Multi-scale failure analysis with polymorphic uncertainties for optimal design ofrotor blades
Multi-scale failure analysis with polymorphic uncertainties for optimal design ofrotor blades
批准号:
312928137
负责人:
Dr. Martin Eigel
金额:
$0.0万
依托单位国家:
德国
项目类别:
Priority Programmes
财政年份:
2016
资助国家:
德国
项目状态:
已结题
起止时间:
2015-12-31 至 2020-12-31
中文摘要
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英文摘要
The goal of the project is to identify polymorphic uncertainties in structural design of rotor blades and to develop multi-scale (in space and time) non-deterministic models and numerical approaches, which are able to integrate these uncertainties into a typical chain of design, optimization, manufacturing, testing and lifetime maintenance. Whereas the main focus of the first funding period was dedicated to adhesive bonds in rotor blades, the emphasis of the second period is directed to the multiple failure mechanisms of critical components including cracking, debonding, buckling and low-cycle fatigue.The first goal is to study the corresponding uncertainties on a representative sub-component comprehensively, in order to be able to validate predictions. This sub-component itself will be classically pre-designed and manufactured. The corresponding uncertainties will be identified and measured by use of non-destructive testing (NDT) techniques at disposal. The second goal is to develop non-deterministic models with polymorphic uncertainties for cracking, debonding, buckling and low-cycle fatigue damage, also including their interactions. These models will be implemented in a macro-scale parametric structural model able to simulate response under low-cycle fatigue loading. Such a cyclic quasi-static time function will be derived from the known representative load collectives for rotor blades, which simulate operation loads during service life. The same quasi-static loading will be applied to the sub-component experimentally until failure, including comprehensive response measurements by optical, fiber-optical and traditional techniques. The third goal is to develop data assimilation approaches with polymorphic uncertainties and to justify them on the developed models and obtained measurements. Evidently, the main uncertainties can be then properly quantified and minimized. The fourth goal is to optimize the topology, shape and size of the given sub-component by use of this validated parametric model with polymorphic uncertainties. The development of suitable methods for polymorphic data and constraints is an additional challenge. The robust optimal design of the sub-component will be finally compared to the original, classical pre-design. On this basis, the role of the polymorphic uncertainties in the entire chain of design, modelling, testing and optimization could become directly visible and measurable. This unique possibility is the main highlight of the project.
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Adaptive Neural Tensor Networks for parametric PDEs
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批准号:463293876
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项目类别:Priority Programmes
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资助金额:$0.0万
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财政年份:--
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负责人:Dr. Martin Eigel
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依托单位:
COFNET: Compositional functions networks - adaptive learning for high-dimensional approximation and uncertainty quantification
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批准号:490877747
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:--
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负责人:Dr. Martin Eigel
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依托单位:
国内基金
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