首页 > 最新文献

Physical Review X最新文献

英文 中文
Flocking by Turning Away 转过身去
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-12 DOI: 10.1103/physrevx.14.031008
Suchismita Das, Matteo Ciarchi, Ziqi Zhou, Jing Yan, Jie Zhang, Ricard Alert
Flocking, as paradigmatically exemplified by birds, is the coherent collective motion of active agents. As originally conceived, flocking emerges through alignment interactions between the agents. Here, we report that flocking can also emerge through interactions that turn agents away from each other. Combining simulations, kinetic theory, and experiments, we demonstrate this mechanism of flocking in self-propelled Janus colloids with stronger repulsion on the front than on the rear. The polar state is stable because particles achieve a compromise between turning away from left and right neighbors. Unlike for alignment interactions, the emergence of polar order from turn-away interactions requires particle repulsion. At high concentration, repulsion produces flocking Wigner crystals. Whereas repulsion often leads to motility-induced phase separation of active particles, here it combines with turn-away torques to produce flocking. Therefore, our findings bridge the classes of aligning and nonaligning active matter. Our results could help to reconcile the observations that cells can flock despite turning away from each other via contact inhibition of locomotion. Overall, our work shows that flocking is a very robust phenomenon that arises even when the orientational interactions would seem to prevent it.
成群结队,以鸟类为典型代表,是活跃分子的连贯集体运动。按照最初的设想,鸟群是通过活动物之间的排列互动而出现的。在这里,我们报告说,鸟群也可以通过相互作用使鸟类彼此远离而出现。结合模拟、动力学理论和实验,我们证明了这种在前方斥力大于后方斥力的自推进 Janus 胶体中的成群机制。极性状态之所以稳定,是因为粒子在远离左邻右舍之间实现了折衷。与排列相互作用不同的是,从转离相互作用中产生极性秩序需要粒子的斥力。在高浓度下,斥力会产生成群的维格纳晶体。斥力通常会导致运动诱导的活性粒子相分离,而在这里,斥力与转离力矩相结合,产生了成群结队的现象。因此,我们的发现弥合了对齐和非对齐活性物质的类别。我们的研究结果有助于解释细胞通过运动的接触抑制,在相互远离的情况下仍能成群结队的现象。总之,我们的工作表明,成群是一种非常强大的现象,即使在定向相互作用似乎会阻止成群的情况下也会出现。
{"title":"Flocking by Turning Away","authors":"Suchismita Das, Matteo Ciarchi, Ziqi Zhou, Jing Yan, Jie Zhang, Ricard Alert","doi":"10.1103/physrevx.14.031008","DOIUrl":"https://doi.org/10.1103/physrevx.14.031008","url":null,"abstract":"Flocking, as paradigmatically exemplified by birds, is the coherent collective motion of active agents. As originally conceived, flocking emerges through alignment interactions between the agents. Here, we report that flocking can also emerge through interactions that turn agents away from each other. Combining simulations, kinetic theory, and experiments, we demonstrate this mechanism of flocking in self-propelled Janus colloids with stronger repulsion on the front than on the rear. The polar state is stable because particles achieve a compromise between turning away from left and right neighbors. Unlike for alignment interactions, the emergence of polar order from turn-away interactions requires particle repulsion. At high concentration, repulsion produces flocking Wigner crystals. Whereas repulsion often leads to motility-induced phase separation of active particles, here it combines with turn-away torques to produce flocking. Therefore, our findings bridge the classes of aligning and nonaligning active matter. Our results could help to reconcile the observations that cells can flock despite turning away from each other via contact inhibition of locomotion. Overall, our work shows that flocking is a very robust phenomenon that arises even when the orientational interactions would seem to prevent it.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141597275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Certifying Ground-State Properties of Many-Body Systems 认证多体系统的基态特性
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-11 DOI: 10.1103/physrevx.14.031006
Jie Wang, Jacopo Surace, Irénée Frérot, Benoît Legat, Marc-Olivier Renou, Victor Magron, Antonio Acín
A ubiquitous problem in quantum physics is to understand the ground-state properties of many-body systems. Confronted with the fact that exact diagonalization quickly becomes impossible when increasing the system size, variational approaches are typically employed as a scalable alternative: Energy is minimized over a subset of all possible states and then different physical quantities are computed over the solution state. Despite remarkable success, rigorously speaking, all that variational methods offer are upper bounds on the ground-state energy. On the other hand, so-called relaxations of the ground-state problem based on semidefinite programming represent a complementary approach, providing lower bounds to the ground-state energy. However, in their current implementation, neither variational nor relaxation methods offer provable bound on other observables in the ground state beyond the energy. In this work, we show that the combination of the two classes of approaches can be used to derive certifiable bounds on the value of any observable in the ground state, such as correlation functions of arbitrary order, structure factors, or order parameters. We illustrate the power of this approach in paradigmatic examples of 1D and 2D spin-1/2 Heisenberg models. To improve the scalability of the method, we exploit the symmetries and sparsity of the considered systems to reach sizes of hundreds of particles at much higher precision than previous works. Our analysis therefore shows how to obtain certifiable bounds on many-body ground-state properties beyond energy in a scalable way.
量子物理学中一个普遍存在的问题是了解多体系统的基态特性。当系统规模增大时,精确对角化很快就变得不可能,面对这一事实,变分法通常被用作一种可扩展的替代方法:在所有可能状态的子集上将能量最小化,然后在求解状态上计算不同的物理量。尽管变分法取得了巨大成功,但从严格意义上讲,它只能提供基态能量的上限。另一方面,基于半定量编程的所谓基态问题松弛法是一种补充方法,可提供基态能量的下限。然而,在目前的实施中,无论是变分法还是松弛法,都无法为基态中除能量之外的其他观测值提供可证明的约束。在这项工作中,我们展示了这两类方法的结合可用于推导基态中任何观测值的可证明约束,如任意阶的相关函数、结构因子或阶参数。我们以一维和二维自旋-1/2 海森堡模型为例,说明了这种方法的威力。为了提高该方法的可扩展性,我们利用了所考虑系统的对称性和稀疏性,以比以前的工作高得多的精度达到了数百个粒子的大小。因此,我们的分析展示了如何以可扩展的方式获得能量之外的多体基态性质的可认证边界。
{"title":"Certifying Ground-State Properties of Many-Body Systems","authors":"Jie Wang, Jacopo Surace, Irénée Frérot, Benoît Legat, Marc-Olivier Renou, Victor Magron, Antonio Acín","doi":"10.1103/physrevx.14.031006","DOIUrl":"https://doi.org/10.1103/physrevx.14.031006","url":null,"abstract":"A ubiquitous problem in quantum physics is to understand the ground-state properties of many-body systems. Confronted with the fact that exact diagonalization quickly becomes impossible when increasing the system size, variational approaches are typically employed as a scalable alternative: Energy is minimized over a subset of all possible states and then different physical quantities are computed over the solution state. Despite remarkable success, rigorously speaking, all that variational methods offer are upper bounds on the ground-state energy. On the other hand, so-called relaxations of the ground-state problem based on semidefinite programming represent a complementary approach, providing lower bounds to the ground-state energy. However, in their current implementation, neither variational nor relaxation methods offer provable bound on other observables in the ground state beyond the energy. In this work, we show that the combination of the two classes of approaches can be used to derive certifiable bounds on the value of any observable in the ground state, such as correlation functions of arbitrary order, structure factors, or order parameters. We illustrate the power of this approach in paradigmatic examples of 1D and 2D spin-<math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mn>1</mn><mo>/</mo><mn>2</mn></math> Heisenberg models. To improve the scalability of the method, we exploit the symmetries and sparsity of the considered systems to reach sizes of hundreds of particles at much higher precision than previous works. Our analysis therefore shows how to obtain certifiable bounds on many-body ground-state properties beyond energy in a scalable way.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141597277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hamiltonian Cycles on Ammann-Beenker Tilings 安曼-贝克尔结构上的哈密顿循环
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-10 DOI: 10.1103/physrevx.14.031005
Shobhna Singh, Jerome Lloyd, Felix Flicker
We provide a simple algorithm for constructing Hamiltonian graph cycles (visiting every vertex exactly once) on a set of arbitrarily large finite subgraphs of aperiodic two-dimensional Ammann-Beenker (AB) tilings. Using this result, and the discrete scale symmetry of AB tilings, we find exact solutions to a range of other problems which lie in the complexity class NP-complete for general graphs. These include the equal-weight traveling salesperson problem, providing, for example, the most efficient route a scanning tunneling microscope tip could take to image the atoms of physical quasicrystals with AB symmetries; the longest path problem, whose solution demonstrates that collections of flexible molecules of any length can adsorb onto AB quasicrystal surfaces at density one, with possible applications to catalysis; and the three-coloring problem, giving ground states for the q-state Potts model (q3) of magnetic interactions defined on the planar dual to AB, which may provide useful models for protein folding.
我们提供了一种在一组任意大的有限子图上构建汉密尔顿图循环(每个顶点精确访问一次)的简单算法,这些子图是非周期性的二维安曼-宾克(AB)倾斜图。利用这一结果和 AB 层的离散尺度对称性,我们找到了一系列其他问题的精确解,这些问题的复杂度属于一般图的 NP-完全问题。这些问题包括等权旅行推销员问题,例如,它提供了扫描隧道显微镜尖端对具有 AB 对称性的物理准晶体的原子进行成像的最有效路径;最长路径问题,该问题的求解证明了任何长度的柔性分子集合都能在密度为一的情况下吸附到 AB 类晶体表面,并可能应用于催化作用;以及三着色问题,该问题给出了定义在 AB 平面对偶面上的磁相互作用 q 态波茨模型(q≥3)的基态,这可能为蛋白质折叠提供有用的模型。
{"title":"Hamiltonian Cycles on Ammann-Beenker Tilings","authors":"Shobhna Singh, Jerome Lloyd, Felix Flicker","doi":"10.1103/physrevx.14.031005","DOIUrl":"https://doi.org/10.1103/physrevx.14.031005","url":null,"abstract":"We provide a simple algorithm for constructing Hamiltonian graph cycles (visiting every vertex exactly once) on a set of arbitrarily large finite subgraphs of aperiodic two-dimensional Ammann-Beenker (AB) tilings. Using this result, and the discrete scale symmetry of AB tilings, we find exact solutions to a range of other problems which lie in the complexity class NP-complete for general graphs. These include the equal-weight traveling salesperson problem, providing, for example, the most efficient route a scanning tunneling microscope tip could take to image the atoms of physical quasicrystals with AB symmetries; the longest path problem, whose solution demonstrates that collections of flexible molecules of any length can adsorb onto AB quasicrystal surfaces at density one, with possible applications to catalysis; and the three-coloring problem, giving ground states for the <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>q</mi></math>-state Potts model (<math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>q</mi><mo>≥</mo><mn>3</mn></math>) of magnetic interactions defined on the planar dual to AB, which may provide useful models for protein folding.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141566071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trapped Atoms and Superradiance on an Integrated Nanophotonic Microring Circuit 集成纳米光子微弧电路上的陷落原子和超辐照度
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1103/physrevx.14.031004
Xinchao Zhou, Hikaru Tamura, Tzu-Han Chang, Chen-Lung Hung
Interfacing cold atoms with integrated nanophotonic devices could offer new paradigms for engineering atom-light interactions and provide a potentially scalable route for quantum sensing, metrology, and quantum information processing. However, it remains a challenging task to efficiently trap a large ensemble of cold atoms on an integrated nanophotonic circuit. Here, we demonstrate direct loading of an ensemble of up to 70 atoms into an optical microtrap on a nanophotonic microring circuit. Efficient trap loading is achieved by employing degenerate Raman-sideband cooling in the microtrap, where a built-in spin-motion coupling arises directly from the vector light shift of the evanescent-field potential on a microring. Atoms are cooled into the trap via optical pumping with a single free space beam. We have achieved a trap lifetime approaching 700 ms under continuous cooling. We show that the trapped atoms display large cooperative coupling and superradiant decay into a whispering-gallery mode of the microring resonator, holding promise for explorations of new collective effects. Our technique can be extended to trapping a large ensemble of cold atoms on nanophotonic circuits for various quantum applications.
将冷原子与集成纳米光子器件连接起来可为原子-光相互作用工程提供新的范例,并为量子传感、计量学和量子信息处理提供潜在的可扩展途径。然而,在集成纳米光子电路上有效捕获大量冷原子仍然是一项具有挑战性的任务。在这里,我们展示了如何将多达 70 个原子的原子团直接装载到纳米光子微孔电路上的光学微阱中。通过在微陷阱中采用变性拉曼边带冷却,实现了高效的陷阱装载,其中内置的自旋运动耦合直接来自微孔上瞬发场势的矢量光移。原子通过单个自由空间光束的光学泵浦冷却进入阱。在持续冷却的条件下,我们实现了接近 700 毫秒的阱寿命。我们的研究表明,被捕获的原子显示出巨大的合作耦合和超辐射衰减,进入微孔谐振器的耳语廊模式,为探索新的集体效应带来了希望。我们的技术可以扩展到在纳米光子电路上捕获大量冷原子,用于各种量子应用。
{"title":"Trapped Atoms and Superradiance on an Integrated Nanophotonic Microring Circuit","authors":"Xinchao Zhou, Hikaru Tamura, Tzu-Han Chang, Chen-Lung Hung","doi":"10.1103/physrevx.14.031004","DOIUrl":"https://doi.org/10.1103/physrevx.14.031004","url":null,"abstract":"Interfacing cold atoms with integrated nanophotonic devices could offer new paradigms for engineering atom-light interactions and provide a potentially scalable route for quantum sensing, metrology, and quantum information processing. However, it remains a challenging task to efficiently trap a large ensemble of cold atoms on an integrated nanophotonic circuit. Here, we demonstrate direct loading of an ensemble of up to 70 atoms into an optical microtrap on a nanophotonic microring circuit. Efficient trap loading is achieved by employing degenerate Raman-sideband cooling in the microtrap, where a built-in spin-motion coupling arises directly from the vector light shift of the evanescent-field potential on a microring. Atoms are cooled into the trap via optical pumping with a single free space beam. We have achieved a trap lifetime approaching 700 ms under continuous cooling. We show that the trapped atoms display large cooperative coupling and superradiant decay into a whispering-gallery mode of the microring resonator, holding promise for explorations of new collective effects. Our technique can be extended to trapping a large ensemble of cold atoms on nanophotonic circuits for various quantum applications.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141561506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mitigating Temporal Fragility in the XY Surface Code 减轻 XY 表面代码的时间脆弱性
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1103/physrevx.14.031003
Pei-Kai Tsai, Yue Wu, Shruti Puri
An important outstanding challenge that must be overcome in order to fully utilize the XY surface code for correcting biased Pauli noise is the phenomenon of fragile temporal boundaries that arises during the standard logical state-preparation and measurement protocols. To address this challenge we propose a new logical state-preparation protocol based on locally entangling qubits into small Greenberger-Horne-Zeilinger-like states prior to making the stabilizer measurements that place them in the XY-code state. We prove that in this new procedure O(n) high-rate errors along a single lattice boundary can cause a logical failure, leading to an almost quadratic reduction in the number of fault configurations compared to the standard state-preparation approach. Moreover, the code becomes equivalent to a repetition code for high-rate errors, guaranteeing a 50% code-capacity threshold during state preparation for infinitely biased noise. With a simple matching decoder we confirm that our preparation protocol outperforms the standard protocol in terms of both threshold and logical error rate in the fault-tolerant regime where measurements are unreliable and at experimentally realistic biases. We also discuss how our state-preparation protocol can be inverted for similar fragile-boundary-mitigated logical-state measurement.
要充分利用 XY 表面代码来校正有偏差的保利噪声,必须克服的一个重要挑战是在标准逻辑状态准备和测量协议中出现的脆弱时间边界现象。为了应对这一挑战,我们提出了一种新的逻辑状态准备协议,它基于在将量子比特置于 XY 代码状态的稳定器测量之前,将量子比特局部纠缠到类似格林伯格-霍恩-蔡林格的小状态中。我们证明,在这种新程序中,沿着单个晶格边界的 O(n) 个高速率错误就能导致逻辑故障,与标准状态准备方法相比,故障配置的数量几乎减少了四倍。此外,对于高速率错误,该编码等同于重复编码,可保证在无限偏置噪声的状态准备过程中达到 50% 的编码容量阈值。通过一个简单的匹配解码器,我们证实,在测量不可靠的容错机制中,以及在符合实验实际的偏差条件下,我们的准备协议在阈值和逻辑错误率方面都优于标准协议。我们还讨论了如何将我们的状态准备协议反转用于类似的脆边界抑制逻辑状态测量。
{"title":"Mitigating Temporal Fragility in the XY Surface Code","authors":"Pei-Kai Tsai, Yue Wu, Shruti Puri","doi":"10.1103/physrevx.14.031003","DOIUrl":"https://doi.org/10.1103/physrevx.14.031003","url":null,"abstract":"An important outstanding challenge that must be overcome in order to fully utilize the XY surface code for correcting biased Pauli noise is the phenomenon of fragile temporal boundaries that arises during the standard logical state-preparation and measurement protocols. To address this challenge we propose a new logical state-preparation protocol based on locally entangling qubits into small Greenberger-Horne-Zeilinger-like states prior to making the stabilizer measurements that place them in the XY-code state. We prove that in this new procedure <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>O</mi><mo stretchy=\"false\">(</mo><msqrt><mi>n</mi></msqrt><mo stretchy=\"false\">)</mo></math> high-rate errors along a single lattice boundary can cause a logical failure, leading to an almost quadratic reduction in the number of fault configurations compared to the standard state-preparation approach. Moreover, the code becomes equivalent to a repetition code for high-rate errors, guaranteeing a 50% code-capacity threshold during state preparation for infinitely biased noise. With a simple matching decoder we confirm that our preparation protocol outperforms the standard protocol in terms of both threshold and logical error rate in the fault-tolerant regime where measurements are unreliable and at experimentally realistic biases. We also discuss how our state-preparation protocol can be inverted for similar fragile-boundary-mitigated logical-state measurement.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141561509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Raman Sideband Cooling of Molecules in an Optical Tweezer Array to the 3D Motional Ground State 拉曼边带冷却光镊阵列中的分子至三维运动基态
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1103/physrevx.14.031002
Yicheng Bao, Scarlett S. Yu, Jiaqi You, Loïc Anderegg, Eunmi Chae, Wolfgang Ketterle, Kang-Kuen Ni, John M. Doyle
Ultracold polar molecules are promising for quantum information processing and searches for physics beyond the standard model. Laser cooling to ultracold temperatures is an established technique for trapped diatomic and triatomic molecules. Further cooling of the molecules to near the motional ground state is crucial for reducing various dephasings in quantum and precision applications. In this work, we demonstrate Raman sideband cooling (RSC) of CaF molecules in optical tweezers to near their motional ground state, with average motional occupation quantum numbers of n¯x=0.16(12), n¯y=0.17(17) (radial directions), and n¯z=0.22(16) (axial direction), and a 3-D motional-ground-state probability of 54±18% of the molecules that survive the RSC. This process paves the way to increase molecular coherence times in optical tweezers for robust quantum computation and simulation applications.
超冷极性分子有望用于量子信息处理和标准模型之外的物理学研究。激光冷却到超低温是一种用于捕获二原子和三原子分子的成熟技术。将分子进一步冷却到接近运动基态对于减少量子和精密应用中的各种失重至关重要。在这项工作中,我们展示了在光学镊子中将 CaF 分子冷却到接近运动基态的拉曼边带冷却(RSC)过程,其平均运动占据量子数为 n¯x=0.16(12)、n¯y=0.17(17)(径向方向)和 n¯z=0.22(16)(轴向方向),并且在 RSC 中存活的分子的三维运动基态概率为 54±18%。这一过程为增加光镊中的分子相干时间铺平了道路,从而实现稳健的量子计算和模拟应用。
{"title":"Raman Sideband Cooling of Molecules in an Optical Tweezer Array to the 3D Motional Ground State","authors":"Yicheng Bao, Scarlett S. Yu, Jiaqi You, Loïc Anderegg, Eunmi Chae, Wolfgang Ketterle, Kang-Kuen Ni, John M. Doyle","doi":"10.1103/physrevx.14.031002","DOIUrl":"https://doi.org/10.1103/physrevx.14.031002","url":null,"abstract":"Ultracold polar molecules are promising for quantum information processing and searches for physics beyond the standard model. Laser cooling to ultracold temperatures is an established technique for trapped diatomic and triatomic molecules. Further cooling of the molecules to near the motional ground state is crucial for reducing various dephasings in quantum and precision applications. In this work, we demonstrate Raman sideband cooling (RSC) of CaF molecules in optical tweezers to near their motional ground state, with average motional occupation quantum numbers of <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><msub><mover accent=\"true\"><mi>n</mi><mo stretchy=\"false\">¯</mo></mover><mi>x</mi></msub><mo>=</mo><mn>0.16</mn><mo stretchy=\"false\">(</mo><mn>12</mn><mo stretchy=\"false\">)</mo></math>, <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><msub><mover accent=\"true\"><mi>n</mi><mo stretchy=\"false\">¯</mo></mover><mi>y</mi></msub><mo>=</mo><mn>0.17</mn><mo stretchy=\"false\">(</mo><mn>17</mn><mo stretchy=\"false\">)</mo></math> (radial directions), and <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><msub><mover accent=\"true\"><mi>n</mi><mo stretchy=\"false\">¯</mo></mover><mi>z</mi></msub><mo>=</mo><mn>0.22</mn><mo stretchy=\"false\">(</mo><mn>16</mn><mo stretchy=\"false\">)</mo></math> (axial direction), and a 3-D motional-ground-state probability of <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mn>54</mn><mo>±</mo><mn>18</mn><mo>%</mo></math> of the molecules that survive the RSC. This process paves the way to increase molecular coherence times in optical tweezers for robust quantum computation and simulation applications.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141561232","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model 深度神经网络如何学习合成数据:随机层次模型
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.1103/physrevx.14.031001
Francesco Cagnetta, Leonardo Petrini, Umberto M. Tomasini, Alessandro Favero, Matthieu Wyart
Deep learning algorithms demonstrate a surprising ability to learn high-dimensional tasks from limited examples. This is commonly attributed to the depth of neural networks, enabling them to build a hierarchy of abstract, low-dimensional data representations. However, how many training examples are required to learn such representations remains unknown. To quantitatively study this question, we introduce the random hierarchy model: a family of synthetic tasks inspired by the hierarchical structure of language and images. The model is a classification task where each class corresponds to a group of high-level features, chosen among several equivalent groups associated with the same class. In turn, each feature corresponds to a group of subfeatures chosen among several equivalent groups and so on, following a hierarchy of composition rules. We find that deep networks learn the task by developing internal representations invariant to exchanging equivalent groups. Moreover, the number of data required corresponds to the point where correlations between low-level features and classes become detectable. Overall, our results indicate how deep networks overcome the curse of dimensionality by building invariant representations and provide an estimate of the number of data required to learn a hierarchical task.
深度学习算法在从有限的示例中学习高维任务方面表现出了惊人的能力。这通常归功于神经网络的深度,使其能够建立抽象的低维数据表示层次。然而,需要多少训练示例才能学习到这种表征仍然是个未知数。为了对这一问题进行定量研究,我们引入了随机层次模型:这是受语言和图像的层次结构启发而产生的一系列合成任务。该模型是一种分类任务,其中每个类别对应一组高级特征,这些特征是从与同一类别相关的多个等价组中选择的。反过来,每个特征又对应一组子特征,这组子特征从多个等价组中选择,依此类推,遵循层次结构的组成规则。我们发现,深度网络通过开发不随等效组交换而变化的内部表征来学习任务。此外,所需的数据数量与低级特征和类别之间的相关性变得可检测的点相对应。总之,我们的研究结果表明了深度网络是如何通过建立不变表征来克服维度诅咒的,并提供了学习分层任务所需数据数量的估计值。
{"title":"How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model","authors":"Francesco Cagnetta, Leonardo Petrini, Umberto M. Tomasini, Alessandro Favero, Matthieu Wyart","doi":"10.1103/physrevx.14.031001","DOIUrl":"https://doi.org/10.1103/physrevx.14.031001","url":null,"abstract":"Deep learning algorithms demonstrate a surprising ability to learn high-dimensional tasks from limited examples. This is commonly attributed to the depth of neural networks, enabling them to build a hierarchy of abstract, low-dimensional data representations. However, how many training examples are required to learn such representations remains unknown. To quantitatively study this question, we introduce the random hierarchy model: a family of synthetic tasks inspired by the hierarchical structure of language and images. The model is a classification task where each class corresponds to a group of high-level features, chosen among several equivalent groups associated with the same class. In turn, each feature corresponds to a group of subfeatures chosen among several equivalent groups and so on, following a hierarchy of composition rules. We find that deep networks learn the task by developing internal representations invariant to exchanging equivalent groups. Moreover, the number of data required corresponds to the point where correlations between low-level features and classes become detectable. Overall, our results indicate how deep networks overcome the curse of dimensionality by building invariant representations and provide an estimate of the number of data required to learn a hierarchical task.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141489148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Classification of Symmetry-Enriched Topological Quantum Spin Liquids 对称性丰富的拓扑量子自旋液体的分类
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-27 DOI: 10.1103/physrevx.14.021053
Weicheng Ye, Liujun Zou
We present a systematic framework to classify symmetry-enriched topological quantum spin liquids in two spatial dimensions. This framework can deal with all topological quantum spin liquids, which may be either Abelian or non-Abelian and chiral or nonchiral. It can systematically treat a general symmetry, which may include both lattice symmetry and internal symmetry, may contain antiunitary symmetry, and may permute anyons. The framework applies to all types of lattices and can systematically distinguish different lattice systems with the same symmetry group using their quantum anomalies, which are sometimes known as Lieb-Schultz-Mattis anomalies. We apply this framework to classify U(1)2N chiral states and non-Abelian Ising(ν) states enriched by a p6×SO(3) or p4×SO(3) symmetry and ZN topological orders and U(1)2N×U(1)2N topological orders enriched by a p6m×SO(3)×Z2T, p4m×SO(3)×Z2T, p6m×Z2T, or p4m
我们提出了一个系统框架,用于在两个空间维度上对对称性丰富的拓扑量子自旋液体进行分类。这个框架可以处理所有拓扑量子自旋液体,它们可以是阿贝尔的或非阿贝尔的,也可以是手性的或非手性的。它可以系统地处理一般对称性,其中可能包括晶格对称性和内部对称性,可能包含反单元对称性,也可能包覆任意子。该框架适用于所有类型的晶格,并能利用其量子反常现象(有时也称为利布-舒尔茨-马蒂斯反常现象)系统地区分具有相同对称群的不同晶格系统。我们运用这一框架来划分由 p6×SO(3) 或 p4×SO(3) 对称和 ZN 拓扑阶以及由 p6m×SO(3)×Z2T 丰富的 U(1)2N 手性态和非阿贝尔伊辛(ν)态、p4m×SO(3)×Z2T、p6m×Z2T 或 p4m×Z2T 对称,其中 p6、p4、p6m 和 p4m 是晶格对称,而 SO(3) 和 Z2T 分别是自旋旋转对称和时间反转对称。特别是,我们发现了对称性丰富的拓扑量子自旋液体,这些液体不容易被通常的粒子均场方法所捕获,包括具有我们熟悉的 Z2 拓扑阶的例子。
{"title":"Classification of Symmetry-Enriched Topological Quantum Spin Liquids","authors":"Weicheng Ye, Liujun Zou","doi":"10.1103/physrevx.14.021053","DOIUrl":"https://doi.org/10.1103/physrevx.14.021053","url":null,"abstract":"We present a systematic framework to classify symmetry-enriched topological quantum spin liquids in two spatial dimensions. This framework can deal with all topological quantum spin liquids, which may be either Abelian or non-Abelian and chiral or nonchiral. It can systematically treat a general symmetry, which may include both lattice symmetry and internal symmetry, may contain antiunitary symmetry, and may permute anyons. The framework applies to all types of lattices and can systematically distinguish different lattice systems with the same symmetry group using their quantum anomalies, which are sometimes known as Lieb-Schultz-Mattis anomalies. We apply this framework to classify <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi mathvariant=\"normal\">U</mi><mo stretchy=\"false\">(</mo><mn>1</mn><msub><mo stretchy=\"false\">)</mo><mrow><mn>2</mn><mi>N</mi></mrow></msub></math> chiral states and non-Abelian <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><msup><mrow><mi>Ising</mi></mrow><mrow><mo stretchy=\"false\">(</mo><mi>ν</mi><mo stretchy=\"false\">)</mo></mrow></msup></mrow></math> states enriched by a <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>6</mn><mo>×</mo><mrow><mi>SO</mi></mrow><mo stretchy=\"false\">(</mo><mn>3</mn><mo stretchy=\"false\">)</mo></math> or <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>4</mn><mo>×</mo><mrow><mi>SO</mi></mrow><mo stretchy=\"false\">(</mo><mn>3</mn><mo stretchy=\"false\">)</mo></math> symmetry and <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><msub><mi mathvariant=\"double-struck\">Z</mi><mi>N</mi></msub></math> topological orders and <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi mathvariant=\"normal\">U</mi><mo stretchy=\"false\">(</mo><mn>1</mn><msub><mo stretchy=\"false\">)</mo><mrow><mn>2</mn><mi>N</mi></mrow></msub><mo>×</mo><mi mathvariant=\"normal\">U</mi><mo stretchy=\"false\">(</mo><mn>1</mn><msub><mo stretchy=\"false\">)</mo><mrow><mo>−</mo><mn>2</mn><mi>N</mi></mrow></msub></math> topological orders enriched by a <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>6</mn><mi>m</mi><mo>×</mo><mrow><mi>SO</mi></mrow><mo stretchy=\"false\">(</mo><mn>3</mn><mo stretchy=\"false\">)</mo><mo>×</mo><msubsup><mi mathvariant=\"double-struck\">Z</mi><mn>2</mn><mi>T</mi></msubsup></math>, <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>4</mn><mi>m</mi><mo>×</mo><mrow><mi>SO</mi></mrow><mo stretchy=\"false\">(</mo><mn>3</mn><mo stretchy=\"false\">)</mo><mo>×</mo><msubsup><mi mathvariant=\"double-struck\">Z</mi><mn>2</mn><mi>T</mi></msubsup></math>, <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>6</mn><mi>m</mi><mo>×</mo><msubsup><mi mathvariant=\"double-struck\">Z</mi><mn>2</mn><mi>T</mi></msubsup></math>, or <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>p</mi><mn>4</mn><mi>m</mi>","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141462640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Universal Phenomenology at Critical Exceptional Points of Nonequilibrium O(N) Models 非平衡 O(N)模型临界异常点的普遍现象学
IF 12.5 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2024-06-26 DOI: 10.1103/physrevx.14.021052
Carl Philipp Zelle, Romain Daviet, Achim Rosch, Sebastian Diehl
In thermal equilibrium the dynamics of phase transitions is largely controlled by fluctuation-dissipation relations: On the one hand, friction suppresses fluctuations, while on the other hand, the thermal noise is proportional to friction constants. Out of equilibrium, this balance dissolves and one can have situations where friction vanishes due to antidamping in the presence of a finite noise level. We study a wide class of O(N) field theories where this situation is realized at a phase transition, which we identify as a critical exceptional point. In the ordered phase, antidamping induces a continuous limit cycle rotation of the order parameter with an enhanced number of 2N3 Goldstone modes. Close to the critical exceptional point, however, fluctuations diverge so strongly due to the suppression of friction that in dimensions d<4 they universally either destroy a preexisting static order or give rise to a fluctuation-induced first-order transition. This is demonstrated within a full resummation of loop corrections via Dyson-Schwinger equations for N=2, and a generalization for arbitrary N, which can be solved in the long wavelength limit. We show that in order to realize this physics it is not necessary to drive a system far out of equilibrium: Using the peculiar protection of Goldstone modes, the transition from an xy magnet to a ferrimagnet is governed by an exceptional critical point once weakly perturbed away from thermal equilibrium.
在热平衡状态下,相变的动力学很大程度上受波动-消散关系的控制:一方面,摩擦会抑制波动,另一方面,热噪声与摩擦常数成正比。在平衡状态之外,这种平衡会消失,在有限噪声水平下,摩擦会由于反阻尼而消失。我们研究了一大类 O(N) 场理论,在这些理论中,这种情况会在相变阶段出现,我们将其称为临界例外点。在有序阶段,反阻尼会导致有序参数的连续极限循环旋转,同时增加 2N-3 金石模式的数量。然而,在临界超常点附近,由于摩擦的抑制,波动发散如此强烈,以至于在维数为 d<4 的情况下,它们普遍要么破坏了预先存在的静态有序,要么引起波动诱导的一阶转变。我们通过戴森-施温格方程对 N=2 的环路修正进行了完全重述,并对任意 N 进行了概括,从而在长波长极限中求解,证明了这一点。我们证明,要实现这一物理现象,并不需要使系统远远偏离平衡状态:利用金石模式的奇特保护,从 xy 磁体到铁磁体的转变受一个特殊临界点的支配,一旦受到微弱扰动就会远离热平衡。
{"title":"Universal Phenomenology at Critical Exceptional Points of Nonequilibrium O(N) Models","authors":"Carl Philipp Zelle, Romain Daviet, Achim Rosch, Sebastian Diehl","doi":"10.1103/physrevx.14.021052","DOIUrl":"https://doi.org/10.1103/physrevx.14.021052","url":null,"abstract":"In thermal equilibrium the dynamics of phase transitions is largely controlled by fluctuation-dissipation relations: On the one hand, friction suppresses fluctuations, while on the other hand, the thermal noise is proportional to friction constants. Out of equilibrium, this balance dissolves and one can have situations where friction vanishes due to antidamping in the presence of a finite noise level. We study a wide class of <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi mathvariant=\"normal\">O</mi><mo stretchy=\"false\">(</mo><mi>N</mi><mo stretchy=\"false\">)</mo></mrow></math> field theories where this situation is realized at a phase transition, which we identify as a critical exceptional point. In the ordered phase, antidamping induces a continuous limit cycle rotation of the order parameter with an enhanced number of <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mn>2</mn><mi>N</mi><mo>−</mo><mn>3</mn></math> Goldstone modes. Close to the critical exceptional point, however, fluctuations diverge so strongly due to the suppression of friction that in dimensions <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>d</mi><mo>&lt;</mo><mn>4</mn></math> they universally either destroy a preexisting static order or give rise to a fluctuation-induced first-order transition. This is demonstrated within a full resummation of loop corrections via Dyson-Schwinger equations for <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>N</mi><mo>=</mo><mn>2</mn></math>, and a generalization for arbitrary <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>N</mi></math>, which can be solved in the long wavelength limit. We show that in order to realize this physics it is not necessary to drive a system far out of equilibrium: Using the peculiar protection of Goldstone modes, the transition from an <math display=\"inline\" xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>x</mi><mi>y</mi></math> magnet to a ferrimagnet is governed by an exceptional critical point once weakly perturbed away from thermal equilibrium.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141453027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Emergence of Complex Network Topologies from Flow-Weighted Optimization of Network Efficiency 从流量加权优化网络效率中发现复杂网络拓扑结构
IF 12.5 1区 物理与天体物理 Q1 Physics and Astronomy Pub Date : 2024-06-21 DOI: 10.1103/physrevx.14.021050
Sebastiano Bontorin, Giulia Cencetti, Riccardo Gallotti, Bruno Lepri, Manlio De Domenico
Transportation and distribution networks are a class of spatial networks that have been of interest in recent years. These networks are often characterized by the presence of complex structures such as central loops paired with peripheral branches, which can appear both in natural and manmade systems, such as subway and railway networks. In this study, we investigate the conditions for the emergence of these nontrivial topological structures in the context of human transportation in cities. We propose a simple model for spatial networks generation, where a network lattice acts as a planar substrate and edge speeds define an effective temporal distance which we aim to optimize and quantifies the efficiency in exploring the urban space. Complex network topologies can be recovered from the optimization of edges’ speeds and we study how the interplay between a flow probability between two nodes in space and the associated travel cost influences the resulting optimal network. In the perspective of urban transportation we simulate these flows by means of human mobility models to obtain origin-destination matrices. We find that when using simple lattices, the obtained optimal topologies transition from treelike structures to more regular networks, depending on the spatial range of flows. Remarkably, we find that branches paired to large loops structures appear as optimal structures when the network is optimized for an interplay between heterogeneous mobility patterns of small range travels and longer-range ones typical of commuting. Moreover, when congestion dynamics in traffic routing is considered, we study the emergence of additional edges from the tree structure to mitigate temporal delays. Finally, we show that our framework is able to recover the statistical spatial properties of the Greater London area subway network.
运输和配送网络是近年来备受关注的一类空间网络。这些网络的特点通常是存在复杂的结构,如中心环路与外围分支配对,这些结构既可能出现在自然系统中,也可能出现在地铁和铁路网络等人造系统中。在本研究中,我们研究了在城市人类交通中出现这些非难拓扑结构的条件。我们提出了一个简单的空间网络生成模型,其中网络晶格充当平面基底,边缘速度定义了有效的时间距离,我们旨在优化和量化探索城市空间的效率。复杂的网络拓扑结构可以从边缘速度的优化中得到恢复,我们将研究空间中两个节点之间的流动概率与相关旅行成本之间的相互作用如何影响最终的最优网络。从城市交通的角度来看,我们通过人类流动模型模拟这些流动,从而获得出发地-目的地矩阵。我们发现,在使用简单网格时,所获得的最佳拓扑结构会从树状结构过渡到更规则的网络,这取决于流量的空间范围。值得注意的是,我们发现当网络针对小范围旅行和通勤中典型的长距离旅行之间的异质流动模式进行优化时,与大循环结构配对的分支会成为最优结构。此外,当考虑到交通路由中的拥堵动态时,我们研究了树状结构中出现的额外边,以缓解时间延迟。最后,我们展示了我们的框架能够恢复大伦敦地区地铁网络的统计空间属性。
{"title":"Emergence of Complex Network Topologies from Flow-Weighted Optimization of Network Efficiency","authors":"Sebastiano Bontorin, Giulia Cencetti, Riccardo Gallotti, Bruno Lepri, Manlio De Domenico","doi":"10.1103/physrevx.14.021050","DOIUrl":"https://doi.org/10.1103/physrevx.14.021050","url":null,"abstract":"Transportation and distribution networks are a class of spatial networks that have been of interest in recent years. These networks are often characterized by the presence of complex structures such as central loops paired with peripheral branches, which can appear both in natural and manmade systems, such as subway and railway networks. In this study, we investigate the conditions for the emergence of these nontrivial topological structures in the context of human transportation in cities. We propose a simple model for spatial networks generation, where a network lattice acts as a planar substrate and edge speeds define an effective temporal distance which we aim to optimize and quantifies the efficiency in exploring the urban space. Complex network topologies can be recovered from the optimization of edges’ speeds and we study how the interplay between a flow probability between two nodes in space and the associated travel cost influences the resulting optimal network. In the perspective of urban transportation we simulate these flows by means of human mobility models to obtain origin-destination matrices. We find that when using simple lattices, the obtained optimal topologies transition from treelike structures to more regular networks, depending on the spatial range of flows. Remarkably, we find that branches paired to large loops structures appear as optimal structures when the network is optimized for an interplay between heterogeneous mobility patterns of small range travels and longer-range ones typical of commuting. Moreover, when congestion dynamics in traffic routing is considered, we study the emergence of additional edges from the tree structure to mitigate temporal delays. Finally, we show that our framework is able to recover the statistical spatial properties of the Greater London area subway network.","PeriodicalId":20161,"journal":{"name":"Physical Review X","volume":null,"pages":null},"PeriodicalIF":12.5,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141435802","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Physical Review X
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1