TY - JOUR A1 - Reuter, T. A1 - Plotzki, David A1 - Borges de Oliveira, F. A1 - Wohlgemuth, F. A1 - Bauer, F. A1 - Ballach, F. A1 - Kimmig, W. A1 - Wagner, G. A1 - Watzl, C. A1 - Weiß, D. A1 - Hausotte, T. T1 - Numerical measurement uncertainty evaluation for X-ray computed tomography using simulations – A first approach to build a digital twin N2 - The ability of industrial X-ray computed tomography (CT) to scan an object with several internal and external features at once causes increasing adoption in dimensional metrology. In order to evaluate the quality of a measurement value, the task-specific measurement uncertainty has to be determined. Currently, VDI/VDE 2630 part 2.1 gives a guideline to determine the uncertainty of CT measurements experimentally by conducting repeated measurements. This is costly and time-consuming. Thus, the aim is to determine the task-specific measurement uncertainty numerically by simulations (e. g. according to the guide to expression of uncertainty in measurement (GUM) Supplement 1). To achieve that, a digital twin is necessary. This contribution presents a simple first approach how a digital twin can be built. In order to evaluate this approach, a study comparing measurements and simulations of different real CT systems was carried out by determining the differences between the measurement results of the digital twin and of the measurement results of the real-world CT systems. The results have shown a moderate agreement between real and simulated data. To improve on this aspect, a standardized method to characterize CT systems and methods to implement CT parameters into the simulation with sufficient accuracy will be developed. N2 - Die industrielle Röntgencomputertomografie (CT) wird durch ihre Fähigkeit, ein Messobjekt mit unterschiedlichen inneren und äußeren Merkmalen auf einmal zu messen, immer häufiger auch in der dimensionellen Messtechnik eingesetzt. Um die Güte eines Messwertes beurteilen zu können, muss die aufgabenspezifische Messunsicherheit ermittelt werden. Mit der Richtlinie VDI/VDE 2630 Blatt 2.1 kann derzeit die aufgabenspezifische Messunsicherheit von CT-Messungen experimentell durch eine Vielzahl an Wiederholmessungen ermittelt werden. Diese Vorgehensweise ist allerdings kosten- und zeitintensiv. Daher wird die Bestimmung der aufgabenspezifischen Messunsicherheit numerisch durch Simulationen angestrebt (z. B. Leitfaden zur Angabe der Unsicherheit beim Messen (GUM) Supplement 1). Um dieses Ziel zu erreichen, ist es notwendig, einen Digitalen Zwilling von der Messung mit dem verwendeten CT-System zu erstellen. Dieser Beitrag stellt einen ersten Ansatz zur Erstellung eines Digitalen Zwillings vor. Um diesen anschließend zu testen, wurden in einem ersten Test mehrere CT-Scans auf verschiedenen Anlagen durchgeführt und anschließend anhand der verfügbaren Parameter simuliert. Um die Qualität des jeweiligen Digitalen Zwillings einschätzen zu können, wurden die Abweichungen der resultierenden Messwerte von ihren jeweiligen Sollwerten miteinander verglichen. Die Ergebnisse zeigten eine bedingte Übereinstimmung zwischen realen und simulierten Daten. Um diese zu verbessern, wird eine standardisierte Methode zur Charakterisierung der realen CT-Systeme angestrebt. Darüber hinaus sollten Methoden entwickelt werden, die Charakterisierungsparameter in einer Simulationsumgebung hinreichend genau umzusetzen. KW - Computed tomography KW - Measurement uncertainty KW - Simulation KW - Digital twin PY - 2022 DO - https://doi.org/10.1515/teme-2022-0025 SP - 1 EP - 16 PB - De Gruyter CY - Berlin AN - OPUS4-55428 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Reuter, T. A1 - Borges de Oliveira, F. A1 - Abt, Ch. A1 - Ballach, F. A1 - Bartscher, M. A1 - Bellon, Carsten A1 - Dennerlein, F. A1 - Fuchs, P. A1 - Günnewig, O. A1 - Hausotte, T. A1 - Hess, J. A1 - Kasperl, S. A1 - Maass, N. A1 - Kimmig, W. A1 - Schielein, R. A1 - von Schmid, M. A1 - Suppes, A. A1 - Wagner, G. A1 - Watzl, Ch. A1 - Wohlgemuth, F. T1 - Introduction to “Realistic Simulation of real CT systems with a basic-qualified Simulation Software - CTSimU2“ N2 - The lack of traceability to meter of X-ray Computed Tomography (CT) measurements still hinders a more extensive acceptance of CT in coordinate metrology and industry. To ensure traceable, reliable, and accurate measurements, the determination of the task-specific measurement uncertainty is necessary. The German guideline VDI/VDE 2630 part 2.1 describes a procedure to determine the measurement uncertainty for CT experimentally by conducting several repeated measurements with a calibrated test specimen. However, this experimental procedure is cost and effort intensive. Therefore, the simulation of dimensional measurement tasks conducted with X-ray computed tomography can close these drawbacks. Additionally, recent developments towards a resource and cost-efficient production (“smart factory”) motivate the need for a corresponding numerical model of a CT system (“digital twin”) as well. As there is no standardized procedure to determine the measurement uncertainty of a CT system by simulation at the moment, the project series CTSimU was initiated, aiming at this gap. Concretely, the goal is the development of a procedure to determine the measurement uncertainty numerically by radiographic simulation. The first project (2019-2022), "Radiographic Computed Tomography Simulation for Measurement Uncertainty Evaluation - CTSimU" developed a framework to qualify a radiographic simulation software concerning the correct simulation of physical laws and functionalities. The most important outcome was a draft for a new guideline VDI/VDE 2630 part 2.2, which is currently under discussion in the VDI/VDE committee. The follow-up project CTSimU2 "Realistic Simulation of real CT systems with a basic-qualified Simulation Software" will deal with building and characterizing a digital replica of a specific real-world CT system. The two main targets of this project will be a toolbox including methods and procedures to configure a realistic CT system simulation and to develop tests to check if this replica is sufficient enough. The result will be a draft for a follow-up VDI/VDE guideline proposing standardized procedures to determine a CT system's corresponding characteristics and test the simulation (copy) of a real-world CT system which we call a "digital twin". T2 - 12th Conference on Industrial Computed Tomography (iCT) 2023 CY - Fürth, Germany DA - 27.02.2023 KW - dXCT KW - X-ray computed tomography KW - Simulation PY - 2023 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-589204 DO - https://doi.org/10.58286/27715 VL - 28 IS - 3 SP - 1 EP - 5 PB - NDT.net AN - OPUS4-58920 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER -