Digital Twin for Training Set Generation for Unexploded Ordnance Classification

Uproszczony widok
dc.contributor.authorŚciegienka, Piotr
dc.contributor.authorBlachnik, Marcin
dc.date.accessioned2023-09-21T12:39:54Z
dc.date.available2023-09-21T12:39:54Z
dc.date.issued2023
dc.description.abstractThe use of machine learning methods for unexploded ordnance (UXO) detection and classification is very limited. This limitation derives from the lack of representative and enough large training data. To overcome this issue we propose a construction of a digital twin where UXO and non-UXO objects are represented using mathematical models in a simulated Earth magnetic field. The use of digital twins allows for simulating and collecting a large training set which can be used for training machine learning models. In the conducted research we discuss obtained results and point out several of the detected problems.en_EN
dc.identifier.citationŚciegienka P., Blachnik M., Digital Twin for Training Set Generation for Unexploded Ordnance Classification. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 163-164, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.24.
dc.identifier.doi10.34658/9788366741928.24
dc.identifier.isbn978-83-66741-92-8
dc.identifier.urihttp://hdl.handle.net/11652/4800
dc.identifier.urihttps://doi.org/10.34658/9788366741928.24
dc.language.isoenen_EN
dc.page.numbers. 163-164
dc.publisherWydawnictwo Politechniki Łódzkiejpl_PL
dc.publisherLodz University of Technology Pressen_EN
dc.relation.ispartofWojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.
dc.rightsDla wszystkich w zakresie dozwolonego użytkupl_PL
dc.rightsFair use conditionen_EN
dc.rights.licenseLicencja PŁpl_PL
dc.rights.licenseLUT Licenseen_EN
dc.subjectmachine learningen_EN
dc.subjectartificial intelligenceen_EN
dc.subjectUXOen_EN
dc.subjectunexploded ordnanceen_EN
dc.subjectuczenie maszynowepl_PL
dc.subjectsztuczna inteligencjapl_PL
dc.subjectUXOpl_PL
dc.subjectniewybuchpl_PL
dc.titleDigital Twin for Training Set Generation for Unexploded Ordnance Classificationen_EN
dc.typeRozdział - monografiapl_PL
dc.typeChapter - monographen_EN

Pliki

Oryginalne pliki
Teraz wyświetlane 1 - 1 z 1
Brak miniatury
Nazwa:
24. Digital_twin_training_Sciegienka_Blachnik_2023.pdf
Rozmiar:
143.69 KB
Format:
Adobe Portable Document Format
Opis:
Pobierz
Licencja
Teraz wyświetlane 1 - 1 z 1
Brak miniatury
Nazwa:
license.txt
Rozmiar:
1.71 KB
Format:
Item-specific license agreed upon to submission
Opis:
Pobierz

Kolekcje

Rozdziały