Multiscale porosity characterization in additively manufactured polymer nanocomposites using micro-computed tomography

被引:5
|
作者
Satapathy, Yashas [1 ]
Nikitin, Viktor [2 ]
Hana, John [3 ]
Venkatesan, Karthik Rajan [3 ]
Tran, Felix [3 ]
Chen, Si [3 ]
Shevchenko, Pavel [2 ]
De Carlo, Francesco [2 ]
Kettimuthu, Rajkumar [1 ]
Zekriardehani, Shahab [3 ]
Mapkar, Javed [3 ]
Krishnamurthy, Ajay [3 ]
Tekawade, Aniket [1 ]
机构
[1] Argonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
[2] Argonne Natl Lab, Adv Photon Source, 9700 S Cass Ave, Lemont, IL 60439 USA
[3] Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USA
关键词
Polymer; Nanocomposite; Porosity; 3D printing; X-ray tomography; Laminography; Reconstruction; Segmentation; MECHANICAL-PROPERTIES; RAY;
D O I
10.1016/j.addma.2024.104199
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Extrusion-based additive manufacturing (AM) of polymer composites exhibits complex thermally driven phenomena that introduce severe discontinuities in the internal structure across length scales, especially voids or porosity. This study utilizes a high-throughput porosity characterization technique to analyze large datasets from numerous micro-computed tomography (mu CT) scans to capture the influence of AM print parameters on the size, shape, and location of porosity across multiple print layers (up to a few cm) on fused granular fabrication (FGF) printers. The materials investigated include nanocomposite formulations based on commercially relevant nylon-12 and polyether ketone ketone (PEKK) materials comprising nano- or micro- sized fillers. The estimated global porosity follows an inverse linear correlation against the bulk density of the printed samples. Increasing the extrusion multiplier (EM) and the nozzle temperature while decreasing the print speeds reduces the global porosity. Outlier analyses (local porosity morphology) show that faster print speeds and higher extrusion rates result in long, slender inter-layer voids, while lower nozzle temperatures lead to large, symmetrical, inter-bead voids (at the bead junction). Lack of active chamber temperature increases inter-layer and intra-bead voids with a two-fold increase in global porosity. Overall, the micro filler-reinforced composites exhibit higher global porosity than nanofiller-reinforced composites, which is attributed to the increased mismatch in the thermal expansion coefficient between the filler and the polymers used in the study.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Novel experimental and multiscale study of additively manufactured ABS-carbon nanotubes nanocomposites
    Sheikh, Taha
    Behdinan, Kamran
    APPLIED MATERIALS TODAY, 2023, 35
  • [42] Micro-computed tomography assessment of bone structure in aging mice
    Shim, Junbo
    Iwaya, Chihiro
    Ambrose, Catherine G.
    Suzuki, Akiko
    Iwata, Junichi
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [43] INVESTIGATION OF LIQUID WATER CONTENT OF A COMPRESSED PEMFC GDL USING MICRO-COMPUTED TOMOGRAPHY
    Yip, Ronnie
    Bazylak, Aimy
    PROCEEDINGS OF THE ASME 10TH FUEL CELL SCIENCE, ENGINEERING, AND TECHNOLOGY CONFERENCE, 2012, 2012, : 473 - 477
  • [44] Characterization of the Microstructure of the Cement-Rock Interface Using Environmental Scanning Electron Microscopy and Micro-Computed Tomography Scan
    Yang, Xinxiang
    Kuru, Ergun
    Gingras, Murray
    Iremonger, Simon
    Biddle, Sara
    Lin, Zichao
    SPE JOURNAL, 2021, 26 (06): : 3742 - 3759
  • [45] Measuring Bone Volume at Multiple Densities by Micro-computed Tomography
    Walker, Emma C.
    McGregor, Narelle E.
    Chan, Audrey S. M.
    Sims, Natalie A.
    BIO-PROTOCOL, 2021, 11 (01):
  • [46] Micro-computed tomography characterization of tissue engineering scaffolds: effects of pixel size and rotation step
    Cengiz, Ibrahim Fatih
    Oliveira, Joaquim Miguel
    Reis, Rui L.
    JOURNAL OF MATERIALS SCIENCE-MATERIALS IN MEDICINE, 2017, 28 (08)
  • [47] CHARACTERIZATION OF AIR ENTRAINED CONCRETE POROSITY USING X-RAY COMPUTED MICRO TOMOGRAPHY IMAGE ANALYSIS
    Razakamandimby, D. F. Tiana
    Park, Kyoungsoo
    BRITTLE MATRIX COMPOSITES 12, 2019, : 139 - 146
  • [48] Self-assembled micro-computed tomography for dental education
    Liao, Che-Wei
    Fuh, Lih-Jyh
    Shen, Yen-Wen
    Huang, Heng-Li
    Kuo, Chih-Wei
    Tsai, Ming-Tzu
    Hsu, Jui-Ting
    PLOS ONE, 2018, 13 (12):
  • [49] Micro-computed tomography and microdissection of the temporal bone of tree shrews
    Xie Lihong
    Li Heng
    Gyanwali, Bibek
    Zhu Meichan
    Zhu Kaiquan
    Sun Kai
    Tang Anzhou
    ANNALS OF ANATOMY-ANATOMISCHER ANZEIGER, 2016, 208 : 69 - 77
  • [50] Permeability upscaling in complex carbonate samples using textures of micro-computed tomography images
    Jouini, Mohamed Soufiane
    AlSumaiti, Ali
    Tembely, Moussa
    Hjouj, Fawaz
    Rahimov, Khurshed
    INTERNATIONAL JOURNAL OF MODELLING AND SIMULATION, 2020, 40 (04) : 245 - 259