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基于流动仿真大数据应对旋涡-湍流的研究进展 被引量:5
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作者 王铎 刘超群 +1 位作者 蔡小舒 徐弘一 《力学季刊》 CAS CSCD 北大核心 2022年第2期197-216,共20页
文章以流体科学进入二十一世纪后,在大规模超算、云存储、数据通信和人工智能为支撑的大数据时代背景下,结合目前在复旦大学航空航天系所构建的热流体湍流直接数值仿真数据库,以及复旦大学团队近期与美国德州大学刘超群教授、上海理工... 文章以流体科学进入二十一世纪后,在大规模超算、云存储、数据通信和人工智能为支撑的大数据时代背景下,结合目前在复旦大学航空航天系所构建的热流体湍流直接数值仿真数据库,以及复旦大学团队近期与美国德州大学刘超群教授、上海理工大学蔡小舒教授以及国内水动力学杂志编辑部所合作开展的第三代涡识别技术研究,初步概念性地展示旋涡和湍流,特别是针对有工程实际背景和直接应用价值的壁湍流,在这两个流体力学关键基础议题上的最新认知,和基于大数据深度学习的相关湍流工程模拟实践成果.这些成果包括:(1)基于第三代涡识别技术的尾迹湍流中的涡运动学和动力学探索;(2)流-热统一完整的类-1、类-2湍流边界层壁面律构建;(3)基于第三代涡识别量对Kolmogorov幂次律的再认知;(4)基于DNS统计数据和神经网络深度学习构建新型湍流封闭模型及RANS计算实践.通过这些成果展示,论证解决这两个基础流体科学议题的技术路径,进而促进流体及相关学科研究在现代大数据背景下取得实质性进展和突破,并惠及现代流体、气动、水利、动力和化工等工程领域. 展开更多
关键词 涡识别 壁湍流 热湍流边界层 湍流壁面律 湍流幂次律 直接数值模拟 雷诺平均方法
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Liutex similarity in turbulent boundary layer 被引量:9
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作者 Wen-qian Xu Yi-qian Wang +3 位作者 Yi-sheng Gao Jian-ming Liu Hua-shu Dou Chaoqun Liu 《Journal of Hydrodynamics》 SCIE EI CSCD 2019年第6期1259-1262,共4页
Kolmogorov's 1941 theory(K41)of similarity hypotheses and the-5/3 law for energy spectrum are considered as the most important theoretical achievement in turbulence research and the success of the modem turbulence... Kolmogorov's 1941 theory(K41)of similarity hypotheses and the-5/3 law for energy spectrum are considered as the most important theoretical achievement in turbulence research and the success of the modem turbulence theory.The assumptions of sufficient high Reynolds number and isotropy of turbulence that K41 based upon,however,cannot generally be met in practice,and thus discrepancy is often observed between the f law and direct numerical simulation(DNS)results of boundary layers in wall bounded turbulence,especially for moderate to low Reynolds number flows.Liutex vector is a recently defined new physical quantity which is extracted from turbulent flow to represent the rigid rotation part of fluid motion.Actually,Liutex is free from viscous dissipation and thus independent of Reynolds number,relaxing the very high Reynold number assumption of K41.Liutex similarity has been solidly demonstrated by DNS for a moderate Reynolds number turbulent boundary layer(Reθ≈1000),both the frequency and wavenumber spectrum of Liutex accurately matches the-5/3 law,which is obviously much better than the turbulence energy spectrum,while vorticity and other popular vortex identification methods,Q criterion for example,do not possess such a distinguished feature due to stretching and shearing contamination. 展开更多
关键词 -5/3 law Liutex similarity k41 turbulent boundary layer moderate and low Reynolds number
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