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1. WO2020198023 - SYSTEM AND METHOD OF MACHINE LEARNING-BASED DESIGN AND MANUFACTURE OF EAR-DWELLING DEVICES

Publication Number WO/2020/198023
Publication Date 01.10.2020
International Application No. PCT/US2020/023902
International Filing Date 20.03.2020
IPC
H04R 25/00 2006.01
HELECTRICITY
04ELECTRIC COMMUNICATION TECHNIQUE
RLOUDSPEAKERS, MICROPHONES, GRAMOPHONE PICK-UPS OR LIKE ACOUSTIC ELECTROMECHANICAL TRANSDUCERS; DEAF-AID SETS; PUBLIC ADDRESS SYSTEMS
25Deaf-aid sets
A61B 5/07 2006.01
AHUMAN NECESSITIES
61MEDICAL OR VETERINARY SCIENCE; HYGIENE
BDIAGNOSIS; SURGERY; IDENTIFICATION
5Measuring for diagnostic purposes; Identification of persons
07Endoradiosondes
B33Y 10/00 2015.01
BPERFORMING OPERATIONS; TRANSPORTING
33ADDITIVE MANUFACTURING TECHNOLOGY
YADDITIVE MANUFACTURING, i.e. MANUFACTURING OF THREE-DIMENSIONAL OBJECTS BY ADDITIVE DEPOSITION, ADDITIVE AGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3D PRINTING, STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING
10Processes of additive manufacturing
B33Y 50/00 2015.01
BPERFORMING OPERATIONS; TRANSPORTING
33ADDITIVE MANUFACTURING TECHNOLOGY
YADDITIVE MANUFACTURING, i.e. MANUFACTURING OF THREE-DIMENSIONAL OBJECTS BY ADDITIVE DEPOSITION, ADDITIVE AGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3D PRINTING, STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING
50Data acquisition or data processing for additive manufacturing
H04R 1/10 2006.01
HELECTRICITY
04ELECTRIC COMMUNICATION TECHNIQUE
RLOUDSPEAKERS, MICROPHONES, GRAMOPHONE PICK-UPS OR LIKE ACOUSTIC ELECTROMECHANICAL TRANSDUCERS; DEAF-AID SETS; PUBLIC ADDRESS SYSTEMS
1Details of transducers
10Earpieces; Attachments therefor
H04R 25/02 2006.01
HELECTRICITY
04ELECTRIC COMMUNICATION TECHNIQUE
RLOUDSPEAKERS, MICROPHONES, GRAMOPHONE PICK-UPS OR LIKE ACOUSTIC ELECTROMECHANICAL TRANSDUCERS; DEAF-AID SETS; PUBLIC ADDRESS SYSTEMS
25Deaf-aid sets
02adapted to be supported entirely by ear
CPC
G06F 2113/22
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
2113Details relating to the application field
22Moulding
G06F 30/12
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
30Computer-aided design [CAD]
10Geometric CAD
12characterised by design entry means specially adapted for CAD, e.g. graphical user interfaces [GUI] specially adapted for CAD
G06F 30/27
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
30Computer-aided design [CAD]
20Design optimisation, verification or simulation
27using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
H04R 25/659
HELECTRICITY
04ELECTRIC COMMUNICATION TECHNIQUE
RLOUDSPEAKERS, MICROPHONES, GRAMOPHONE PICK-UPS OR LIKE ACOUSTIC ELECTROMECHANICAL TRANSDUCERS; DEAF-AID SETS; PUBLIC ADDRESS SYSTEMS
25Deaf-aid sets ; , i.e. electro-acoustic or electro-mechanical hearing aids; Electric tinnitus maskers providing an auditory perception
65Housing parts, e.g. shells, tips or moulds, or their manufacture
658Manufacture of housing parts
659Post-processing of hybrid ear moulds for customisation, e.g. in-situ curing
Applicants
  • LANTOS TECHNOLOGIES, INC. [US]/[US]
Inventors
  • GRENIER, John, Gerard
  • HECK, Patrick, G.
  • GREGORET, Lydia
  • CHEN, Xiaowei
  • ST. CYR, Joseph, O.
  • MACKEY, David
Agents
  • IRIZARRY, Stacey
  • MONOCELLO, John, A.
  • KULIKOWSKI, Konrad, J.
Priority Data
62/822,59022.03.2019US
Publication Language English (EN)
Filing Language English (EN)
Designated States
Title
(EN) SYSTEM AND METHOD OF MACHINE LEARNING-BASED DESIGN AND MANUFACTURE OF EAR-DWELLING DEVICES
(FR) SYSTÈME ET PROCÉDÉ DE CONCEPTION ET DE FABRICATION BASÉES SUR L'APPRENTISSAGE AUTOMATIQUE DE DISPOSITIFS DE LOGEMENT À L'OREILLE
Abstract
(EN)
A computer-implemented method to create a model used for fabrication of a device configured for placement in an anatomical cavity of a wearer may include first selecting training data and/or testing data by obtaining feedback and data for a plurality of devices fabricated for a plurality of subjects, wherein each of the plurality of devices are fabricated based on a three-dimensional scan of an anatomical cavity of one of the plurality of subjects. The training data set is used to train a machine learning model for transforming a three-dimensional scan of an anatomical cavity to a three-dimensional representation of a device for fabrication.
(FR)
L'invention concerne un procédé mis en oeuvre par ordinateur pour créer un modèle utilisé pour la fabrication d'un dispositif configuré pour un placement dans une cavité anatomique d'un porteur qui peut comprendre les étapes suivantes consistant à : sélectionner d'abord des données d'apprentissage et/ou des données de test en obtenant une rétroaction et des données pour une pluralité de dispositifs fabriqués pour une pluralité de sujets, chacun de la pluralité de dispositifs étant fabriqué sur la base d'un balayage tridimensionnel d'une cavité anatomique d'un sujet de la pluralité de sujets. L'ensemble de données d'apprentissage est utilisé pour entraîner un modèle d'apprentissage automatique pour transformer un balayage tridimensionnel d'une cavité anatomique en une représentation tridimensionnelle d'un dispositif pour la fabrication.
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