High-Throughput Calculation for Meso-Contact of Asphalt Mixture Skeleton

被引:1
|
作者
Tang C. [1 ]
Wang D. [1 ]
Yun D. [2 ,3 ]
Li H. [1 ]
Chen G. [1 ]
机构
[1] School of Civil Engineering and Transportation, South China University of Technology, Guangdong, Guangzhou
[2] School of Highway, Chang’an University, Shaanxi, Xi’an
[3] School of Automobile and Traffic Engineering, Wuhan University of Science and Technology, Hubei, Wuhan
关键词
asphalt mixture; contact points of skeleton; digital image processing; high-throughput calculation; high-throughput screening; materials genome; neighbor list method;
D O I
10.12141/j.issn.1000-565X.220514
中图分类号
学科分类号
摘要
In order to realize the high-throughput calculation of meso-contact for asphalt mixture skeleton, this paper firstly put forward two contact calculation methods, the neighbor list method and the improved window search method, and then four asphalt mixtures AC13, AC16, OGFC13 and SMA13 were used to compare the difference in calculation accuracy and efficiency among two new methods and exhaustive method, window search method and iPas software, and the range of image resolution that can achieve the balance of calculation speed and accuracy was investigated using virtual specimens. Finally, the applicability of the high throughput calculation method was verified. The results show that neighbor list method can avoid the redundant contact calculation of contact aggregate pairs with the exhaustive method, and the improved window search method can accomplish the purpose of a one loop sweep of the traditional window search method by morphological expansion processing. Neighbor list method, exhaustive method, window search method, improved window search method and iPas software have the same accuracy although there are differences in calculation principles. The order of computational efficiency of different calculation methods is: neighbor list method > exhaustive method > Improved window search method >iPas software > window search method. The decrease of image resolution will improve the speed of contact calculation but reduce the accuracy of contact point calculation results. Considering the requirements of both accuracy and efficiency, a balance of calculation speed and accuracy can be realized when the image resolution range is 0. 05~0. 075mm/pixel. The neighbor list method can effectively realize the high throughput characterization of meso-contact of asphalt mixture skeleton. © 2023 South China University of Technology. All rights reserved.
引用
收藏
页码:135 / 144
页数:9
相关论文
共 23 条
  • [1] National science and technology council. Materials genome initiative strategic plan [R]. Washington DC:Executive Office of the President of the United States, (2021)
  • [2] WANG Hong, XIANG Yong, XIANG Xiaodong, Materials genome enables research and development revolution [J], Science & Technology Review, 33, 10, pp. 13-19, (2015)
  • [3] Yiqiu TAN, Huijie LV, Huining XU, Application prospect of material genetics idea in asphalt pavement materials, Transport Research, 6, 5, pp. 2-12, (2020)
  • [4] XING Chao, TAN Yiqiu, ZHANG Kai, Review and prospect of genetic characteristics of asphalt mixture based on material genome method [J], China Journal of Highway and Transport, 33, 10, pp. 76-90, (2020)
  • [5] WANG Hong, XIANG Xiaodong, ZHANG Lanting, Data + AI:the core of materials genomic engineering [J], Science & Technology Review, 36, 14, pp. 15-21, (2018)
  • [6] SEFIDMAZGI N R, Internal structure characterization of asphalt mixtures for rutting performance using imaging analysis [J].Road Materials and Pavement Design, 13, S1, pp. 21-37, (2012)
  • [7] SHI Liwan, WANG Duanyi, Evaluation indexes of asphalt mixture main skeleton based on digital image processing [J], China Journal of Highway and Transport, 30, 5, pp. 52-58, (2017)
  • [8] DONG Q, Investigation of the internal structure change of two-layer asphalt mixtures during the wheel tracking test based on 2D image analysis [J], Construction and Building Materials, 209, pp. 66-76, (2019)
  • [9] NIU Dongyu, XIE Xiwang, NIU Yanhui, Influence of contact parameters of coarse aggregate on damage evolution of asphalt mixture [J], China Journal of Highway and Transport, 33, 10, pp. 201-209, (2020)
  • [10] Aggregate structure characterisation of asphalt mixtures using two-dimensional image analysis, Road Materials and Pavement Design, 13, 3, pp. 433-454, (2012)