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Optimisation of Technological Processes by Solving Inverse Problem through Block-Wise-Transform-Reduction Method Using Open Architecture Sensor Platform

cris.lastimport.scopus2024-09-19T01:30:50Z
dc.abstract.enThis paper presents an open architecture for a sensor platform for the processing, collection, and image reconstruction from measurement data. This paper focuses on ultrasound tomography in block-wise-transform-reduction image reconstruction. The advantage of the presented solution, which is part of the project “Next-generation industrial tomography platform for process diagnostics and control”, is the ability to analyze spatial data and process it quickly. The developed solution includes industrial tomography, big data, smart sensors, computational intelligence algorithms, and cloud computing. Along with the measurement platform, we validate the methods that incorporate image compression into the reconstruction process, speeding up computation and simplifying the regularisation of solving the inverse tomography problem. The algorithm is based on discrete transformation. This method uses compression on each block of the image separately. According to the experiments, this solution is much more efficient than deterministic methods. A feature of this method is that it can be directly incorporated into the compression process of the reconstructed image. Thus, the proposed solution allows tomographic sensor-based process control, multidimensional industrial process control, and big data analysis.
dc.affiliationTransportu i Informatyki
dc.contributor.authorKonrad Kania
dc.contributor.authorTomasz Rymarczyk
dc.contributor.authorMariusz Mazurek
dc.contributor.authorSylwia Skrzypek-Ahmed
dc.contributor.authorMirosław Guzik
dc.contributor.authorPiotr Oleszczuk
dc.date.accessioned2024-05-10T09:43:29Z
dc.date.available2024-05-10T09:43:29Z
dc.date.issued2021
dc.identifier.doi10.3390/en14248295
dc.identifier.issn1996-1073
dc.identifier.urihttps://repo.akademiawsei.eu/handle/item/323
dc.languageen
dc.pbn.affiliationinformation and communication technology
dc.relation.ispartofEnergies
dc.rightsCC-BY
dc.subject.enbig data
dc.subject.eninverse problem
dc.subject.eninternet of things
dc.subject.encloud computing
dc.subject.enquality of experience
dc.subject.enoptimisation
dc.subject.enultrasound tomography
dc.titleOptimisation of Technological Processes by Solving Inverse Problem through Block-Wise-Transform-Reduction Method Using Open Architecture Sensor Platform
dc.typeReviewArticle
dspace.entity.typePublication
oaire.citation.issue24
oaire.citation.volume14