  H04N23/11

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：EP4420132A1

公开(公告)日：2024-08-28

申请号：EP22802392.5

申请日：2022-10-17

Applicant: X Development LLC

Inventor： GADHIYA, Tusharkumar ,  SHAH, Falak ,  VYAS, Nisarg ,  GHARAKHANYAN, Vahe ,  YANG, Julia ,  HOLIDAY, Alexander

IPC: G16C20/30

CPC classification number: G16C20/30 ,  G16C20/70 ,  G16C20/10 ,  G06N3/0455 ,  G06N3/042 ,  G06N3/047 ,  G06N3/08 ,  G06N20/10

公开(公告)号：EP4384803A1

公开(公告)日：2024-06-19

申请号：EP22783392.8

申请日：2022-08-22

Applicant: X Development LLC

Inventor： MURPHY, Gearoid ,  HOLIDAY, Alexander ,  BANATAO, Diosdado ,  ZHAO, Allen Richard ,  BADHWAR, Shruti

IPC: G01N21/3563 ,  G01N21/359 ,  G01J3/36 ,  G01J3/00 ,  G06V10/58 ,  H04N5/33 ,  G01N23/223 ,  G01N21/3581 ,  G01N21/65 ,  G01N21/71 ,  G01N21/90 ,  G01N21/35 ,  G01N21/84 ,  G01J3/28 ,  B07C5/342

CPC classification number: G01N21/3563 ,  G01N21/359 ,  G01N2021/84520130101 ,  G01N21/90 ,  G01N2021/359520130101 ,  G01N2201/129620130101 ,  G01N21/718 ,  G01N21/65 ,  G01N21/3581 ,  G06V10/58 ,  B07C5/342 ,  H04N23/11 ,  G06V2201/0620220101 ,  G06V10/82 ,  G06V10/143 ,  G01J3/2823 ,  G01J3/28

公开(公告)号：EP4352702A1

公开(公告)日：2024-04-17

申请号：EP22751549.1

申请日：2022-07-12

Applicant: X Development LLC

Inventor： ROSENFELD, Daniel ,  HOLIDAY, Alexander ,  MURPHY, Gearoid ,  ZHAO, Allen Richard ,  MA, Hongxu ,  BEHROOZI, Cyrus ,  WERDENBERG, Derek ,  JACQUOT, Jie ,  TSCHERNEZKI, Vadim

IPC: G06V10/58

CPC classification number: G06V10/58