MODELLING OPERATIONS ON FUNCTIONAL STRUCTURES

Patent №

US 11,636,395

Granted

2023-04-25

Filed 2020

Owner

DASSAULT SYSTEMES

Lab

AI components

2

ml · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16922911

The disclosure notably relates to a computer-implemented method for teaching a generative autoencoder. The generative autoencoder is configured to generate functional structures. A functional structure is a data structure representing a mechanical assembly of rigid parts and which includes a tree. Each leaf node represents a shape and positioning of a respective rigid part and a force exerted on the respective rigid part. Each non-leaf node with several children represents a mechanical link between sub-assemblies. Each sub-assembly is represented by a respective one of the several children. Each non-leaf node with a single child represents a duplication of the sub-assembly represented by the single child. The method includes obtaining a dataset including functional structures. The method further comprises teaching the generative autoencoder on the dataset. This constitutes an improved method for teaching a generative autoencoder configured for generating functional structures.

Machine learningPlanningG06N 20/00G06F 16/22G06N 3/045G06N 3/0455G06N 3/047G06N 3/0475G06N 3/08G06N 3/09+4 more

AI classification

Machine learning0.90
Planning0.50
AI hardware0.26
Knowledge representation0.24
Evolutionary computation0.03
Natural language0.01
Vision0.01
Speech0.00

Ownership

DASSAULT SYSTEMES

assignment · 544650678

Assignors

DUPONT DE DINECHIN, LOUIS

On an employer assignment, the assignors are typically the inventors.

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