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
  • [21] Coronary micro-computed tomography angiography in mice
    Sawall, Stefan
    Beckendorf, Jan
    Amato, Carlo
    Maier, Joscha
    Backs, Johannes
    Vande Velde, Greetje
    Kachelriess, Marc
    Kuntz, Jan
    SCIENTIFIC REPORTS, 2020, 10 (01)
  • [22] Exploring annelid anatomy using micro-computed tomography: A taxonomic approach
    Parapar, Julio
    Candas, Maria
    Cunha-Veira, Xela
    Moreira, Juan
    ZOOLOGISCHER ANZEIGER, 2017, 270 : 19 - 42
  • [23] Characterization of Filigree Additively Manufactured NiTi Structures Using Micro Tomography and Micromechanical Testing for Metamaterial Material Models
    Straub, Thomas
    Fell, Jonas
    Zabler, Simon
    Gustmann, Tobias
    Korn, Hannes
    Fischer, Sarah C. L.
    MATERIALS, 2023, 16 (02)
  • [24] Guidelines for Assessment of Bone Microstructure in Rodents Using Micro-Computed Tomography
    Bouxsein, Mary L.
    Boyd, Stephen K.
    Christiansen, Blaine A.
    Guldberg, Robert E.
    Jepsen, Karl J.
    Mueller, Ralph
    JOURNAL OF BONE AND MINERAL RESEARCH, 2010, 25 (07) : 1468 - 1486
  • [25] Visualization of rat tendon in three dimensions using micro-Computed Tomography
    Ditton, Destinee M.
    Marchus, Colin R.
    Bozeman, Aimee L.
    Martes, Alleyna C.
    Brumley, Michele R.
    Schiele, Nathan R.
    METHODSX, 2024, 12
  • [26] The investigation of morphometric parameters of aluminium foams using micro-computed tomography
    Olurin, OB
    Arnold, M
    Körner, C
    Singer, RF
    MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING, 2002, 328 (1-2): : 334 - 343
  • [27] Additively Manufactured Multi-Morphology Bone-like Porous Scaffolds: Experiments and Micro-Computed Tomography-Based Finite Element Modeling Approaches
    Noroozi, Reza
    Tatar, Farzad
    Zolfagharian, Ali
    Brighenti, Roberto
    Shamekhi, Mohammad Amin
    Rastgoo, Abbas
    Hadi, Amin
    Bodaghi, Mahdi
    INTERNATIONAL JOURNAL OF BIOPRINTING, 2022, 8 (03) : 40 - 53
  • [28] Porosity analysis of four bioceramic materials used for the repair of furcation perforations via micro-computed tomography
    Yalniz, Hatice
    Ziraman, Fatma Gul
    Oncu, Aysenur
    Celikten, Berkan
    DENTAL AND MEDICAL PROBLEMS, 2024, 61 (01) : 71 - 76
  • [29] Combining Structural and Electrochemical Analysis of Electrodes Using Micro-Computed Tomography and a Microfluidic Fuel Cell
    Jhong, Huei-Ru
    Brushett, Fikile R.
    Yin, Leilei
    Stevenson, Darren M.
    Kenis, Paul J. A.
    JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2012, 159 (03) : B292 - B298
  • [30] Micro-computed tomography analysis of tubular braided composites
    Melenka, Garrett W.
    Lepp, Eric
    Cheung, Benjamin K. O.
    Carey, Jason P.
    COMPOSITE STRUCTURES, 2015, 131 : 384 - 396