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基于图卷积循环网络的非定常周期性流体流动预测
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作者 李治龙 周恒安 +2 位作者 翁俊辉 欧洺余 朱宏娜 《科学技术与工程》 北大核心 2023年第19期8243-8248,共6页
基于纳维-斯托克斯(Navier-Stokes,N-S)方程的计算流体力学(computational fluid dynamics,CFD)数值模拟是研究非定常周期性流体流动问题的常用方法之一,但其计算需占用大量时间。针对N-S方程求解CFD过程费时的问题,提出一种基于图卷积... 基于纳维-斯托克斯(Navier-Stokes,N-S)方程的计算流体力学(computational fluid dynamics,CFD)数值模拟是研究非定常周期性流体流动问题的常用方法之一,但其计算需占用大量时间。针对N-S方程求解CFD过程费时的问题,提出一种基于图卷积循环网络的非定常周期性流体流动预测框架,实现流体流动状态的快速预测。文中输入历史流体流动数据,通过图卷积循环网络学习非定常周期性流体流动的物理过程,预测流场变量分布。结果表明,基于图卷积循环网络的预测模型可以准确预测流体力学规律,其在流速、涡旋、压力等流场变量预测方面均具有较好表现。相比于传统N-S方程求解方法,采用图卷积循环网络预测速度提高了5倍以上,为流场变量的预测提供了一种新方法。 展开更多
关键词 计算流体力学 图卷积循环网络 非定常流体 预测
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基于多任务图神经网络的非定常流体预测
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作者 周恒安 成乐 +2 位作者 施克权 欧洺余 朱宏娜 《科学技术与工程》 北大核心 2024年第27期11733-11740,共8页
在高维非线性流体模拟中,传统计算流体力学(computational fluid dynamics,CFD)求解器存在计算成本与难度较高的局限性。为提高计算效率,提出一种结合多任务学习与图神经网络的流体模拟方法,旨在高效、快速预测非定常流体动力过程。首... 在高维非线性流体模拟中,传统计算流体力学(computational fluid dynamics,CFD)求解器存在计算成本与难度较高的局限性。为提高计算效率,提出一种结合多任务学习与图神经网络的流体模拟方法,旨在高效、快速预测非定常流体动力过程。首先采用非结构化网格对流体计算域的空间分布建模,结合图神经网络提取其多维度空间特征,并通过消息传递机制的聚合更新特性来模拟流体的时空变化规律。考虑流体中不同物理场参数之间存在相关性,采用多任务学习策略对多个物理场参数并行学习和预测,以提高模型的准确性与泛化性。构建数据集并开展验证,对比了不同图神经网络的预测精度,结果表明,相较于图卷积神经网络,本文提出的模型表现出更好的预测性能。预测100步时,均方误差降低了7.2%,预测200步时相对下降29.9%。本文方法在计算效率上也有显著提升,与常规CFD求解器相比,预测速度提升了一到两个数量级,为实时预测提供支撑。 展开更多
关键词 图神经网络 多任务学习 深度学习 非定常流体 流体模拟
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基于网格的图神经网络非定常流场预测
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作者 李治龙 周恒安 +2 位作者 翁俊辉 欧洺余 朱宏娜 《科学技术创新》 2023年第3期104-108,共5页
非定常流场的高维非线性动力学特征使快速准确预测流体运动规律成为计算流体力学(Computational Fluid Dynamics, CFD)研究的难点。针对CFD求解首先需要划分网格将求解区域离散化,采用基于网格数据的图神经网络来捕捉非定常流的时空特征... 非定常流场的高维非线性动力学特征使快速准确预测流体运动规律成为计算流体力学(Computational Fluid Dynamics, CFD)研究的难点。针对CFD求解首先需要划分网格将求解区域离散化,采用基于网格数据的图神经网络来捕捉非定常流的时空特征,能适应网格的离散化并模拟非定常流体的流动过程,实现流场变量的快速预测。文中输入自适应网格和初始流场变量数据,通过训练后的模型就能快速准确预测未来时刻的流场变量,同时自适应网格可兼顾预测精度和效率,与图神经网络有较好的适配性。结果表明,采用图神经网络预测的流场数据与CFD数值计算的流场数据具有较好的一致性,并能明显缩短计算时间,为流场变量的预测提供了一种新的解决方案。 展开更多
关键词 计算流体力学 网格 图神经网络 非定常流场 预测
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中药骨髓炎灵Ⅱ号临床疗效观察 被引量:1
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作者 周恒安 黎宪芳 赵艳云 《武警后勤学院学报(医学版)》 CAS 1997年第4期238-239,共2页
我院从1991~1995年与广西罗城县骨髓炎骨结核治疗中心协作,用中药骨髓炎灵Ⅱ号治疗慢性化脓性骨髓炎34例,取得较好疗效,现介绍如下。
关键词 骨髓炎 临床疗效观察 慢性化脓性 病灶清除术 慢性骨髓炎 骨髓腔 临床症状 骨结核 临床应用 胫骨
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The 20-nm Skyrmion Generated at Room Temperature by Spin-Orbit Torques 被引量:1
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作者 Jiahao Liu Zidong Wang +6 位作者 Teng Xu Hengan Zhou Le Zhao Soong-Guen Je Mi-Young Im Liang Fang Wanjun Jiang 《Chinese Physics Letters》 SCIE EI CAS CSCD 2022年第1期40-45,共6页
The discovery of magnetic skyrmions provides a promising pathway for developing functional spintronic memory and logic devices. Towards the future high-density memory application, nanoscale skyrmions with miniaturized... The discovery of magnetic skyrmions provides a promising pathway for developing functional spintronic memory and logic devices. Towards the future high-density memory application, nanoscale skyrmions with miniaturized diameters, ideally down to 20 nm are required. Using x-ray magnetic circular dichroism transmission microscopy,nanoscale skyrmions are observed in the [Pt/Co/Ir]15 multilayer at room temperature. In particular, small skyrmions with minimum diameters approaching 20 nm could be generated by the current-induced spin-orbit torques. Through implementing material specific parameters, the dynamic process of skyrmion generation is further investigated by performing micromagnetic simulations. According to the simulation results, we find that both the tube-like Neel-type skyrmions and the bobber-like Neel-type skyrmions can be electrically generated. In particular, the size of the bobber-like Neel-type skyrmions can be effectively reduced by the spin-orbit torques,which leads to the formation of 20 nm Neel-type skyrmions. Our findings could be important for understanding the formation dynamics of nanoscale Neel-type spin textures, skyrmions and bobber in particular, which could also be useful for promoting nanoscale skyrmionic memories and logic devices. 展开更多
关键词 temperature DIAMETERS APPROACHING
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Optimized growth of compensated ferrimagnetic insulator Gd_(3)Fe_(5)O_(12)with a perpendicular magnetic anisotropy
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作者 Heng-An Zhou Li Cai +2 位作者 Teng Xu Yonggang Zhao Wanjun Jiang 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第9期62-71,共10页
Compensated ferrimagnetic insulators are particularly interesting for enabling functional spintronic,optical,and microwave devices.Among many different garnets,Gd_(3)Fe_(5)O_(12)(GdIG)is a representative compensated f... Compensated ferrimagnetic insulators are particularly interesting for enabling functional spintronic,optical,and microwave devices.Among many different garnets,Gd_(3)Fe_(5)O_(12)(GdIG)is a representative compensated ferrimagnetic insulator.In this paper,we will study the evolution of the surface morphology,the magnetic properties,and the magnetization compensation through changing the following parameters:the annealing temperature,the growth temperature,the annealing duration,and the choice of different single crystalline garnet substrates.Our objective is to find the optimized growth condition of the GdIG films,for the purpose of achieving a strong perpendicular magnetic anisotropy(PMA)and a flat surface,together with a small effective damping parameter.Through our experiments,we have found that the surface roughness approaching 0.15 nm can be obtained by choosing the growth temperature around 700℃,together with an enhanced PMA.We have also found the modulation of magnetic anisotropy by choosing different single crystalline garnet substrates which change the tensile strain to the compressive strain.A measure of the effective magnetic damping parameter(α_(eff)=0.04±0.01)through a spin pumping experiment in a GdIG/Pt bilayer is also made.Through optimizing the growth dynamics of GdIG films,our results could be useful for synthesizing garnet films with a PMA,which could be beneficial for the future development of ferrimagnetic spintronics. 展开更多
关键词 FERRIMAGNET perpendicular magnetic anisotropy ferrite and garnet devices crystal growth
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Gate Tunable Supercurrent in Josephson Junctions Based on Bi_(2)Te_(3) Topological Insulator Thin Films
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作者 Wei-Xiong Wu Yang Feng +13 位作者 Yun-He Bai Yu-Ying Jiang Zong-Wei Gao Yuan-Zhao Li Jian-Li Luan Heng-An Zhou Wan-Jun Jiang Xiao Feng Jin-Song Zhang Hao Zhang Ke He Xu-Cun Ma Qi-Kun Xue Ya-Yu Wang 《Chinese Physics Letters》 SCIE CAS CSCD 2021年第3期89-94,共6页
We report transport measurements on Josephson junctions consisting of Bi_(2)Te_(3) topological insulator(TI)thin films contacted by superconducting Nb electrodes.For a device with junction length L=134 nm,the critical... We report transport measurements on Josephson junctions consisting of Bi_(2)Te_(3) topological insulator(TI)thin films contacted by superconducting Nb electrodes.For a device with junction length L=134 nm,the critical supercurrent Ic can be modulated by an electrical gate which tunes the carrier type and density of the TI film.Ic can reach a minimum when the TI is near the charge neutrality regime with the Fermi energy lying close to the Dirac point of the surface state.In the p-type regime the Josephson current can be well described by a short ballistic junction model.In the n-type regime the junction is ballistic at 0.7 K<T<3.8 K while for T<0.7 K the diffusive bulk modes emerge and contribute a larger Ic than the ballistic model.We attribute the lack of diffusive bulk modes in the p-type regime to the formation of p-n junctions.Our work provides new clues for search of Majorana zero mode in TI-based superconducting devices. 展开更多
关键词 state. film. JOSEPHSON
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