CHA Xu-dong, LIU Lin-hui, BAI Lu, HAN Xiao-liang. Image recognition method of asphalt-aggregate ratio for asphalt mixture[J]. Journal of Traffic and Transportation Engineering, 2013, 13(1): 1-6. doi: 10.19818/j.cnki.1671-1637.2013.01.001
Citation: CHA Xu-dong, LIU Lin-hui, BAI Lu, HAN Xiao-liang. Image recognition method of asphalt-aggregate ratio for asphalt mixture[J]. Journal of Traffic and Transportation Engineering, 2013, 13(1): 1-6. doi: 10.19818/j.cnki.1671-1637.2013.01.001

Image recognition method of asphalt-aggregate ratio for asphalt mixture

doi: 10.19818/j.cnki.1671-1637.2013.01.001
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  • Author Bio:

    ZHA Xu-dong(1970-), male, professor, PhD, +86-731-85258249, xdzha@tom.com

  • Received Date: 2012-10-01
    Available Online: 2022-08-16
  • Publish Date: 2013-02-25
  • In order to verify the asphalt-aggregate ratio of asphalt mixture in a rapid and convenient way, the common asphalt mixture AC-13C was selected to shape standard Marshall specimens at different asphalt-aggregate ratios with compaction method. The specimens were cut horizontally, the digital photos of cross sections for asphalt mixture were photographed with a digital camera, and asphalt gray features were extracted by using image processing method. Analysis result shows that there is a typical double-peak distribution feature for the gray frequency distribution curve in the cross section image of asphalt mixture. The weighted probability density function of double-normal distribution is applied to fit the left peak semi-branch curve of gray frequency distribution, and the extracted asphalt gray features are obvious. There is a significant linear correlation between the obtained recognition asphalt contents and the practical asphalt-aggregate ratios, and the determination coefficient is more than 0.99. The absolute errors between the recognition asphalt-aggregate ratios of image recognition method and the practical asphalt-aggregate ratios are generally within ±0.1%. So the application of image processing technology is feasible to recognize the asphalt-aggregate ratio of asphalt mixture.

     

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  • [1]
    JTG F40—2004, 公路沥青路面施工技术规范[S].

    JTG F40—2004, technical specifications for construction of highway asphalt pavement[S]. (in Chinese).
    [2]
    徐鸥明, 韩森, 高世君, 等. 沥青含量对混合料疲劳极限特性的影响[J]. 交通运输工程学报, 2009, 9(6): 1-6. doi: 10.3969/j.issn.1671-1637.2009.06.001

    XU Ou-ming, HAN Sen, GAO Shi-jun, et al. Effect of asphalt content on fatigue limit for asphalt mixture[J]. Journal of Traffic and Transportation Engineering, 2009, 9(6): 1-6. (in Chinese). doi: 10.3969/j.issn.1671-1637.2009.06.001
    [3]
    JTG E20—2011, 公路工程沥青及沥青混合料试验规程[S].

    JTG E20—2011, standard test methods of bitumen and bituminous mixtures for highway engineering[S]. (in Chinese).
    [4]
    左文军. 实验室沥青含量检测能力的验证及评价[J]. 长安大学学报: 自然科学版, 2003, 23(5): 52-55, 66. doi: 10.3321/j.issn:1671-8879.2003.05.015

    ZUO Wen-jun. Laboratory testing ability for asphalt content[J]. Journal of Chang'an University: Natural Science Edition, 2003, 23(5): 52-55, 66. (in Chinese). doi: 10.3321/j.issn:1671-8879.2003.05.015
    [5]
    SHAHEED M S, TAREFDER R A, ZAMAN M. An alternate method to determine asphalt content of hot mix asphalt using volumetric properties[J]. Journal of Testing and Evaluation, 2004, 32(4): 322-333.
    [6]
    王瑞林, 柳音, 周进川. 离心抽提法测定SMA油石比的偏差分析[J]. 重庆交通大学学报: 自然科学版, 2009, 28(2): 228-230. https://www.cnki.com.cn/Article/CJFDTOTAL-CQJT200902017.htm

    WANG Rui-lin, LIU Yin, ZHOU Jin-chuan. Deviation analysis of extraction method in measuring asphalt-aggregate ratio of SMA[J]. Journal of Chongqing Jiaotong University: Natural Science, 2009, 28(2): 228-230. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-CQJT200902017.htm
    [7]
    HURLEY G C, PROWELL B D. Evaluation of infrared ignition furnace for determination of asphalt content[J]. Transportation Research Record, 2003(1861): 44-50.
    [8]
    周立平, 常颖, 张登峰. 燃烧炉法检测沥青混合料拌和质量在双通高速公路中的应用[J]. 建材世界, 2011, 32(1): 44-48. https://www.cnki.com.cn/Article/CJFDTOTAL-GWJK201101014.htm

    ZHOU Li-ping, CHANG Ying, ZHANG Deng-feng. Application of quality of asphalt mixture mixing detected by combustion furnace method in Shuang-Tong Expressway[J]. The World of Building Materials, 2011, 32(1): 44-48. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-GWJK201101014.htm
    [9]
    崔世举, 陈希军, 李明非. 中子法测量沥青含量[J]. 物理实验, 2003, 23(8): 13-15, 17. doi: 10.3969/j.issn.1005-4642.2003.08.004

    CUI Shi-ju, CHEN Xi-jun, LI Ming-fei. Measuring asphalt content by neutrons[J]. Physics Experimentation, 2003, 23(8): 13-15, 17. (in Chinese). doi: 10.3969/j.issn.1005-4642.2003.08.004
    [10]
    IDIRI Z, DEKALI K, BEDEK S, et al. An optimized setup for determining the bitumen content in asphalt concrete by the neutron reflection method[J]. Journal of Radioanalytical and Nuclear Chemistry, 2005, 265(1): 137-139. doi: 10.1007/s10967-005-0798-2
    [11]
    李永前. 沥青混合料中沥青含量测定方法浅析[J]. 公路, 2005(8): 357-360. doi: 10.3969/j.issn.0451-0712.2005.08.095

    LI Yong-qian. Analysis on testing methods for asphalt content in asphalt mixture[J]. Highway, 2005(8): 357-360. (in Chinese). doi: 10.3969/j.issn.0451-0712.2005.08.095
    [12]
    张倩, 孙红红. 基于MATLAB的沥青混合料内部空隙率测定与分析[J]. 公路交通科技, 2012, 29(6): 1-5. https://www.cnki.com.cn/Article/CJFDTOTAL-GLJK201206002.htm

    ZHANG Qian, SUN Hong-hong. Measurement and analysis of inner air voids of asphalt mixture based on MATLAB[J]. Journal of Highway and Transportation Research and Development, 2012, 29(6): 1-5. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-GLJK201206002.htm
    [13]
    LEE J R J, SMITH M L, SMITH L N. A new approach to the three-dimensional quantification of angularity using image analysis of the size and form of coarse aggregates[J]. Engineering Geology, 2007, 91(2/3/4): 254-264.
    [14]
    张肖宁, 李智, 虞将苗. 沥青混合料的体积组成及其数字图像处理技术[J]. 华南理工大学学报: 自然科学版, 2002, 30(11): 113-118. https://www.cnki.com.cn/Article/CJFDTOTAL-HNLG200211019.htm

    ZHANG Xiao-ning, LI Zhi, YU Jiang-miao. Evaluating the volumetric properties of asphalt mixtures with digital image processing technique[J]. Journal of South China University of Technology: Natural Science Edition, 2002, 30(11): 113-118. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-HNLG200211019.htm
    [15]
    沙爱民, 王超凡, 孙朝云. 一种基于图像的沥青混合料矿料级配检测方法[J]. 长安大学学报: 自然科学版, 2010, 30(5): 1-5. https://www.cnki.com.cn/Article/CJFDTOTAL-XAGL201005003.htm

    SHA Ai-min, WANG Chao-fan, SUN Zhao-yun. An imagebased mineral gradation measurement method of asphalt mix-ture[J]. Journal of Chang'an University: Natural Science Edition, 2010, 30(5): 1-5. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-XAGL201005003.htm
    [16]
    BRUNO L, PARLA G, CELAURO C. Image analysis for detecting aggregate gradation in asphalt mixture from planar images[J]. Construction and Building Materials, 2012, 28(1): 21-30.
    [17]
    汪海年, 李磊, 尤占平. 基于细观结构特征的沥青混合料空隙三维分布特征研究[J]. 武汉理工大学学报, 2012, 34(8): 61-67. https://www.cnki.com.cn/Article/CJFDTOTAL-WHGY201208014.htm

    WANG Hai-nian, LI Lei, YOU Zhan-ping. Characterization on the3Dair void spatial distribution based on the microstructure of asphalt mixture[J]. Journal of Wuhan University of Technology, 2012, 34(8): 61-67. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-WHGY201208014.htm
    [18]
    查旭东, 陈定. TLA改性沥青混合料AC-13C配合比及性能研究[J]. 长沙理工大学学报: 自然科学版, 2008, 5(3): 8-14. https://www.cnki.com.cn/Article/CJFDTOTAL-HNQG200803006.htm

    ZHA Xu-dong, CHEN Ding. Match ratio and performance for TLA modified asphalt mixture AC-13C[J]. Journal of Changsha University of Science and Technology: Natural Sci-ence, 2008, 5(3): 8-14. (in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-HNQG200803006.htm
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