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    Techniques for analyzing vehicle design deviations using deep learning with neural networks
    3.
    发明授权
    Techniques for analyzing vehicle design deviations using deep learning with neural networks 有权

    公开(公告)号：US11468292B2

    公开(公告)日：2022-10-11

    申请号：US16362555

    申请日：2019-03-22

    Applicant: AUTODESK, INC.

    Inventor： Danil Nagy ,  Daniel Noviello ,  James Stoddart ,  David Benjamin ,  Damon Lau

    IPC: G06N3/04 ,  G06F17/15 ,  G06N3/08 ,  G06F30/15

    Abstract: A design application is configured to generate a latent space representation of a fleet of pre-existing vehicles. The design application encodes vehicle designs associated with the fleet of pre-existing vehicles into the latent space representation to generate a first latent space location. The first latent space location represents the characteristic style associated with the fleet of pre-existing vehicles. The design application encodes a sample design provided by a user into the latent space representation to produce a second latent space location. The design application then determines a distance between the first latent space location and the second latent space location. Based on the distance, the design application generates a style metric that indicates the aesthetic similarity between the sample design and the vehicle designs associated with the fleet of pre-existing vehicles. The design application can also generate new vehicle designs based on the latent space representation and the sample design.

    Computer-implemented method for space frame design, space frame construction kit and space frame
    4.
    发明授权
    Computer-implemented method for space frame design, space frame construction kit and space frame 有权

    公开(公告)号：US11126760B2

    公开(公告)日：2021-09-21

    申请号：US16831671

    申请日：2020-03-26

    Applicant: AUTODESK, INC.

    Inventor： David Benjamin ,  Danil Nagy ,  Damon Lau ,  Dale Zhao

    IPC: G06F17/10 ,  G06F30/17 ,  B64C1/08 ,  B64D11/00 ,  B64F5/00 ,  B33Y80/00

    Abstract: A computer-implemented method for space frame design involves constructing a load stress map in a geometrical boundary representation of a design space, defining attachment points and load application points in the design space, creating a starting network of interconnecting lines between each two of the attachment points and load application points in the design space, assigning load application factors to each line of the starting network of interconnecting lines based on values of the load stress map, generating potential space frame designs by culling different subsets of lines of the starting network of interconnecting lines for each potential space frame design according to variable culling parameters, evaluating the potential space frame designs with respect to optimization parameters, combining the culling parameters for the potential space frame designs the performance score of which is above a predefined performance threshold, and iterating the steps of generating potential space frame designs and evaluating the potential space frame designs on the basis of the combined culling parameters.

    COMPUTER-IMPLEMENTED METHOD FOR SPACE FRAME DESIGN, SPACE FRAME CONSTRUCTION KIT AND SPACE FRAME
    5.
    发明申请
    COMPUTER-IMPLEMENTED METHOD FOR SPACE FRAME DESIGN, SPACE FRAME CONSTRUCTION KIT AND SPACE FRAME 审中-公开

    公开(公告)号：US20180011965A1

    公开(公告)日：2018-01-11

    申请号：US15713572

    申请日：2017-09-22

    Applicant: AUTODESK, INC.

    Inventor： David Benjamin ,  Danil Nagy ,  Damon Lau ,  Dale Zhao

    IPC: G06F17/50 ,  B64C1/08 ,  B64D11/00 ,  B64F5/00

    CPC classification number: G06F17/5086 ,  B64C1/08 ,  B64D11/0023 ,  B64F5/00 ,  Y02T50/46

    Abstract: A computer-implemented method for space frame design involves constructing a load stress map in a geometrical boundary representation of a design space, defining attachment points and load application points in the design space, creating a starting network of interconnecting lines between each two of the attachment points and load application points in the design space, assigning load application factors to each line of the starting network of interconnecting lines based on values of the load stress map, generating potential space frame designs by culling different subsets of lines of the starting network of interconnecting lines for each potential space frame design according to variable culling parameters, evaluating the potential space frame designs with respect to optimization parameters, combining the culling parameters for the potential space frame designs the performance score of which is above a predefined performance threshold, and iterating the steps of generating potential space frame designs and evaluating the potential space frame designs on the basis of the combined culling parameters.

    GENETIC OPTIMIZATION TECHNIQUES FOR DESIGNING MANUFACTURING FACILITIES
    8.
    发明申请
    GENETIC OPTIMIZATION TECHNIQUES FOR DESIGNING MANUFACTURING FACILITIES 有权

    公开(公告)号：US20220318445A1

    公开(公告)日：2022-10-06

    申请号：US17220803

    申请日：2021-04-01

    Applicant: AUTODESK, INC.

    Inventor： Damon Lau ,  David Benjamin ,  James Stoddart ,  Lorenzo Villaggi ,  Dale Zhao

    IPC: G06F30/17 ,  G06F30/13 ,  G06F30/20

    Abstract: Techniques are disclosed for designing manufacturing facilities. A design application imports a computer-aided design (CAD) model and metadata associated with a manufacturing facility to generate a data set that specifies geometric and manufacturing constraints of the manufacturing facility. The design application performs optimization operations based on the data set to identify one or more high-performing designs that assign components to docks in the manufacturing facility. The optimization operations can include genetic optimization operations that generate multiple generations of designs, each of which is evaluated based on a travel distance, congestion, and number of turns associated with paths traversed by components for the design.

    COMPUTER-IMPLEMENTED METHOD FOR SPACE FRAME DESIGN, SPACE FRAME CONSTRUCTION KIT AND SPACE FRAME
    9.
    发明申请
    COMPUTER-IMPLEMENTED METHOD FOR SPACE FRAME DESIGN, SPACE FRAME CONSTRUCTION KIT AND SPACE FRAME 审中-公开

    公开(公告)号：US20200226303A1

    公开(公告)日：2020-07-16

    申请号：US16831671

    申请日：2020-03-26

    Applicant: AUTODESK, INC.

    Inventor： David Benjamin ,  Danil NAGY ,  Damon Lau ,  Dale Zhao

    IPC: G06F30/17 ,  B64C1/08 ,  B64D11/00 ,  B64F5/00 ,  B33Y80/00

    Abstract: A computer-implemented method for space frame design involves constructing a load stress map in a geometrical boundary representation of a design space, defining attachment points and load application points in the design space, creating a starting network of interconnecting lines between each two of the attachment points and load application points in the design space, assigning load application factors to each line of the starting network of interconnecting lines based on values of the load stress map, generating potential space frame designs by culling different subsets of lines of the starting network of interconnecting lines for each potential space frame design according to variable culling parameters, evaluating the potential space frame designs with respect to optimization parameters, combining the culling parameters for the potential space frame designs the performance score of which is above a predefined performance threshold, and iterating the steps of generating potential space frame designs and evaluating the potential space frame designs on the basis of the combined culling parameters.

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