Micromechanical Investigation of Sands Using Machine Learning Methods

Project: Research

Research Output

  1. 2024
  2. Published

    Deep transfer learning-aided constitutive modelling of granular soils considering out-of-range particle morphology

    Xiong, W. & Wang, J., Feb 2024, In: Tunnelling and Underground Space Technology. 144, 105547.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  3. 2023
  4. Online published

    Matching of crushed highly decomposed granite particles using 3D SHOT descriptors

    ZHU, Z. & WANG, J., 9 Nov 2023, (Online published) In: Geotechnique. 13 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  5. Published

    Quantifying the morphology of crushed sand particles using X-ray micro-tomography

    Wu, M., Lu, J., Li, X., Pan, S., Wang, J. & Yin, Z., Nov 2023, In: Granular Matter. 25, 4, 80.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  6. Published
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  7. Published

    Data-driven constitutive modelling of granular soils considering multiscale particle morphology

    Xiong, W., Wang, J. & Wu, M., Oct 2023, In: Computers and Geotechnics. 162, 105699.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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  8. Online published

    Exploring particle breakage in sand under triaxial shearing using combined X-ray tomography and particle tracking method

    Wu, M. & Wang, J., 19 Jun 2023, (Online published) In: Geotechnique.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
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  9. Published

    Constitutive modelling of idealised granular materials using machine learning method

    Wu, M., Xia, Z. & Wang, J., Apr 2023, In: Journal of Rock Mechanics and Geotechnical Engineering. 15, 4, p. 1038-1051

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 8
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  10. Published

    Effect of morphological gene mutation and decay on energy dissipation behaviour of granular soils

    XIONG, W., ZHANG, Q. & WANG, J., Apr 2023, In: Journal of Zhejiang University: Science A. 24, 4, p. 303–318

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
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  11. Online published

    A machine learning-based strategy for experimentally estimating force chains of granular materials using X-ray micro-tomography

    CHENG, Z., WANG, J. & XIONG, W., 16 Feb 2023, (Online published) In: Geotechnique. 13 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 7
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  12. Published

    DEM modeling of mini-triaxial test on soil-rock mixture considering particle shape effect

    Wu, M., Zhou, F. & Wang, J., Jan 2023, In: Computers and Geotechnics. 153, 105110.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 31
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  13. Published

    Pattern recognition of quartz sand particles with PointConv network

    Zhu, Z., Wang, J. & Wu, M., Jan 2023, In: Computers and Geotechnics. 153, 105061.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 3
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  14. 2022
  15. Online published

    Effects of morphological gene decay and mutation on the micro-macro mechanical behaviors of granular soils

    XIONG, W., WANG, J. & WU, M., 11 Nov 2022, (Online published) In: Geotechnique. 19 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 7
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  16. Published

    Liquid-Repellent Surfaces

    Wang, T. & Wang, Z., 2 Aug 2022, In: Langmuir. 38, 30, p. 9073-9084

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 18
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  17. Published

    DEM simulation of particle crushing in a triaxial test considering the influence of particle morphology and coordination number

    Zhu, Z., Wang, J. & Wu, M., Aug 2022, In: Computers and Geotechnics. 148, 104769.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
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  18. Published

    考虑颗粒形状和破碎的胶结钙质砂力学行为离散元模拟研究

    程壮, 侯敏 & 王剑锋, 28 Jun 2022, In: 计算力学学报. 39, 3 (总第 194), p. 315-323

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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  19. Published

    DEM investigations of failure mode of sands under oedometric loading

    Wu, M., Wang, J. & Wu, F., Jun 2022, In: Advanced Powder Technology. 33, 6, 103599.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 13
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  20. Published

    Heterogeneous wettability and radiative cooling for efficient deliquescent sorbents-based atmospheric water harvesting

    Wang, Y., Gao, S., Zhong, H., Zhang, B., Cui, M., Jiang, M., Wang, S., & 1 othersWang, Z., 18 May 2022, In: Cell Reports Physical Science. 3, 5, 100879.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 35
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  21. Online published

    On the Tracking of Shelly Carbonate Sands Using Deep Learning

    WU, M., ZHOU, B. & WANG, J., 12 May 2022, (Online published) In: Geotechnique.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 4
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  22. Published

    Constitutive modelling of natural sands using a deep learning approach accounting for particle shape effects

    Wu, M. & Wang, J., May 2022, In: Powder Technology. 404, 117439.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 19
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  23. Published

    Particle shape effect on the shear banding in DEM-simulated sands

    Wu, M., Wu, F. & Wang, J., May 2022, In: Granular Matter. 24, 2, 48.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 18
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