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Application of neural reconstruction of tomographic images in the problem of reliability of flood protection facilities

cris.lastimport.scopus2024-09-18T01:31:30Z
dc.abstract.enThe article presents an innovative concept of enhancing the flood embankments and landfills monitoring. The key advantage of such a solution is to obtain a more detailed distribution of components within a flood barrier. It leads to more early and sufficient threat detection, considering the exploitation of the building, thus - a vast enhancement of an embankment’s performance. The method is based on implementing a neural system, composed of a number of parallelly-working neural networks. Each of them generate a singular point of final output view. By implementing such monitoring measures it is possible to successfully reconstruct two-and-three dimensional models of flood barriers and dams - including possible breaches and damages within its inner structure. An important advantage of such a solution is the possibility of replacing the systems that monitor hydrotechnical facilities pixel-by- pixel by neural imaging. The performed research leads to solving the problem of low resolution of such images. As this problem was of crucial value to tomographic imaging method, it was a main obstacle to the development of neural reconstruction method. Moreover, as the results may be obtained in real-time and at various levels, these new functionalities stand out in comparison to currently used methods for monitoring protective banks.
dc.affiliationTransportu i Informatyki
dc.contributor.authorT. Rymarczyk
dc.contributor.authorG. Kłosowski
dc.date.accessioned2024-05-09T08:48:22Z
dc.date.available2024-05-09T08:48:22Z
dc.date.issued2018
dc.identifier.doi10.17531/ein.2018.3.11
dc.identifier.issn1507-2711
dc.identifier.issn2956-3860
dc.identifier.urihttps://repo.akademiawsei.eu/handle/item/299
dc.languageen
dc.pbn.affiliationinformation and communication technology
dc.relation.ispartofEksploatacja i Niezawodność – Maintenance and Reliability
dc.rightsCC-BY-SA
dc.subject.enelectric tomography
dc.subject.enflood embankments and landfills
dc.subject.enhydrotechnical facilities exploitation
dc.subject.enneural networks
dc.subject.ennumerical methods.
dc.titleApplication of neural reconstruction of tomographic images in the problem of reliability of flood protection facilities
dc.typeReviewArticle
dspace.entity.typePublication
oaire.citation.issue3
oaire.citation.volume20