Multiscale porosity characterization in additively manufactured polymer nanocomposites using micro-computed tomography
被引:5
|
作者:
Satapathy, Yashas
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Satapathy, Yashas
[1
]
Nikitin, Viktor
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Adv Photon Source, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Nikitin, Viktor
[2
]
Hana, John
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Hana, John
[3
]
Venkatesan, Karthik Rajan
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Venkatesan, Karthik Rajan
[3
]
Tran, Felix
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Tran, Felix
[3
]
Chen, Si
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Chen, Si
[3
]
Shevchenko, Pavel
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Adv Photon Source, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Shevchenko, Pavel
[2
]
De Carlo, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Adv Photon Source, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
De Carlo, Francesco
[2
]
Kettimuthu, Rajkumar
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Kettimuthu, Rajkumar
[1
]
Zekriardehani, Shahab
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Zekriardehani, Shahab
[3
]
Mapkar, Javed
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Mapkar, Javed
[3
]
Krishnamurthy, Ajay
论文数: 0引用数: 0
h-index: 0
机构:
Eaton Res Lab, Ctr Mat & Mfg, Polymer & Nanocomposite Grp, 26201 Northwestern Hwy, Southfield, MI 48076 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
Krishnamurthy, Ajay
[3
]
Tekawade, Aniket
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USAArgonne Natl Lab, Data Sci & Learning Div, 9700 S Cass Ave, Lemont, IL 60439 USA
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
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.