Multiscale Machine Learning of Subsurface Stratigraphy from Limited Site-specific Measurements and Prior Geological Knowledge using Iterative Convolutional Neural Networks (CNN)
Project: Research
Research Output
- 2024
- Published
Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network
Wang, Y., Shi, C., Shi, J. & Lu, H., Dec 2024, In: Acta Geotechnica. 19, 12, p. 8051–8069 19 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
An ensemble learning paradigm for subsurface stratigraphy from sparse measurements and augmented training images
Shi, C., Wang, Y. & Yang, H.-Q., Nov 2024, In: Tunnelling and Underground Space Technology. 153, 105972.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - Published
Data-driven spatio-temporal analysis of consolidation for rapid reclamation
SHI, C. & WANG, Y., Jun 2024, In: Geotechnique. 74, 7, p. 676–696Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 21 - Published
Multi-scale generative adversarial networks (GAN) for generation of three-dimensional subsurface geological models from limited boreholes and prior geological knowledge
Lyu, B., Wang, Y. & Shi, C., Jun 2024, In: Computers and Geotechnics. 170, 106336.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 16 - Published
Non-parametric simulation of random field samples from incomplete measurements using generative adversarial networks
Wang, Y., Lyu, B., Shi, C. & Hu, Y., Mar 2024, In: Georisk. 18, 1, p. 60-84 25 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - 2023
- Published
Data-driven multi-stage sampling strategy for a three-dimensional geological domain using weighted centroidal voronoi tessellation and IC-XGBoost3D
Shi, C., Wang, Y. & Kamchoom, V., Nov 2023, In: Engineering Geology. 325, 107301.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 12 - Published
Data-driven analysis of soil consolidation with prefabricated vertical drains considering stratigraphic variation
Wang, Y. & Shi, C., Sept 2023, In: Computers and Geotechnics. 161, 105569.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8 - Published
Data-driven and physics-informed Bayesian learning of spatiotemporally varying consolidation settlement from sparse site investigation and settlement monitoring data
Tian, H. & Wang, Y., May 2023, In: Computers and Geotechnics. 157, 105328.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 32 - Published
Stochastic analysis of load-transfer mechanism of energy piles by random finite difference model
Shi, C. & Wang, Y., Apr 2023, In: Journal of Rock Mechanics and Geotechnical Engineering. 15, 4, p. 997-1010Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - Published
Development of training image database for subsurface stratigraphy
Shi, C. & Wang, Y., 2023, In: Georisk. 17, 1, p. 23-40Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
Machine Learning of Sparse Site Investigation Data for Landslide Risk Assessment
Shi, C. & Wang, Y., 2023, GEO-RISK 2023: INNOVATION IN DATA AND ANALYSIS METHODS: SELECTED PAPERS FROM SESSIONS OF GEO-RISK 2023. Ching, J., Najjar, S. & Wang, L. (eds.). Reston, Virginia: American Society of Civil Engineers, p. 38-48 (Geotechnical Special Publication; no. 345).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 2022
- Published
Machine learning of three-dimensional subsurface geological model for a reclamation site in Hong Kong
Shi, C. & Wang, Y., Dec 2022, In: Bulletin of Engineering Geology and the Environment. 81, 12, 504.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 16 - Published
Adaptive sampling strategy for characterizing spatial distribution of soil liquefaction potential using cone penetration test
Guan, Z., Wang, Y. & Zhao, T., Aug 2022, In: Journal of Rock Mechanics and Geotechnical Engineering. 14, 4, p. 1221-1231Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 19 - Published
Data-driven construction of Three-dimensional subsurface geological models from limited Site-specific boreholes and prior geological knowledge for underground digital twin
Shi, C. & Wang, Y., Aug 2022, In: Tunnelling and Underground Space Technology. 126, 104493.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 61 - Published
Assessment of Liquefaction-Induced Differential Ground Settlement and Lateral Displacement Using Standard Penetration Tests with Consideration of Soil Spatial Variability
Guan, Z. & Wang, Y., May 2022, In: Journal of Geotechnical and Geoenvironmental Engineering. 148, 5, 04022018.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 10 - 2021
- Published
Training image selection for development of subsurface geological cross-section by conditional simulations
Shi, C. & Wang, Y., 20 Dec 2021, In: Engineering Geology. 295, 106415.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 23
