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Modernise geotechnical investigation and analysis with machine learning

Modernise geotechnical investigation and analysis with machine learning
通过机器学习实现岩土工程勘察和分析现代化
批准号:
DP230100678
负责人:
Prof Daichao Sheng
金额:
$31.71万
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2023
资助国家:
澳大利亚
项目状态:
未结题
起止时间:
2023-01-01 至 2025-12-31

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中文摘要
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英文摘要
The project aims to address the ineffectiveness associated with risk analysis of geotechnical systems by reducing variabilities and by rigorously quantifying such variabilities. It is expected to generate new knowledge in machine-learning-aided risk analysis and in virtual modelling of multiphase-multiphysics-multiscale problems involving random variables. Expected outcomes are datasets and computer tools that are equipped with new functionalities including parameter optimisation, uncertainty quantification, machine-learning based surrogate models and risk analysis. These tools will help to bridge the increasing gap between academic research and engineering practice, transform geo-risk analysis and optimise complex construction processes.
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Quantitative risk assessment of unsaturated soil slopes
  • 批准号:
    DP180103748
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $28.06万
  • 财政年份:
    2018
  • 负责人:
    Prof Daichao Sheng
  • 依托单位:
Mechanics of Hard Soils and Soft Rocks
  • 批准号:
    DP150103396
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $54.37万
  • 财政年份:
    2015
  • 负责人:
    Prof Daichao Sheng
  • 依托单位:
Mechanics of unsaturated soils and its applications
  • 批准号:
    DP120101970
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $25.6万
  • 财政年份:
    2012
  • 负责人:
    Prof Daichao Sheng
  • 依托单位:
Mechanics of partially saturated soils and Its applications
  • 批准号:
    DP110100598
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $0.0万
  • 财政年份:
    2011
  • 负责人:
    Prof Daichao Sheng
  • 依托单位:
海外基金