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New mathematical approaches to learn the equations of life from noisy data

New mathematical approaches to learn the equations of life from noisy data
从噪声数据中学习生命方程的新数学方法
批准号:
DP230100025
负责人:
Prof Matthew Simpson
金额:
$41.79万
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2024
资助国家:
澳大利亚
项目状态:
未结题
起止时间:
2024-01-01 至 2026-12-31

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中文摘要
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英文摘要
New mathematical models and mathematical modelling methods must be continually developed to interpret emerging biotechnology experiments. Contemporary research in tissue engineering involves growing tissues on 3d-printed scaffolds to mimic constrained in vivo geometries. Previous mathematical models of tissue growth focus on computationally expensive discrete mathematical models that are poorly suited for parameter inference and experimental design. This project will deliver and deploy high-fidelity, computationally efficient moving boundary continuum mathematical models that will: (i) predict/interpret new experiments, (ii) provide quantitative insight into biological mechanisms, and (iii) enable reproducible experimental design.
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