Combinations of X-ray Computed Tomography (XCT) scan times, from 30 s to 60 min, and voxel sizes, from 6 to 50 mu m, were investigated for their effect on the porosity measurements of a unidirectional carbon fibre epoxy composite volume. The sample had a total void volume of around 2%, which is typical of the tolerance expected in the aerospace industry. The volume contained localised voids that create sub-volumes with representative high (5%) and low (1%) porosity regions. The ability to detect small-size voids in the lower porosity regions decreased as the voxel size increased. Scan resolutions above 25 mu m resulted in a coarser segmentation and overestimation of the porosity due to the presence of partial volume effects. Scan times shorter than 2 min resulted in noisy images, requiring aggressive filtering that affected the segmentation of voids. Porosity segmentation was performed by thresholding and Deep Learning methods. Deep Learning segmentation was found to recognise noise better, providing more consistent and cleaner segmented data than thresholding. To capture micro-voids that contribute to porosity levels at the typical aerospace tolerance of 2%, scan parameters with a voxel size equal to or smaller than 25 mu m, scan times of 2 to 8 min, and deep learning segmentation were found to be the most promising. These shorter scan times can be used to increase the productivity of CT scanning for porosity or observing time-resolved events. The data provided here contributes to the body of knowledge studying X-ray hardware settings and optimising image segmentation.
机构:
Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
Bull, D. J.
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Sinclair, I.
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Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
Sinclair, I.
;
Spearing, S. M.
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Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
机构:
Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Lawrence Berkeley Natl Lab, Computat Res Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
de Siqueira, Alexandre Fioravante
;
Ushizima, Daniela M.
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Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Lawrence Berkeley Natl Lab, Computat Res Div, Berkeley, CA 94720 USA
Univ Calif San Francisco, Bakar Computat Hlth Sci Inst, San Francisco, CA 94143 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Ushizima, Daniela M.
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van der Walt, Stefan J.
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Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
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CNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Politecn Bari, Dept Civil Environm Land Bldg Engn & Chem DICATEC, Via Orabona 4, I-70126 Bari, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Dilonardo, E.
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Nacucchi, M.
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Res Ctr Brindisi, ENEA, Div Sustainable Mat, SS 7 Appia Km 706, I-72100 Brindisi, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Nacucchi, M.
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De Pascalis, F.
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Res Ctr Brindisi, ENEA, Div Sustainable Mat, SS 7 Appia Km 706, I-72100 Brindisi, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
机构:
Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
Bull, D. J.
;
Sinclair, I.
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机构:
Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
Sinclair, I.
;
Spearing, S. M.
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h-index: 0
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Univ Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, EnglandUniv Southampton, Fac Engn & Environm, Mat Res Grp, Southampton, Hants, England
机构:
Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Lawrence Berkeley Natl Lab, Computat Res Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
de Siqueira, Alexandre Fioravante
;
Ushizima, Daniela M.
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h-index: 0
机构:
Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Lawrence Berkeley Natl Lab, Computat Res Div, Berkeley, CA 94720 USA
Univ Calif San Francisco, Bakar Computat Hlth Sci Inst, San Francisco, CA 94143 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
Ushizima, Daniela M.
;
van der Walt, Stefan J.
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h-index: 0
机构:
Univ Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Berkeley Inst Data Sci, Berkeley, CA 94720 USA
机构:
CNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Politecn Bari, Dept Civil Environm Land Bldg Engn & Chem DICATEC, Via Orabona 4, I-70126 Bari, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Dilonardo, E.
;
Nacucchi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Res Ctr Brindisi, ENEA, Div Sustainable Mat, SS 7 Appia Km 706, I-72100 Brindisi, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy
Nacucchi, M.
;
De Pascalis, F.
论文数: 0引用数: 0
h-index: 0
机构:
Res Ctr Brindisi, ENEA, Div Sustainable Mat, SS 7 Appia Km 706, I-72100 Brindisi, ItalyCNR, Inst Crystallog IC, Via Amendola 122, I-70126 Bari, Italy