首页|Rapid construction of 4D high-quality microstructural image for cement hydration using partial information registration

Rapid construction of 4D high-quality microstructural image for cement hydration using partial information registration

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Studying on the microstructural evolution of cement paste during hydration is of considerable significance for understanding its mechanism and designing such material in cement industry. With the use of microtomography and image registration, the four-dimensional (4D) microstructure of cement paste can be captured, thereby assisting material scientists in studying the hydration process in situ . However, as a challenging task, the construction of high-quality 4D microstructural image is remarkably impeded by image size, isotropy, and homogeneity. This paper proposes an image processing framework to construct 4D high quality microstructural image rapidly for cement hydration. This framework improves and accelerates microstructural image registration and enhancement by using bias field correction, temporal intensity calibration and fast image registration. Additionally, a partial information registration method adopting partial information on the spatial and phased scales, is proposed to improve the registration speed and accuracy. Furthermore, a multi-factor multi-layer particle swarm optimization is proposed to improve the optimization in registration. Experimental results indicate that the 4D high quality microstructural image can be constructed rapidly with promising precision. (c) 2021 Elsevier Ltd. All rights reserved.

Cement hydrationRapid image constructionImage registrationParticle swarm optimizationMicrostructural temporal image sequencesSIMULATION

Zhang, Liangliang、Wang, Lin、Yang, Bo、Han, Yamin、Oh, Sung-Kwun、Niu, Sijie

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Univ Jinan

Univ Suwon

2022

Pattern Recognition

Pattern Recognition

EISCI
ISSN:0031-3203
年,卷(期):2022.124
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