000 03580nlm1a2200421 4500
001 663237
005 20231030041847.0
035 _a(RuTPU)RU\TPU\network\34406
090 _a663237
100 _a20210202a2020 k y0engy50 ba
101 0 _aeng
102 _aUS
135 _adrcn ---uucaa
181 0 _ai
182 0 _ab
200 1 _aGPU-accelerated ray-casting for 3D fiber orientation analysis
_fR. Shkarin, S. N. Shkarina, V. Weinhardt [et al.]
203 _aText
_celectronic
300 _aTitle screen
320 _a[References: 62 tit.]
330 _aOrientation analysis of fibers is widely applied in the fields of medical, material and life sciences. The orientation information allows predicting properties and behavior of materials to validate and guide a fabrication process of materials with controlled fiber orientation. Meanwhile, development of detector systems for high-resolution non-invasive 3D imaging techniques led to a significant increase in the amount of generated data per a sample up to dozens of gigabytes. Though plenty of 3D orientation estimation algorithms were developed in recent years, neither of them can process large datasets in a reasonable amount of time. This fact complicates the further analysis and makes impossible fast feedback to adjust fabrication parameters. In this work, we present a new method for quantifying the 3D orientation of fibers. The GPU implementation of the proposed method surpasses another popular method for 3D orientation analysis regarding accuracy and speed. The validation of both methods was performed on a synthetic dataset with varying parameters of fibers. Moreover, the proposed method was applied to perform orientation analysis of scaffolds with different fibrous micro-architecture studied with the synchrotron ?CT imaging setup. Each acquired dataset of size 600x600x450 voxels was analyzed in less 2 minutes using standard PC equipped with a single GPU.
461 _tPLoS One
463 _tVol. 15, iss. 7
_v[e0236420; 16 p.]
_d2020
610 1 _aэлектронный ресурс
610 1 _aтруды учёных ТПУ
610 1 _aбиоматериалы
610 1 _aориентация
610 1 _aволокна
701 1 _aShkarin
_bR.
_gRoman
701 1 _aShkarina
_bS. N.
_cspecialist in the field of material science
_cResearch Engineer of Tomsk Polytechnic University
_f1989-
_gSvetlana Nikolaevna
_2stltpush
_3(RuTPU)RU\TPU\pers\42498
701 1 _aWeinhardt
_bV.
_gVenera
701 1 _aSurmenev
_bR. A.
_cphysicist
_cAssociate Professor of Tomsk Polytechnic University, Senior researcher, Candidate of physical and mathematical sciences
_f1982-
_gRoman Anatolievich
_2stltpush
_3(RuTPU)RU\TPU\pers\31885
701 1 _aSurmeneva
_bM. A.
_cspecialist in the field of material science
_cengineer-researcher of Tomsk Polytechnic University, Associate Scientist
_f1984-
_gMaria Alexandrovna
_2stltpush
_3(RuTPU)RU\TPU\pers\31894
701 1 _aShkarin
_bA.
_gAndrei
701 1 _aMikut
_bR.
_gRalf
712 0 2 _aНациональный исследовательский Томский политехнический университет
_bИсследовательская школа химических и биомедицинских технологий
_bНаучно-исследовательский центр "Физическое материаловедение и композитные материалы"
_h8209
_2stltpush
_3(RuTPU)RU\TPU\col\24957
801 2 _aRU
_b63413507
_c20210202
_gRCR
856 4 _uhttps://doi.org/10.1371/journal.pone.0236420
942 _cCF