公开(公告)号：US20230157790A1

公开(公告)日：2023-05-25

申请号：US18159598

申请日：2023-01-25

Applicant: Align Technology, Inc.

Inventor： Viktoria Medvinskaya ,  Arno Kukk ,  Andrey Cherkas ,  Anna Akopova ,  Yuxiang Wang ,  Rohit Tanugula ,  Reza Shirazi Aghjari ,  Andrew Jang ,  Chunhua Li ,  Jun Sato ,  Luyao Cai

IPC: A61C7/00 ,  G06F17/18 ,  G06N20/00 ,  A61C7/08 ,  G06F30/23 ,  G16H50/50 ,  G01N33/44 ,  B33Y80/00 ,  A61C9/00 ,  A61C13/34 ,  B29C33/38 ,  B29C51/30 ,  G06F30/27 ,  B29C73/00 ,  G06F30/20

CPC classification number: A61C7/002 ,  G06F17/18 ,  G06N20/00 ,  A61C7/08 ,  G06F30/23 ,  G16H50/50 ,  G01N33/442 ,  B33Y80/00 ,  A61C9/004 ,  A61C13/34 ,  B29C33/3835 ,  B29C51/30 ,  G06F30/27 ,  B29C73/00 ,  G06F30/20 ,  G06F2119/18

Abstract: Embodiments relate to an aligner breakage solution that tests damage to an aligner using machine learning. A method includes of training a machine learning model to predict damage to an orthodontic aligner includes gathering a training dataset comprising digital designs for a plurality of orthodontic aligners, wherein each digital design is associated with a respective orthodontic aligner of the plurality of orthodontic aligners, and wherein each digital design comprises metadata indicating whether the associated respective orthodontic aligner was damaged during manufacturing of the associated respective orthodontic aligner. The method further includes training the machine learning model using the training dataset, wherein the machine learning model is trained to process data from a digital design for an orthodontic aligner and to output a probability that the orthodontic aligner associated with the digital design will be damaged during manufacturing of the orthodontic aligner.

公开(公告)号：US11523881B2

公开(公告)日：2022-12-13

申请号：US16584791

申请日：2019-09-26

Applicant: Align Technology, Inc.

Inventor： Yuxiang Wang ,  Rohit Tanugula ,  Reza Shirazi Aghjari ,  Chunhua Li ,  Jun Sato ,  Luyao Cai ,  Kangning Su

IPC: A61C7/00 ,  G06F30/23 ,  B29C33/38 ,  B29C73/00 ,  G06F30/20 ,  G06F17/18 ,  G06N20/00 ,  A61C7/08 ,  G16H50/50 ,  G01N33/44 ,  B33Y80/00 ,  A61C9/00 ,  A61C13/34 ,  B29C51/30 ,  G06F30/27 ,  G06F119/18 ,  G06F113/22 ,  G06F111/10 ,  B33Y50/00 ,  B29L31/00

Abstract: Embodiments relate to an aligner breakage solution that tests progressive damage to an aligner. A method includes gathering a digital model representing an aligner for a dental arch of a patient, and simulating progressive damage to the aligner. Simulating progressive damage for a region of the aligner comprises simulating, using at least the digital model, a sequence of loads on the aligner, determining an amount of damage to the region of the aligner for each load, and after each simulation of a load on the aligner, updating the digital model based on the amount of damage to the region of the aligner. The method further includes determining whether a damage criterion is satisfied for at least one region of the aligner and determining whether to implement one or more corrective actions for the aligner.

公开(公告)号：US20200214801A1

公开(公告)日：2020-07-09

申请号：US16732141

申请日：2019-12-31

Applicant: Align Technology, Inc.

Inventor： Yuxiang Wang ,  Andrew Jang ,  Bruce Cam ,  Rohit Tanugula ,  Chunhua Li ,  Jun Sato ,  Luyao Cai ,  Pavel Pokotilov ,  Kangning Su ,  John Y. Morton

IPC: A61C7/00 ,  A61C7/08

Abstract: Methods and systems for producing orthodontic appliances are provided herein utilizing iterative modeling techniques to increase the efficiency and efficacy of said appliances. Further disclosed herein are the orthodontic appliances fabricated from such methods.