4.5 Article

Structural reliability analysis and uncertainties-based collaborative design and optimization of turbine blades using surrogate model

期刊

出版社

WILEY
DOI: 10.1111/ffe.12906

关键词

multidisciplinary design and optimization; saddlepoint approximation reliability analysis; surrogate models; turbine blade component; turbine equipment

资金

  1. China Postdoctoral Science Foundation [2015M580780, 2017T100685]
  2. National Natural Science Foundation of China [51605080, 11672070]

向作者/读者索取更多资源

In power and energy systems, both the aerodynamic performance and the structure reliability of turbine equipment are affected by utilized blades. In general, the design process of blade is high dimensional and nonlinear. Different coupled disciplines are also involved during this process. Moreover, unavoidable uncertainties are transported and accumulated between these coupled disciplines, which may cause turbine equipment to be unsafe. In this study, a saddlepoint approximation reliability analysis method is introduced and combined with collaborative optimization method to address the above challenge. During the above reliability analysis and design optimization process, surrogate models are utilized to alleviate the computational burden for uncertainties-based multidisciplinary design and optimization problems. Smooth response surfaces of the performance of turbine blades are constructed instead of expensively time-consuming simulations. A turbine blade design problem is solved here to validate the effectiveness and show the utilization of the given approach.

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