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Simulating unsteady flows on a superconducting quantum processor 在超导量子处理器上模拟非稳态流动
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-25 DOI: 10.1038/s42005-024-01845-w
Zhaoyuan Meng, Jiarun Zhong, Shibo Xu, Ke Wang, Jiachen Chen, Feitong Jin, Xuhao Zhu, Yu Gao, Yaozu Wu, Chuanyu Zhang, Ning Wang, Yiren Zou, Aosai Zhang, Zhengyi Cui, Fanhao Shen, Zehang Bao, Zitian Zhu, Ziqi Tan, Tingting Li, Pengfei Zhang, Shiying Xiong, Hekang Li, Qiujiang Guo, Zhen Wang, Chao Song, H. Wang, Yue Yang
Recent advancements of quantum technologies have triggered tremendous interest in exploring practical quantum advantage. The simulation of fluid dynamics, a highly challenging problem in classical physics but vital for practical applications, emerges as a potential direction. Here, we report an experiment on the digital simulation of unsteady flows with a superconducting quantum processor. The quantum algorithm is based on the Hamiltonian simulation using the hydrodynamic formulation of the Schrödinger equation. With the median fidelities of 99.97% and 99.67% for parallel single- and two-qubit gates respectively, we simulate the dynamics of a two-dimensional (2D) compressible diverging flow and a 2D decaying vortex with ten qubits. Note that the former case is an inviscid potential flow, and the latter one is an artificial vortical flow with an external body force. The experimental results well capture the temporal evolution of averaged density and momentum profiles, and qualitatively reproduce spatial flow fields with moderate noises. This work demonstrates the potential of quantum computing in simulating more complex flows, such as turbulence, for practical applications. Fluid dynamics simulation, a complex challenge in classical physics, is relevant for real-world applications and highlights the potential of quantum computing. The authors report an experiment for the digital simulation of unsteady flows on a superconducting quantum processor, and show that the results effectively capture the evolution of flow fields.
量子技术的最新进展引发了人们对探索实用量子优势的极大兴趣。流体动力学模拟是经典物理学中一个极具挑战性的问题,但对实际应用却至关重要。在此,我们报告了利用超导量子处理器对非稳态流动进行数字模拟的实验。量子算法基于使用薛定谔方程流体力学公式的哈密顿模拟。并行单量子比特和双量子比特门的中位保真度分别为 99.97% 和 99.67%,我们用十个量子比特模拟了二维(2D)可压缩发散流和二维衰减漩涡的动力学。需要注意的是,前一种情况是不粘性势流,后一种情况是带有外部体力的人工涡流。实验结果很好地捕捉了平均密度和动量剖面的时间演化,并定性地再现了中等噪声的空间流场。这项工作展示了量子计算在实际应用中模拟湍流等更复杂流动的潜力。流体动力学模拟是经典物理学中的一项复杂挑战,与现实世界的应用息息相关,凸显了量子计算的潜力。作者报告了在超导量子处理器上对非稳态流动进行数字模拟的实验,并表明实验结果有效地捕捉了流场的演变。
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引用次数: 0
ANAIS–112 three years data: a sensitive model independent negative test of the DAMA/LIBRA dark matter signal ANAIS-112三年数据:对DAMA/LIBRA暗物质信号进行与模型无关的灵敏负测试
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-22 DOI: 10.1038/s42005-024-01827-y
Iván Coarasa, Julio Amaré, Jaime Apilluelo, Susana Cebrián, David Cintas, Eduardo García, María Martínez, Miguel Ángel Oliván, Ysrael Ortigoza, Alfonso Ortiz de Solórzano, Tamara Pardo, Jorge Puimedón, Ana Salinas, María Luisa Sarsa, Patricia Villar
Weakly interacting massive particles (WIMPs) are well-motivated candidates for dark matter. One signature of galactic WIMPs is the annual modulation expected in a detector’s interaction rate, which arises from Earth’s revolution around the Sun. Over two decades, the DAMA/LIBRA experiment has observed such modulation with 250 kg of NaI(Tl) scintillators, in accordance with WIMP expectations but inconsistent with the negative results of other experiments. The signal depends on the target material, so to validate or refute the DAMA result, the experiment must be replicated using the same material. This is the goal of the ANAIS–112 experiment, currently underway since August 2017 with 112.5 kg of NaI(Tl). In this work, we present a reanalysis of three years of data employing an improved analysis chain to enhance the experimental sensitivity. The results presented here are consistent with the absence of modulation and inconsistent with DAMA’s observation at nearly 3σ confidence level, with the potential to reach a 5σ level within 8 years from the beginning of the data collection. Additionally, we explore the impact of different scintillation quenching factors in the comparison between ANAIS–112 and DAMA/LIBRA. The DAMA/LIBRA experiment has observed a clear signal of dark matter for over 20 years. Although this signal contradicts the negative results of other experiments, it cannot be dismissed without replication using the same material. The authors present the negative results from the ANAIS-112 experiment, which uses the same target and shows strong tension with DAMA/LIBRA
弱相互作用大质量粒子(WIMPs)是暗物质的动机良好的候选者。银河系 WIMPs 的一个特征是探测器的相互作用率每年都会发生调制,这种调制是由地球绕太阳公转引起的。二十年来,DAMA/LIBRA 实验用 250 千克 NaI(Tl)闪烁体观测到了这种调制,符合 WIMP 的预期,但与其他实验的负面结果不一致。信号取决于目标材料,因此要验证或反驳 DAMA 的结果,必须使用相同的材料复制实验。这就是 ANAIS-112 实验的目标,该实验自 2017 年 8 月开始进行,目前使用了 112.5 千克 NaI(Tl)。在这项工作中,我们采用改进的分析链对三年的数据进行了重新分析,以提高实验灵敏度。本文介绍的结果与不存在调制的情况一致,与 DAMA 的观测结果不一致,置信度接近 3σ,有可能在数据收集开始后的 8 年内达到 5σ 的水平。此外,我们还在 ANAIS-112 和 DAMA/LIBRA 的比较中探讨了不同闪烁淬灭因子的影响。20 多年来,DAMA/LIBRA 实验观测到了暗物质的明显信号。虽然这一信号与其他实验的负面结果相矛盾,但如果不使用相同的材料进行复制,就不能否定这一信号。作者介绍了 ANAIS-112 实验的负面结果,该实验使用了相同的目标,并显示出与 DAMA/LIBRA 实验强烈的紧张关系。
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引用次数: 0
Relativistic treatment of hole alignment in noble gas atoms 惰性气体原子中空穴排列的相对论处理
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-21 DOI: 10.1038/s42005-024-01833-0
Rezvan Tahouri, Asimina Papoulia, Stefanos Carlström, Felipe Zapata, Jan Marcus Dahlström
The development in attosecond physics allows for unprecedented control of atoms and molecules in the time domain. Here, ultrashort pulses are used to prepare atomic ions in specific magnetic states, which may be important for controlling charge migration in molecules. Our work fills the knowledge gap of relativistic hole alignment prepared by femtosecond and attosecond pulses. The research focuses on optimizing the central frequency and duration of pulses to exploit specific spectral features, such as Fano profiles, Cooper minima, and giant resonances. Simulations are performed using the Relativistic Time-Dependent Configuration-Interaction Singles method. Ultrafast hole alignment with large ratios (on the order of one hundred) is observed in the outer-shell hole of argon. An even larger alignment (on the order of one thousand) is observed in the inner-shell hole of xenon. In this work, the authors investigate the distribution of holes with different magnetic quantum numbers in noble gas atoms, ionized by femtosecond and attosecond pulses. They achieve high control over hole alignment by adjusting pulse parameters and exploiting specific spectral features.
阿秒物理学的发展使我们能够在时域内对原子和分子进行前所未有的控制。在这里,超短脉冲被用来制备特定磁态的原子离子,这可能对控制分子中的电荷迁移非常重要。我们的工作填补了飞秒和阿秒脉冲制备相对论空穴排列的知识空白。研究重点是优化脉冲的中心频率和持续时间,以利用特定的光谱特征,如法诺剖面、库珀极小值和巨共振。模拟采用相对论时变构型-相互作用单次法进行。在氩的外壳空穴中观察到了大比率(约 100)的超快空穴排列。在氙的内壳空穴中观察到了更大的对准(约为一千)。在这项工作中,作者研究了飞秒和阿秒脉冲电离的惰性气体原子中具有不同磁量子数的空穴的分布。他们通过调整脉冲参数和利用特定光谱特征,实现了对空穴排列的高度控制。
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引用次数: 0
Dynamical clustering and wetting phenomena in inertial active matter 惯性活性物质中的动态聚类和润湿现象
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-21 DOI: 10.1038/s42005-024-01835-y
Lorenzo Caprini, Davide Breoni, Anton Ldov, Christian Scholz, Hartmut Löwen
Dynamical clustering is a key feature of active matter systems composed of self-propelled agents that convert environmental energy into mechanical motion. At the micron scale, where overdamped dynamics dominate, particles with opposite motility can obstruct each other’s movement, leading to transient dynamical arrest. This arrest can promote cluster formation and motility-induced phase separation. However, in macroscopic agents, where inertia plays a significant role, clustering is heavily influenced by bounce-back effects during collisions, which can impede cluster growth. Here we present an experiment based on active granular particles, in which inertia can be systematically tuned by changing the shaker frequency. As a result, a set of phenomena driven and controlled by inertia emerges. Before the suppression of clustering, inertia induces a transition in the cluster’s inner structure. For small inertia, clusters are characterized by the crystalline order typical of overdamped particles, while for large inertia clusters with liquid-like order are observed. In addition, in contrast to microswimmers, where active particles wet the boundary by primarily forming clusters attached to the container walls, in an underdamped inertial active system, walls do not favor cluster formation and effectively annihilate motility-induced wetting phenomena. As a consequence, inertia suppresses cluster nucleation at the system boundaries. Active matter systems composed of self-propelled agents exhibit dynamical clustering. In this work, the authors demonstrate that inertia induces a solid-liquid transition within the cluster structure and suppresses wetting phenomena at the container boundary.
动态聚类是由将环境能量转化为机械运动的自推进剂组成的活性物质系统的一个关键特征。在过阻尼动力学占主导地位的微米尺度上,具有相反运动性的粒子会阻碍彼此的运动,从而导致瞬时动力学停滞。这种停滞会促进集群的形成和运动诱导的相分离。然而,在宏观物剂中,惯性起着重要作用,聚类在很大程度上受到碰撞过程中反弹效应的影响,这会阻碍聚类的生长。在这里,我们介绍一种基于活性颗粒的实验,在这种实验中,可以通过改变振动器的频率来系统地调整惯性。因此,出现了一系列由惯性驱动和控制的现象。在抑制聚类之前,惯性会引起聚类内部结构的转变。在惯性较小的情况下,团簇具有过阻尼粒子典型的晶体阶序特征,而在惯性较大的情况下,则会观察到具有液态阶序的团簇。此外,与微泳器不同的是,在微泳器中,活性粒子主要通过形成附着在容器壁上的簇来润湿边界,而在欠阻尼惯性活性系统中,容器壁不利于簇的形成,并有效地消除了运动引起的润湿现象。因此,惯性抑制了系统边界的团簇成核。由自推进剂组成的活性物质系统表现出动态聚类现象。在这项研究中,作者证明了惯性会诱导团簇结构内的固液转变,并抑制容器边界的润湿现象。
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引用次数: 0
Towards determining the presence of barren plateaus in some chemically inspired variational quantum algorithms 努力确定某些化学启发变分量子算法中是否存在贫瘠高原
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-18 DOI: 10.1038/s42005-024-01798-0
Rui Mao, Guojing Tian, Xiaoming Sun
In quantum chemistry, the variational quantum eigensolver (VQE) is a promising algorithm for molecular simulations on near-term quantum computers. However, VQEs using hardware-efficient circuits face scaling challenges due to the barren plateau problem. This raises the question of whether chemically inspired circuits from unitary coupled cluster (UCC) methods can avoid this issue. Here we provide theoretical evidence indicating they may not. By examining alternated dUCC ansätzes and relaxed Trotterized UCC ansätzes, we find that in the infinite depth limit, a separation occurs between particle-hole one- and two-body unitary operators. While one-body terms yield a polynomially concentrated energy landscape, adding two-body terms leads to exponential concentration. Numerical simulations support these findings, suggesting that popular 1-step Trotterized unitary coupled-cluster with singles and doubles (UCCSD) ansätze may not scale. Our results emphasize the link between trainability and circuit expressiveness, raising doubts about VQEs’ ability to surpass classical methods. The variational quantum eigensolver (VQE) is a promising approach for molecular simulations on quantum computers but faces scaling issues due to the barren plateau problem. The authors’ findings indicate that unitary coupled cluster circuits may not overcome these challenges, raising doubts about VQE’s ability to outperform classical methods.
在量子化学领域,变分量子等值分解器(VQE)是在近期量子计算机上进行分子模拟的一种很有前途的算法。然而,由于贫瘠高原问题,使用硬件高效电路的 VQE 面临着扩展挑战。这就提出了一个问题:来自单元耦合簇(UCC)方法的化学启发电路能否避免这一问题。我们在此提供的理论证据表明,它们可能无法避免这一问题。通过研究交替的 dUCC 答案和松弛的 Trotterized UCC 答案,我们发现在无限深度极限中,粒子-空穴一体和二体单元算子之间出现了分离。单体项产生多项式集中的能量景观,而添加双体项则导致指数级的集中。数值模拟支持这些发现,表明流行的一步特罗特化单体耦合簇与单体和双体(UCCSD)解析可能无法扩展。我们的研究结果强调了可训练性与电路表现力之间的联系,使人们对 VQE 超越经典方法的能力产生了怀疑。变分量子求解器(VQE)是在量子计算机上进行分子模拟的一种很有前途的方法,但由于贫瘠高原问题,它面临着扩展问题。作者的研究结果表明,单元耦合集群电路可能无法克服这些挑战,从而使人们对 VQE 超越经典方法的能力产生怀疑。
{"title":"Towards determining the presence of barren plateaus in some chemically inspired variational quantum algorithms","authors":"Rui Mao, Guojing Tian, Xiaoming Sun","doi":"10.1038/s42005-024-01798-0","DOIUrl":"10.1038/s42005-024-01798-0","url":null,"abstract":"In quantum chemistry, the variational quantum eigensolver (VQE) is a promising algorithm for molecular simulations on near-term quantum computers. However, VQEs using hardware-efficient circuits face scaling challenges due to the barren plateau problem. This raises the question of whether chemically inspired circuits from unitary coupled cluster (UCC) methods can avoid this issue. Here we provide theoretical evidence indicating they may not. By examining alternated dUCC ansätzes and relaxed Trotterized UCC ansätzes, we find that in the infinite depth limit, a separation occurs between particle-hole one- and two-body unitary operators. While one-body terms yield a polynomially concentrated energy landscape, adding two-body terms leads to exponential concentration. Numerical simulations support these findings, suggesting that popular 1-step Trotterized unitary coupled-cluster with singles and doubles (UCCSD) ansätze may not scale. Our results emphasize the link between trainability and circuit expressiveness, raising doubts about VQEs’ ability to surpass classical methods. The variational quantum eigensolver (VQE) is a promising approach for molecular simulations on quantum computers but faces scaling issues due to the barren plateau problem. The authors’ findings indicate that unitary coupled cluster circuits may not overcome these challenges, raising doubts about VQE’s ability to outperform classical methods.","PeriodicalId":10540,"journal":{"name":"Communications Physics","volume":" ","pages":"1-9"},"PeriodicalIF":5.4,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s42005-024-01798-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142525717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Observation of molecular resonant double-core excitation driven by intense X-ray pulses 观测强 X 射线脉冲驱动的分子共振双核激发
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-17 DOI: 10.1038/s42005-024-01804-5
Eetu Pelimanni, Adam E. A. Fouda, Phay J. Ho, Thomas M. Baumann, Sergey I. Bokarev, Alberto De Fanis, Simon Dold, Gilbert Grell, Iyas Ismail, Dimitrios Koulentianos, Tommaso Mazza, Michael Meyer, Maria-Novella Piancastelli, Ralph Püttner, Daniel E. Rivas, Björn Senfftleben, Marc Simon, Linda Young, Gilles Doumy
The ultrashort and intense pulses of X-rays produced at X-ray free electron lasers (XFELs) have enabled unique experiments on the atomic level structure and dynamics of matter, with time-resolved studies permitted in the femto- and attosecond regimes. To fully exploit them, it is paramount to obtain a comprehensive understanding of the complex nonlinear interactions that can occur at such extreme X-ray intensities. Herein, we report on the experimental observation of a resonant double-core excitation scheme in N2, where two 1σ core-level electrons are resonantly promoted to unoccupied $$1{pi }_{g}^{* }$$ molecular orbitals by a single few-femtosecond broad-bandwidth XFEL pulse. The production of these neutral two-site double core hole states is evidenced through their characteristic decay channels, which are observed in good agreement with high-level theoretical calculations. Such multi-core excitation schemes, benefiting from the high interaction cross sections and state- and site-selective nature of resonant X-ray interactions, should be generally accessible in XFEL irradiated molecules, and provide interesting opportunities for chemical analysis and for monitoring ultrafast dynamic processes. XFELs can drive multicore-ionization/excitation processes in the fs timescale of typical core-hole lifetimes in molecules. This paper reports experimental evidence of a single XFEL-pulse-driven resonant double-core excitation mechanism, producing a neutral two-site double-core-hole state in the nitrogen molecule.
X 射线自由电子激光器(XFEL)产生的超短和高强度 X 射线脉冲使我们能够对物质的原子级结构和动力学进行独特的实验,并允许在飞秒和阿秒级进行时间分辨研究。要充分利用它们,最重要的是全面了解在这种极端 X 射线强度下可能发生的复杂非线性相互作用。在这里,我们报告了对 N2 中共振双核激发方案的实验观察,在该方案中,两个 1σ 核级电子通过单个几皮秒宽带 XFEL 脉冲共振促进到未被占用的 $$1{pi }_{g}^{* }$$ 分子轨道。这些中性双位双核空穴态的产生通过其特征衰变通道得到了证明,其观测结果与高水平理论计算结果十分吻合。这种多核激发方案得益于高相互作用截面以及共振 X 射线相互作用的状态和位点选择性,应该可以在 XFEL 照射的分子中普遍应用,并为化学分析和监测超快动态过程提供了有趣的机会。XFEL 可以在分子中典型核孔寿命的 fs 时间尺度内驱动多核电离/激发过程。本文报告了单个 XFEL 脉冲驱动的共振双核激发机制的实验证据,该机制在氮分子中产生了中性双位双核空穴态。
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引用次数: 0
Author Correction: Exceptional classifications of non-Hermitian systems 作者更正:非赫米提系统的异常分类
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1038/s42005-024-01822-3
Jung-Wan Ryu, Jae-Ho Han, Chang-Hwan Yi, Moon Jip Park, Hee Chul Park
{"title":"Author Correction: Exceptional classifications of non-Hermitian systems","authors":"Jung-Wan Ryu, Jae-Ho Han, Chang-Hwan Yi, Moon Jip Park, Hee Chul Park","doi":"10.1038/s42005-024-01822-3","DOIUrl":"10.1038/s42005-024-01822-3","url":null,"abstract":"","PeriodicalId":10540,"journal":{"name":"Communications Physics","volume":" ","pages":"1-1"},"PeriodicalIF":5.4,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s42005-024-01822-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142443614","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Observation of parity-time symmetry for evanescent waves 观测蒸发波的奇偶时对称性
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1038/s42005-024-01816-1
Zhaoxian Chen, Huan He, Huanan Li, Meijie Li, Jun-long Kou, Yan-qing Lu, Jingjun Xu, Andrea Alù
Parity-time (PT) symmetry has enabled the demonstration of fascinating wave phenomena in non-Hermitian systems characterized by precisely balanced gain and loss. Until now, the exploration and observation of PT symmetry in scattering settings have largely been limited to propagating waves. Here, we demonstrate a versatile coupled-resonator acoustic waveguide (CRAW) system that enables the observation of PT-symmetric scattering responses for evanescent waves within a bandgap. By examining the generalized scattering matrix in the evanescent wave regime, we observe hallmark PT-symmetric phenomena—including phase transitions at an exceptional point, anisotropic transmission resonances, and laser-absorber modes—in systems that do not require balanced distributions of gain and loss. Owing to the peculiar energy transfer features of evanescent waves, our results not only demonstrate a distinct pathway for observing PT symmetry, but also enable strategies for exotic energy tunneling mechanisms, paving fresh directions for wave engineering grounded in non-Hermitian physics. Non-Hermitian physics and parity-time (PT) symmetry are of broad interest in classical wave systems. This work demonstrates evanescent wave manipulation and scattering control based on PT symmetry in a versatile coupled-resonator acoustic waveguide (CRAW) system, which not only extends the framework of non-Hermitian physics but also offers strategies for near-field manipulation and control.
奇偶时(PT)对称性使我们能够在增益和损耗精确平衡的非赫米提系统中展示迷人的波现象。迄今为止,在散射环境中对 PT 对称性的探索和观察主要局限于传播波。在这里,我们展示了一种多功能耦合谐振器声波导体(CRAW)系统,它可以观测带隙内蒸发波的 PT 对称散射响应。通过研究蒸发波制度下的广义散射矩阵,我们在不需要增益和损耗平衡分布的系统中观察到了标志性的 PT 对称现象--包括特殊点的相变、各向异性传输共振和激光吸收器模式。由于蒸发波具有奇特的能量转移特征,我们的研究结果不仅展示了观察 PT 对称性的独特途径,还为奇特的能量隧道机制提供了策略,为基于非赫米提物理学的波工程学铺平了新的道路。非赫米提物理学和奇偶时(PT)对称性在经典波系统中具有广泛的意义。这项研究在多功能耦合谐振器声波导(CRAW)系统中展示了基于 PT 对称性的蒸发波操纵和散射控制,不仅扩展了非赫米提物理学的框架,还提供了近场操纵和控制策略。
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引用次数: 0
Physics informed data-driven near-wall modelling for lattice Boltzmann simulation of high Reynolds number turbulent flows 高雷诺数湍流的晶格玻尔兹曼模拟的物理数据驱动近壁建模
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-15 DOI: 10.1038/s42005-024-01832-1
Xiao Xue, Shuo Wang, Hua-Dong Yao, Lars Davidson, Peter V. Coveney
Data-driven approaches offer novel opportunities for improving the performance of turbulent flow simulations, which are critical to wide-ranging applications from wind farms and aerodynamic designs to weather and climate forecasting. However, current methods for these simulations often require large amounts of data and computational resources. While data-driven methods have been extensively applied to the continuum Navier-Stokes equations, limited work has been done to integrate these methods with the highly scalable lattice Boltzmann method. Here, we present a physics-informed neural network framework for improving lattice Boltzmann-based simulations of near-wall turbulent flow. Using a small amount of data and integrating physical constraints, our model accurately predicts flow behaviour at a wide range of friction Reynolds numbers up to 1.0 × 106. In contradistinction with other models that use direct numerical simulation datasets, this approach reduces data requirements by three orders of magnitude and allows for sparse grid configurations. Our work broadens the scope of lattice Boltzmann applications, enabling efficient large-scale simulations of turbulent flow in diverse contexts. The authors provide a data-driven near-wall modelling framework for the lattice Boltzmann method using IDDES data. Their model can predict flows with friction Reynolds numbers up to 1,000,000 and effectively handle sparse near-wall grids.
数据驱动方法为提高湍流模拟性能提供了新的机遇,而湍流模拟对于从风电场、空气动力学设计到天气和气候预报等广泛应用至关重要。然而,目前的模拟方法往往需要大量数据和计算资源。虽然数据驱动方法已被广泛应用于连续纳维-斯托克斯方程,但将这些方法与高度可扩展的格子玻尔兹曼方法相结合的工作还很有限。在此,我们提出了一种物理信息神经网络框架,用于改进基于格子玻尔兹曼法的近壁湍流模拟。利用少量数据并结合物理约束条件,我们的模型可以准确预测摩擦雷诺数(最高可达 1.0 × 106)范围内的流动行为。与其他使用直接数值模拟数据集的模型不同,这种方法将数据要求降低了三个数量级,并允许稀疏网格配置。我们的工作拓宽了格子玻尔兹曼的应用范围,使在不同环境下对湍流进行高效的大规模模拟成为可能。作者利用 IDDES 数据为晶格玻尔兹曼方法提供了一个数据驱动的近壁建模框架。他们的模型可以预测摩擦雷诺数高达 1,000,000 的流动,并能有效处理稀疏的近壁网格。
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引用次数: 0
Harnessing synergy of spin and orbital currents in heavy metal/ferromagnet multilayers 在重金属/铁磁体多层膜中利用自旋和轨道电流的协同作用
IF 5.4 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-14 DOI: 10.1038/s42005-024-01829-w
Yumin Yang, Zhicheng Xie, Zhiyuan Zhao, Na Lei, Jianhua Zhao, Dahai Wei
Spin-orbitronics, exploiting electron spin and/or orbital angular momentum, offers a powerful route to energy-efficient spintronic applications. Recent research on orbital currents in light metals broadens the scope of spin-orbit torque (SOT). However, distinguishing and manipulating orbital torque in heavy metal/ferromagnet (HM/FM) remains a challenge, limiting the promising synergy of spin and orbital currents. Here, we design a HM/FM/FMSOC heterostructure and experimentally separate orbital torque contribution from spin torque by utilizing the distinct diffusion length of spin and orbital currents. Furthermore, we achieve the synergy of spin and orbital torques by controlling their relative strength, and obtain a 110% improvement in torque efficiency compared to the representative Pt/Co bilayer. Our findings not only contribute to a deeper understanding of SOT mechanisms and orbital current transport in HM/FM multilayers, but also highlight the promising prospect of orbital and spin torque synergy for optimizing the efficiency of next-generation spintronic devices. Eliminating the interference of spin current to distinguish and manipulate orbital torque in heavy metal/ferromagnet (HM/FM) heterojunction remains a challenge. Here, the authors design a HM/FM/FMSOC multilayer to separate orbital torque contribution and harness the synergy of spin and orbital currents for enhanced spin-orbit torque.
自旋轨道电子学利用电子自旋和/或轨道角动量,为高能效自旋电子学应用提供了一条强大的途径。最近对轻金属中轨道电流的研究拓宽了自旋轨道力矩(SOT)的范围。然而,在重金属/铁磁体(HM/FM)中区分和操纵轨道力矩仍然是一个挑战,限制了自旋和轨道电流的协同作用。在这里,我们设计了一种 HM/FM/FMSOC 异质结构,并利用自旋电流和轨道电流不同的扩散长度,通过实验将轨道转矩贡献从自旋转矩中分离出来。此外,我们还通过控制自旋扭矩和轨道扭矩的相对强度来实现它们的协同作用,与具有代表性的铂/钴双层结构相比,扭矩效率提高了 110%。我们的发现不仅有助于加深对 HM/FM 多层中的 SOT 机制和轨道电流传输的理解,还凸显了轨道扭矩和自旋扭矩协同作用在优化下一代自旋电子器件效率方面的广阔前景。消除自旋电流的干扰以区分和操纵重金属/铁磁体(HM/FM)异质结中的轨道力矩仍然是一项挑战。在此,作者设计了一种 HM/FM/FMSOC 多层,以分离轨道力矩的贡献,并利用自旋和轨道电流的协同作用来增强自旋轨道力矩。
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