A novel performance adaptation method for aero-engine matching over a wide operating range

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-14 DOI:10.33737/jgpps/186055
Ye Wang, Zepeng Wang, Xizhen Wang, Bokun Zhao, Yongjun Zhao
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Abstract

High-fidelity performance modelling is crucial for the development of aero-engine digital twin technology. The accuracy of component-level models heavily relies on the precision of characteristic maps, and inaccuracies in these maps can cause significant deviations between predicted and actual engine performance. A novel method of aero-engine performance adaptation based on adaptation factor surfaces is proposed, which aims to provide a performance matching method for aero-engines over a wide operating range. To improve the convergence and stability of the solution, a hybrid algorithm is proposed that fuses model and measured data to calculate the adaptation factor at the operating points. The modification of the characteristic maps is achieved in both directions by means of adaptation factor surfaces. The method is validated by simulating two engines with distinct maps, and the results show that the method significantly improves the model accuracy at the component level under widely varying operating conditions, taking into account the multidimensional aspects of the maps and the differences between the real engine and the model. The proposed approach has the potential to improve the accuracy and efficiency of digital twin technology for aero-engines.
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用于宽工作范围内航空发动机匹配的新型性能适应方法
高保真性能建模对于航空发动机数字孪生技术的发展至关重要。部件级模型的精度在很大程度上依赖于特性图的精度,而特性图的不准确会导致发动机的预测性能与实际性能之间出现显著偏差。本文提出了一种基于适应因子曲面的新型航空发动机性能适应方法,旨在为航空发动机提供一种在宽工作范围内的性能匹配方法。为了提高求解的收敛性和稳定性,提出了一种混合算法,该算法融合模型和测量数据来计算工作点的适应因子。通过适应因子曲面,在两个方向上实现了对特征图的修改。通过模拟两台具有不同特征图的发动机对该方法进行了验证,结果表明,考虑到特征图的多维性以及实际发动机与模型之间的差异,该方法显著提高了在千差万别的工作条件下部件级模型的准确性。所提出的方法有望提高航空发动机数字孪生技术的精度和效率。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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