公开(公告)号：US20220126319A1

公开(公告)日：2022-04-28

申请号：US17425035

申请日：2019-08-23

Applicant: 3M INNOVATIVE PROPERTIES COMPANY

Inventor： Nicholas D. Richardson ,  Brett R. Hemes ,  Mark W. Orlando ,  Juan A. Munoz ,  Sarah M. Mullins ,  Matthew H. Purdin

IPC: B05D5/00 ,  B05D3/12

Abstract: A method and associated system provides automated abrasive paint repair using automated abrasive paint repair devices that selectively sand, buff, and polish a substrate in response to received instructions generated by a controller. The controller receives coordinates of each identified defect in the substrate along with parameters describing characteristics of each defect, selects a sanding process, a buffing process, and/or a polishing process based on empirically derived rules established by skilled/expert human operators and the received parameters. The controller outputs instructions to cause the automated abrasive paint repair devices to execute the selected sanding process, buffing process, and/or polishing process using the received parameters. The empirically derived rules and parameters may be stored in a lookup table and/or updated by a machine learning module.

公开(公告)号：US20220163951A1

公开(公告)日：2022-05-26

申请号：US17436886

申请日：2019-10-03

Applicant: 3M INNOVATIVE PROPERTIES COMPANY

Inventor： Brian E. Brooks ,  Gilles J. Benoit ,  Peter O. Olson ,  Tyler W. Olson ,  Himanshu Nayar ,  Frederick J. Arsenault ,  Nicholas A. Johnson ,  Brett R. Hemes ,  Thomas J. Strey ,  Jonathan B. Arthur ,  Nathan J. Herbst ,  Aaron K. Nienaber ,  Sarah M. Mullins ,  Mark W. Orlando ,  Cory D. Sauer ,  Timothy J. Clemens ,  Scott L. Barnett ,  Zachary M. Schaeffer ,  Patrick G. Zimmerman ,  Gregory P. Moriarty ,  Jeffrey P. Adolf ,  Steven P. Floeder ,  Andreas Backes ,  Peter J. Schneider ,  Maureen A. Kavanagh ,  Glenn E. Casner ,  Miaoding Dai ,  Christopher M. Brown ,  Lori A. Sjolund ,  Jon A. Kirschhoffer ,  Carter C. Hughes

IPC: G05B19/418 ,  B25J11/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for optimizing a process of manufacturing a product. In one aspect, the method comprises repeatedly performing the following: i) selecting a configuration of input settings for manufacturing a product, based on a causal model that measures causal relationships between input settings and a measure of a quality of the product; ii) determining the measure of the quality of the product manufactured using the configuration of input settings; and iii) adjusting, based on the measure of the quality of the product manufactured using the configuration of input settings, the causal model.

公开(公告)号：US12275038B2

公开(公告)日：2025-04-15

申请号：US17425035

申请日：2019-08-23

Applicant: 3M INNOVATIVE PROPERTIES COMPANY

Inventor： Nicholas D. Richardson ,  Brett R. Hemes ,  Mark W. Orlando ,  Juan A. Munoz ,  Sarah M. Mullins ,  Matthew H. Purdin

IPC: B05D5/00 ,  B05D3/12 ,  B25J9/16 ,  B25J11/00 ,  G01N21/88 ,  G05B13/02 ,  G05B19/408 ,  G05B19/418

Abstract: A method and associated system provides automated abrasive paint repair using automated abrasive paint repair devices that selectively sand, buff, and polish a substrate in response to received instructions generated by a controller. The controller receives coordinates of each identified defect in the substrate along with parameters describing characteristics of each defect, selects a sanding process, a buffing process, and/or a polishing process based on empirically derived rules established by skilled/expert human operators and the received parameters. The controller outputs instructions to cause the automated abrasive paint repair devices to execute the selected sanding process, buffing process, and/or polishing process using the received parameters. The empirically derived rules and parameters may be stored in a lookup table and/or updated by a machine learning module.

公开(公告)号：US20250036112A1

公开(公告)日：2025-01-30

申请号：US18917251

申请日：2024-10-16

Applicant: 3M INNOVATIVE PROPERTIES COMPANY

Inventor： Brian E. Brooks ,  Gilles J. Benoit ,  Peter O. Olson ,  Tyler W. Olson ,  Himanshu Nayar ,  Frederick J. Arsenault ,  Nicholas A. Johnson ,  Brett R. Hemes ,  Thomas J. Strey ,  Jonathan B. Arthur ,  Nathan J. Herbst ,  Aaron K. Nienaber ,  Sarah M. Mullins ,  Mark W. Orlando ,  Cory D. Sauer ,  Timothy J. Clemens ,  Scott L. Barnett ,  Zachary M. Schaeffer ,  Patrick G. Zimmerman ,  Gregory P. Moriarty ,  Jeffrey P. Adolf ,  Steven P. Floeder ,  Andreas Backes ,  Peter J. Schneider ,  Maureen A. Kavanagh ,  Glenn E. Casner ,  Miaoding Dai ,  Christopher M. Brown ,  Lori A. Sjolund ,  Jon A. Kirschhoffer ,  Carter C. Hughes

IPC: G05B19/418 ,  B25J11/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for optimizing a process of manufacturing a product. In one aspect, the method comprises repeatedly performing the following: i) selecting a configuration of input settings for manufacturing a product, based on a causal model that measures causal relationships between input settings and a measure of a quality of the product; ii) determining the measure of the quality of the product manufactured using the configuration of input settings; and iii) adjusting, based on the measure of the quality of the product manufactured using the configuration of input settings, the causal model.

公开(公告)号：US12140938B2

公开(公告)日：2024-11-12

申请号：US17436886

申请日：2019-10-03

Applicant: 3M INNOVATIVE PROPERTIES COMPANY

Inventor： Brian E. Brooks ,  Gilles J. Benoit ,  Peter O. Olson ,  Tyler W. Olson ,  Himanshu Nayar ,  Frederick J. Arsenault ,  Nicholas A. Johnson ,  Brett R. Hemes ,  Thomas J. Strey ,  Jonathan B. Arthur ,  Nathan J. Herbst ,  Aaron K. Nienaber ,  Sarah M. Mullins ,  Mark W. Orlando ,  Cory D. Sauer ,  Timothy J. Clemens ,  Scott L. Barnett ,  Zachary M. Schaeffer ,  Patrick G. Zimmerman ,  Gregory P. Moriarty ,  Jeffrey P. Adolf ,  Steven P. Floeder ,  Andreas Backes ,  Peter J. Schneider ,  Maureen A. Kavanagh ,  Glenn E. Casner ,  Miaoding Dai ,  Christopher M. Brown ,  Lori A. Sjolund ,  Jon A. Kirschhoffer ,  Carter C. Hughes

IPC: G05B19/00 ,  B25J11/00 ,  G05B19/418

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for optimizing a process of manufacturing a product. In one aspect, the method comprises repeatedly performing the following: i) selecting a configuration of input settings for manufacturing a product, based on a causal model that measures causal relationships between input settings and a measure of a quality of the product; ii) determining the measure of the quality of the product manufactured using the configuration of input settings; and iii) adjusting, based on the measure of the quality of the product manufactured using the configuration of input settings, the causal model.