Acousto-optic material differentiation during water jet-guided laser cutting by applying a neural network

By applying a combination of statistical feature analysis and machine learning we demonstrate the feasibility of detecting different materials in a multi-material layered substrate based on optical and acoustic signatures during water jet-guided laser cutting.

Saved in:
Bibliographic Details
Published in2024 Conference on Lasers and Electro-Optics Pacific Rim (CLEO-PR) pp. 1 - 2
Main Authors Richter, Roland Axel, Disalvo, Luca, Ivas, Toni, Pandiyan, Vigneashwara, Zryd, Amedee, Hoffmann, Patrik, Shevchik, Sergey
Format Conference Proceeding
LanguageEnglish
Published IEEE 04.08.2024
Subjects
Feature extraction
Lasers and electrooptics
Machine learning
Neural networks
Optical computing
Optical materials
Water jet cutting
Online AccessGet full text

Cover

Abstract By applying a combination of statistical feature analysis and machine learning we demonstrate the feasibility of detecting different materials in a multi-material layered substrate based on optical and acoustic signatures during water jet-guided laser cutting.
AbstractList By applying a combination of statistical feature analysis and machine learning we demonstrate the feasibility of detecting different materials in a multi-material layered substrate based on optical and acoustic signatures during water jet-guided laser cutting.
Author Zryd, Amedee
Ivas, Toni
Richter, Roland Axel
Shevchik, Sergey
Pandiyan, Vigneashwara
Disalvo, Luca
Hoffmann, Patrik
Author_xml – sequence: 1
  givenname: Roland Axel
  surname: Richter
  fullname: Richter, Roland Axel
  email: roland.richter@empa.ch
  organization: Laboratory for advanced materials processing (LAMP), EMPA Thun,Thun,Switzerland
– sequence: 2
  givenname: Luca
  surname: Disalvo
  fullname: Disalvo, Luca
  organization: Synova SA,Duillier,Switzerland
– sequence: 3
  givenname: Toni
  surname: Ivas
  fullname: Ivas, Toni
  organization: Laboratory for advanced materials processing (LAMP), EMPA Thun,Thun,Switzerland
– sequence: 4
  givenname: Vigneashwara
  surname: Pandiyan
  fullname: Pandiyan, Vigneashwara
  organization: Laboratory for advanced materials processing (LAMP), EMPA Thun,Thun,Switzerland
– sequence: 5
  givenname: Amedee
  surname: Zryd
  fullname: Zryd, Amedee
  organization: Synova SA,Duillier,Switzerland
– sequence: 6
  givenname: Patrik
  surname: Hoffmann
  fullname: Hoffmann, Patrik
  organization: Laboratory for advanced materials processing (LAMP), EMPA Thun,Thun,Switzerland
– sequence: 7
  givenname: Sergey
  surname: Shevchik
  fullname: Shevchik, Sergey
  organization: Laboratory for advanced materials processing (LAMP), EMPA Thun,Thun,Switzerland
BookMark eNqFjk9rwjAYxuOYB-f8BjsE7-mSdGvMUUTZQdgY3iVr38q71aSkb5B-e1vQ807Pnx88PE_s0QcPjC2VzJSS9nWz336Kr-9CWqUzLfVbpmRhilVuJ2xhjV3l7zI3Wprigc20tUaYIc8YrsuQOgoitIQlPzuCiK7hFdY1RPCEjjB4XqWI_sQvI-e_QOKUsIKKN64bijIRjfin565tm370jntIcZjyQJcQ_57ZtHZNB4ubztnLbnvYfAgEgGMb8exif7y_zv_BVzshTGc
ContentType Conference Proceeding
DBID 6IE
6IL
CBEJK
RIE
RIL
DOI 10.1109/CLEO-PR60912.2024.10676839
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume
IEEE Xplore All Conference Proceedings
IEEE/IET Electronic Library (IEL)
IEEE Proceedings Order Plans (POP All) 1998-Present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE/IET Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
EISBN 9798350372076
EISSN 2997-7037
EndPage 2
ExternalDocumentID 10676839
Genre orig-research
GroupedDBID 6IE
6IL
CBEJK
RIE
RIL
ID FETCH-ieee_primary_106768393
IEDL.DBID RIE
IngestDate Wed Oct 02 05:56:41 EDT 2024
IsPeerReviewed false
IsScholarly false
Language English
LinkModel DirectLink
MergedId FETCHMERGED-ieee_primary_106768393
ParticipantIDs ieee_primary_10676839
PublicationCentury 2000
PublicationDate 2024-Aug.-4
PublicationDateYYYYMMDD 2024-08-04
PublicationDate_xml – month: 08
  year: 2024
  text: 2024-Aug.-4
  day: 04
PublicationDecade 2020
PublicationTitle 2024 Conference on Lasers and Electro-Optics Pacific Rim (CLEO-PR)
PublicationTitleAbbrev CLEO-PR
PublicationYear 2024
Publisher IEEE
Publisher_xml – name: IEEE
Score 3.866591
Snippet By applying a combination of statistical feature analysis and machine learning we demonstrate the feasibility of detecting different materials in a...
SourceID ieee
SourceType Publisher
StartPage 1
SubjectTerms Feature extraction
Lasers and electrooptics
Machine learning
Neural networks
Optical computing
Optical materials
Water jet cutting
Title Acousto-optic material differentiation during water jet-guided laser cutting by applying a neural network
URI https://ieeexplore.ieee.org/document/10676839
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1dS8MwFL24PfmkYsWPKXnwNV3btF37KGNjiM4hCnsb-biVKbQiKaK_3nysiqLgW0hIeklCz21zzgnAeVZizDgijVWCNK1kQYtcVlSJrBImPWAls3rn63k-u08vl9lyI1Z3WhhEdOQzDG3RneWrRrb2V9nQ2p3lBtF70BuVpRdrbYxE46gcjq8mN3RxmxsItBKrJA27Dt-uTnHIMd2BefdMTxh5ClstQvn-w47x30HtQvAl0iOLT_jZgy2s92F9Ic2nvG5oY14Fkph01O0w0t2Dov1KEK9OJK-2nTyipg_tWqEiJpc2FbJ1bGgi3og94LZKKMKJtb40Q9WeOB7AYDq5G8-ojXX17E0rVl2Y7AD6dVPjIZC4KGJZcB7llclLIimUSHJWRSPORlwm7AiCX4c4_qP-BLbtrDt6XDqAvn5p8dRAthZnbqk-AOLDnrs
link.rule.ids 310,311,783,787,792,793,799,27939,55088
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS4RAGP2o7VCniox-bDWHruOqo64eY9nFyrUlNtibOONnbAsaoUT99c2Ma1EUdJMRxw8-8T2d994AXHoh2ixDpHbuIHULEdDAFwXNuVdwSQ9YyJTfeZr40YN7s_AWa7O69sIgohafoakO9Vp-XolG_SobqLgzXyL6Jmx5ili0dq11lKhthYNRPL6js3tfgqAyWTmu2V3ybfMUjR2TXUi6u7aSkZXZ1NwU7z8CGf9d1h4YXzY9MvsEoH3YwPIAlldCfszXFa3ky0AQSUj1M0a6nVDqthek9SeSV3WePGFNH5tljjmRbFoOiEbroQl_I2qJW3mhSEZU-KWcqmyl4wb0J-P5KKKq1vS5ja1IuzLZIfTKqsQjIHYQ2CLIMssvJDOxBM-547PCGmZsmAmHHYPx6xQnf4xfwHY0n8ZpfJ3cnsKO6oAWy7l96NUvDZ5JAK_5uW7bB1w6ogg
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2024+Conference+on+Lasers+and+Electro-Optics+Pacific+Rim+%28CLEO-PR%29&rft.atitle=Acousto-optic+material+differentiation+during+water+jet-guided+laser+cutting+by+applying+a+neural+network&rft.au=Richter%2C+Roland+Axel&rft.au=Disalvo%2C+Luca&rft.au=Ivas%2C+Toni&rft.au=Pandiyan%2C+Vigneashwara&rft.date=2024-08-04&rft.pub=IEEE&rft.eissn=2997-7037&rft.spage=1&rft.epage=2&rft_id=info:doi/10.1109%2FCLEO-PR60912.2024.10676839&rft.externalDocID=10676839