Surrogate-modelling for monitoring of implants (A07)

在子项目A07中，将开发基于高保真模型的复杂计算工具，以增强对植入物操作条件的监测。将纳入基于成熟模型和计算技术的计算力学新范式，即模型降阶和数据增强模型（替代模型），为医生提供工具，以生物物理为基础的数学模型补充经典监测系统。这个子项目最初将集中于两种植入系统，即人工耳蜗和髋关节内假体，计划在下一个资助期内将模型转移到其他医学学科。

In subproject A07 sophisticated computational tools based on high-fidelity models will be developed to augment monitoring of the operational conditions of implants. New paradigms in computational mechanics based on well-developed models and computational techniques will be incorporated, namely, model order reduction and data augmented modelling (surrogate modelling) to provide physicians with tools to complement classical monitoring systems with bio-physically based mathematical models. This subproject will initially focus on two implant systems, namely cochlear implants and hip joint stem endoprostheses, a transfer of the models to further medical disciplines is planned for the following funding periods.