Method of neural network construction for the simulation of physical systems

M Bompard, M Causse, F Masmoudi… - US Patent App. 17 …, 2021 - Google Patents
(57) ABSTRACT A method of construction of a feedforward neural network includes a step of
initialization of a neural network according to an initial topology, and at least one topological …

Geometrical Dimensionality Control in Optimization

N Gerzen, CBW Pedersen… - US Patent App. 17 …, 2021 - Google Patents
A computer-implemented method of automatically determining an optimized design for
manufacturing a real-world object includes: defining, in memory of a computer-based …

Multi-object positioning using mixture density networks

FG ZANJANI, A Behboodi, DHF Dijkman… - US Patent …, 2023 - Google Patents
Certain aspects of the present disclosure provide techniques for object positioning using
mixture density networks, comprising: receiving radio frequency (RF) signal data collected in …

Generating microstructures for materials based on machine learning models

W Teskey - US Patent App. 17/553,524, 2023 - Google Patents
US20230196629A1 - Generating microstructures for materials based on machine learning
models - Google Patents US20230196629A1 - Generating microstructures for materials …

Machine learning approach for fatigue life prediction of additive manufactured components accounting for localized material properties

N Lammens - US Patent 11,586,161, 2023 - Google Patents
US11586161B2 - Machine learning approach for fatigue life prediction of additive
manufactured components accounting for localized material properties - Google Patents …

Machine learning techniques for generating designs for three-dimensional objects

R Zhang, M Fabian, NA Ebot, LM Taylor - US Patent 11,468,634, 2022 - Google Patents
In various embodiments, a topology optimization application solves a topology optimization
problem associated with designing a three-dimensional (“3D”) object. The topology …

Techniques for training a machine learning model to modify portions of shapes when generating designs for three-dimensional objects

R Zhang, M Fabian, EE Ndip-Agbor… - US Patent 11,694,415, 2023 - Google Patents
In various embodiments, a training application trains a machine learning model to modify
portions of shapes when designing 3D objects. The training application converts first …

System and method for simulation-assisted additive manufacturing involving estimating anisotropic deformation

KIM Seokpum, AA Hassen, JM Lindahl… - US Patent …, 2023 - Google Patents
A simulation-assisted additive manufacturing system and method for generating an
anisotropic compensation to account for non-uniform deformation due to additive …

Method and device for operating a laser material processing machine

AK Dais, A Kroschel, A Ilin, A Michalowski… - US Patent …, 2024 - Google Patents
A computer-implemented method for operating a laser material processing machine. An
estimated result is ascertained as a function of predefined process parameters, which …

Weight assignment for fusion of prognostic estimators

KF Goebel - US Patent 11,669,760, 2023 - Google Patents
G06Q 10/20 (202301) future damage estimates for the component. The system (() 6N 7/() 2
(200601) detects damage to the component and estimates the magni-(() 6N 2 ()/()()(201901) …