Classifying condition of ultra-high-molecular-weight polyethylene ropes with wide-angle X-ray scattering

نویسندگان

چکیده

Ropes of ultra-high-molecular-weight polyethylene (UHMWPE) are replacing steel wires in many applications and nondestructive testing to monitor their condition is scientific commercial interest. In this work, wide-angle X-ray scattering (WAXS) combined with linear discriminant analysis (LDA) proposed as classification method distinguish between healthy damaged UHMWPE ropes. Healthy (as produced, after pre-stretching) (in-field use) ropes (⌀=22mm) have been analyzed using synchrotron radiation. Firstly, it demonstrated that scans can be distinguished 100% cross-validated test accuracy LDA; shown both the input data consisting pre-processed 1D WAXS physical parameters retrieved by fitting data. Secondly, performance similar two forms noise could increased a factor three while maintaining across all cross-validation folds.

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ژورنال

عنوان ژورنال: Polymer Testing

سال: 2022

ISSN: ['1873-2348', '0142-9418']

DOI: https://doi.org/10.1016/j.polymertesting.2022.107524