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Computing large deviation prefactors of stochastic dynamical systems based on machine learning 基于机器学习计算随机动力系统的大偏差前因子
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-01 DOI: 10.1088/1674-1056/ad12a8
Yang Li, Shenglan Yuan, Linghongzhi Lu, Xianbin Liu
We present a large deviation theory that characterizes the exponential estimate for rare events in stochastic dynamical systems in the limit of weak noise. We aim to consider a next-to-leading-order approximation for more accurate calculation of the mean exit time by computing large deviation prefactors with the aid of machine learning. More specifically, we design a neural network framework to compute quasipotential, most probable paths and prefactors based on the orthogonal decomposition of a vector field. We corroborate the higher effectiveness and accuracy of our algorithm with two toy models. Numerical experiments demonstrate its powerful functionality in exploring the internal mechanism of rare events triggered by weak random fluctuations.
我们提出了一种大偏差理论,它描述了在弱噪声极限下随机动态系统中罕见事件的指数估计值。我们的目标是通过借助机器学习计算大偏差预因子,考虑一种次导阶近似方法,以更精确地计算平均退出时间。更具体地说,我们设计了一个神经网络框架,根据向量场的正交分解来计算准位势、最可能路径和前因。我们通过两个玩具模型证实了我们的算法具有更高的有效性和准确性。数值实验证明了该算法在探索由弱随机波动引发的罕见事件的内部机制方面的强大功能。
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引用次数: 0
Tunable superconducting resonators via on-chip control of local magnetic field 通过片上控制局部磁场实现可调谐超导谐振器
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-01 DOI: 10.1088/1674-1056/ad2f21
Chen-Guang Wang, Wen-Cheng Yue, Xuecou Tu, Tianyuan Chi, Tingting Guo, Yang-Yang Lyu, Sining Dong, Chunhai Cao, Labao Zhang, Xiaoqing Jia, Guozhu Sun, Lin Kang, Jian Chen, Yong-Lei Wang, Huabing Wang, Peiheng Wu
Superconducting microwave resonators play a pivotal role in superconducting quantum circuits. The ability to fine-tune their resonant frequencies provides enhanced control and flexibility. Here, we introduce a frequency-tunable superconducting coplanar waveguide resonator. By applying electrical currents through specifically designed ground wires, we achieve the generation and control of a localized magnetic field on the central line of the resonator, enabling continuous tuning of its resonant frequency. We demonstrate a frequency tuning range of 54.85 MHz in a 6.21-GHz resonator. This integrated and tunable resonator holds great potential as a dynamically tunable filter and as a key component of communication buses and memory elements in superconducting quantum computing.
超导微波谐振器在超导量子电路中发挥着举足轻重的作用。对其谐振频率进行微调的能力增强了控制性和灵活性。在这里,我们介绍一种频率可调的超导共面波导谐振器。通过专门设计的接地线施加电流,我们在谐振器的中心线上产生并控制了局部磁场,从而实现了谐振频率的连续调谐。我们在 6.21 千兆赫的谐振器中演示了 54.85 兆赫的频率调谐范围。这种集成的可调谐谐振器作为动态可调谐滤波器以及超导量子计算中通信总线和存储元件的关键组件,具有巨大的潜力。
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引用次数: 0
Quafu-Qcover: Explore combinatorial optimization problems on cloud-based quantum computers Quafu-Qcover:在云量子计算机上探索组合优化问题
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-04-01 DOI: 10.1088/1674-1056/ad18ab
Hong-Ze Xu, Wei-Feng Zhuang, Zheng-An Wang, Kai-Xuan Huang, Yun-Hao Shi, Wei-Guo Ma, Tian-Ming Li, Chi-Tong Chen, Kai Xu, Yu-Long Feng, Pei Liu, Mo Chen, Shang-Shu Li, Zhi-Peng Yang, Chen Qian, Yu-Xin Jin, Yun-Heng Ma, Xiao Xiao, Peng Qian, Yanwu Gu, Xu-Dan Chai, Ya-Nan Pu, Yi-Peng Zhang, Shi-Jie Wei, Jin-Feng Zeng, Hang Li, Gui-Lu Long, Yirong Jin, Haifeng Yu, Heng Fan, Dong E. Liu, Meng-Jun Hu
We introduce Quafu-Qcover, an open-source cloud-based software package developed for solving combinatorial optimization problems using quantum simulators and hardware backends. Quafu-Qcover provides a standardized and comprehensive workflow that utilizes the quantum approximate optimization algorithm (QAOA). It facilitates the automatic conversion of the original problem into a quadratic unconstrained binary optimization (QUBO) model and its corresponding Ising model, which can be subsequently transformed into a weight graph. The core of Qcover relies on a graph decomposition-based classical algorithm, which efficiently derives the optimal parameters for the shallow QAOA circuit. Quafu-Qcover incorporates a dedicated compiler capable of translating QAOA circuits into physical quantum circuits that can be executed on Quafu cloud quantum computers. Compared to a general-purpose compiler, our compiler demonstrates the ability to generate shorter circuit depths, while also exhibiting superior speed performance. Additionally, the Qcover compiler has the capability to dynamically create a library of qubits coupling substructures in real-time, utilizing the most recent calibration data from the superconducting quantum devices. This ensures that computational tasks can be assigned to connected physical qubits with the highest fidelity. The Quafu-Qcover allows us to retrieve quantum computing sampling results using a task ID at any time, enabling asynchronous processing. Moreover, it incorporates modules for results preprocessing and visualization, facilitating an intuitive display of solutions for combinatorial optimization problems. We hope that Quafu-Qcover can serve as an instructive illustration for how to explore application problems on the Quafu cloud quantum computers.
我们介绍 Quafu-Qcover,这是一款基于云计算的开源软件包,用于利用量子模拟器和硬件后端解决组合优化问题。Quafu-Qcover 利用量子近似优化算法(QAOA)提供了一个标准化的综合工作流程。它便于将原始问题自动转换为二次无约束二元优化(QUBO)模型及其相应的伊辛模型,然后再将其转换为权重图。Qcover 的核心依赖于一种基于图分解的经典算法,它能高效地为浅层 QAOA 电路导出最优参数。Quafu-Qcover包含一个专用编译器,能够将QAOA电路转化为可在Quafu云量子计算机上执行的物理量子电路。与通用编译器相比,我们的编译器能够生成更短的电路深度,同时还表现出卓越的速度性能。此外,Qcover 编译器还能利用来自超导量子设备的最新校准数据,实时动态地创建量子比特耦合子结构库。这确保了计算任务能以最高的保真度分配给连接的物理量子比特。Quafu-Qcover允许我们随时使用任务ID检索量子计算采样结果,从而实现异步处理。此外,它还集成了结果预处理和可视化模块,便于直观地显示组合优化问题的解决方案。我们希望 Quafu-Qcover 能为如何在 Quafu 云量子计算机上探索应用问题提供指导性说明。
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引用次数: 0
Localization effect in single crystal of RuAs2 RuAs2 单晶中的局部效应
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad23d9
Zhe-Kai Yi, Qi Liu, Shuang-Kui Guang, Sheng Xu, Xiao-Yu Yue, Hui Liang, Na Li, Ying Zhou, Dan-Dan Wu, Yan Sun, Qiu-Ju Li, Peng Cheng, Tian-Long Xia, Xue-Feng Sun, Yi-Yan Wang
We report the magnetotransport and thermal properties of RuAs2 single crystal. RuAs2 exhibits semiconductor behavior and localization effect. The crossover from normal state to diffusive transport in the weak localization (WL) state and then to variable range hopping (VRH) transport in the strong localization state has been observed. The transitions can be reflected in the measurement of resistivity and Seebeck coefficient. Negative magnetoresistance (NMR) emerges with the appearance of localization effect and is gradually suppressed in high magnetic field. The temperature dependent phase coherence length extracted from the fittings of NMR also indicates the transition from WL to VRH. The measurement of Hall effect reveals an anomaly of temperature dependent carrier concentration caused by localization effect. Our findings show that RuAs2 is a suitable platform to study the localized state.
我们报告了 RuAs2 单晶的磁传输和热特性。RuAs2 表现出半导体行为和局域化效应。我们观察到了从正常态到弱局域化(WL)态的扩散传输,再到强局域化态的变程跳变(VRH)传输的转变。这些转变可以通过电阻率和塞贝克系数的测量反映出来。负磁阻(NMR)随着局域化效应的出现而出现,并在高磁场中逐渐被抑制。从 NMR 的配件中提取的与温度相关的相干长度也表明了从 WL 到 VRH 的转变。霍尔效应的测量揭示了局部化效应导致的载流子浓度随温度变化的异常现象。我们的研究结果表明,RuAs2 是研究局域态的合适平台。
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引用次数: 0
Image segmentation of exfoliated two-dimensional materials by generative adversarial network-based data augmentation 基于生成式对抗网络的数据增强技术对二维剥离材料进行图像分割
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad23d8
Xiaoyu Cheng, Chenxue Xie, Yulun Liu, Ruixue Bai, Nanhai Xiao, Yanbo Ren, Xilin Zhang, Hui Ma, Chongyun Jiang
Mechanically cleaved two-dimensional materials are random in size and thickness. Recognizing atomically thin flakes by human experts is inefficient and unsuitable for scalable production. Deep learning algorithms have been adopted as an alternative, nevertheless a major challenge is a lack of sufficient actual training images. Here we report the generation of synthetic two-dimensional materials images using StyleGAN3 to complement the dataset. DeepLabv3Plus network is trained with the synthetic images which reduces overfitting and improves recognition accuracy to over 90%. A semi-supervisory technique for labeling images is introduced to reduce manual efforts. The sharper edges recognized by this method facilitate material stacking with precise edge alignment, which benefits exploring novel properties of layered-material devices that crucially depend on the interlayer twist-angle. This feasible and efficient method allows for the rapid and high-quality manufacturing of atomically thin materials and devices.
机械切割的二维材料在尺寸和厚度上都是随机的。由人类专家识别原子薄片的效率很低,也不适合规模化生产。深度学习算法已被作为一种替代方法,但其面临的主要挑战是缺乏足够的实际训练图像。在此,我们报告了使用 StyleGAN3 生成合成二维材料图像以补充数据集的情况。DeepLabv3Plus 网络使用合成图像进行训练,从而减少了过拟合,并将识别准确率提高到 90% 以上。为了减少人工操作,还引入了一种用于标记图像的半监督技术。这种方法识别出的边缘更清晰,有利于材料堆叠和边缘精确对齐,有利于探索层状材料器件的新特性,而这些特性主要取决于层间扭转角。这种可行而高效的方法有助于快速、高质量地制造原子薄材料和器件。
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引用次数: 0
BaTiO3/p-GaN/Au self-driven UV photodetector with bipolar photocurrent controlled by ferroelectric polarization 由铁电极化控制双极光电流的 BaTiO3/p-GaN/Au 自驱动紫外线光电探测器
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad2607
Wushuang Han, Kewei Liu, Jialin Yang, Yongxue Zhu, Zhen Cheng, Xing Chen, Binghui Li, Lei Liu, Dezhen Shen
Ferroelectric materials are promising candidates for ultraviolet photodetectors due to their ferroelectric effect. In this work, a BaTiO3/p-GaN/Au hybrid heterojunction–Schottky self-driven ultraviolet photodetector was fabricated with excellent bipolar photoresponse property. At 0 V bias, the direction of the photocurrent can be switched by flipping the depolarization field of BaTiO3, which allows the performance of photodetectors to be controlled by the ferroelectric effect. Meanwhile, a relatively large responsivity and a fast response speed can be also observed. In particular, when the depolarization field of BaTiO3 is in the same direction of the built-in electric field of the Au/p-GaN Schottky junction (up polarized state), the photodetector exhibits a high responsivity of 18 mA/W at 360 nm, and a fast response speed of < 40 ms at 0 V. These findings pave a new way for the preparation of high-performance photodetectors with bipolar photocurrents.
铁电材料具有铁电效应,是紫外光探测器的理想候选材料。在这项工作中,制备了一种具有优异双极性光响应特性的 BaTiO3/p-GaN/Au 混合异质结-肖特基自驱动紫外光探测器。在 0 V 偏置下,光电流的方向可以通过翻转 BaTiO3 的去极化场来切换,这使得光电探测器的性能可以由铁电效应来控制。同时,还可以观察到相对较大的响应率和较快的响应速度。特别是当 BaTiO3 的去极化场与 Au/p-GaN 肖特基结的内置电场(上极化态)方向相同时,光电探测器在 360 纳米波长下的响应率高达 18 mA/W,在 0 V 电压下的响应速度快达 40 ms。
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引用次数: 0
Stable photocurrent–voltage characteristics of perovskite single crystal detectors obtained by pulsed bias 通过脉冲偏压获得的过氧化物单晶探测器的稳定光电流-电压特性
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad23d7
Xin Liu, Zhi-Long Chen, Hu Wang, Wen-Qing Zhang, Hao Dong, Peng-Xiang Wang, Yu-Chuan Shao
Photocurrent–voltage characterization is a crucial method for assessing key parameters in x-ray or γ-ray semiconductor detectors, especially the carrier mobility lifetime product. However, the high biases during photocurrent measurements tend to cause severe ion migration, which can lead to the instability and inaccuracy of the test results. Given the mixed electronic–ionic characteristics, it is imperative to devise novel methods capable of precisely measuring photocurrent–voltage characteristics under high bias conditions, free from interference caused by ion migration. In this paper, pulsed bias is employed to explore the photocurrent–voltage characteristics of MAPbBr3 single crystals. The method yields stable photocurrent–voltage characteristics at a pulsed bias of up to 30 V, proving to be effective in mitigating ion migration. Through fitting the modified Hecht equation, we determined the mobility lifetime products of 1.0 × 10−2 cm2⋅V−1 for hole and 2.78 × 10−3 cm2⋅V−1 for electron. This approach offers a promising solution for accurately measuring the transport properties of carriers in perovskite.
光电流-电压特性分析是评估 X 射线或 γ 射线半导体探测器关键参数(尤其是载流子迁移率寿命积)的重要方法。然而,光电流测量过程中的高偏置往往会导致严重的离子迁移,从而导致测试结果的不稳定和不准确。鉴于电子-离子混合特性,当务之急是设计出能够在高偏压条件下精确测量光电流-电压特性的新方法,同时避免离子迁移造成的干扰。本文采用脉冲偏压来探索 MAPbBr3 单晶的光电流-电压特性。该方法能在高达 30 V 的脉冲偏压下产生稳定的光电流-电压特性,证明能有效减轻离子迁移。通过拟合修正的海希特方程,我们确定了空穴和电子的迁移率寿命乘积分别为 1.0 × 10-2 cm2⋅V-1 和 2.78 × 10-3 cm2⋅V-1 。这种方法为精确测量包晶中载流子的传输特性提供了一种很有前途的解决方案。
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引用次数: 0
Modeling the performance of perovskite solar cells with inserting porous insulating alumina nanoplates 为插入多孔绝缘氧化铝纳米板的过氧化物太阳能电池的性能建模
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad1480
Zhaoyao Pan, Jinpeng Yang, Xiaoshuang Shen
Peng et al. [Science 379 683 (2023)] reported an effective method to improve the performance of perovskite solar cells by using thicker porous insulator contact (PIC)-alumina nanoplates. This method overcomes the trade-off between the open-circuit voltage and the fill factor through two mechanisms: reduced surface recombination velocity and increased bulk recombination lifetime due to better perovskite crystallinity. From arguments of drift-diffusion simulations, we find that an increase in mobility and carrier recombination lifetime in bulk are the key factors for minimizing the resistance-effect from thicker PICs and achieving a maximum power conversion efficiency (PCE) at approximately 25% reduced contact area. Furthermore, the partially replacement of perovskite films with thicker PICs would result in a reduction in short-current density, but the relative low refractive index of the PICs imbedded into the high refractive index perovskite creates light trapping structures that compensate for this loss.
Peng 等人[Science 379 683 (2023)]报告了一种通过使用更厚的多孔绝缘体接触(PIC)-氧化铝纳米板来提高过氧化物太阳能电池性能的有效方法。这种方法通过两种机制克服了开路电压和填充因子之间的权衡:降低表面重组速度和由于更好的过氧化物结晶性而提高体重组寿命。通过漂移扩散模拟的论证,我们发现增加块体中的迁移率和载流子重组寿命是最大限度地降低较厚 PIC 的电阻效应,并在减少约 25% 接触面积的情况下实现最高功率转换效率 (PCE) 的关键因素。此外,用较厚的 PIC 部分取代包晶薄膜会导致短电流密度降低,但嵌入高折射率包晶中的 PIC 折射率相对较低,可形成光捕获结构,弥补这一损失。
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引用次数: 0
Magnetic diagnostics layout design for CFETR plasma equilibrium reconstruction 用于 CFETR 等离子体平衡重建的磁诊断布局设计
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-03-01 DOI: 10.1088/1674-1056/ad23d6
Qingze Yu, Yao Huang, Zhengping Luo, Yuehang Wang, Zijie Liu, Wangyi Rui, Kai Wu, Bingjia Xiao, Jiangang Li
Plasma equilibrium reconstruction provides essential information for tokamak operation and physical analysis. An extensive and reliable set of magnetic diagnostics is required to obtain accurate plasma equilibrium. This study designs and optimizes the magnetic diagnostics layout for the reconstruction of the equilibrium of the plasma according to the scientific objectives, engineering design parameters, and limitations of the Chinese Fusion Engineering Test Reactor (CFETR). Based on the CFETR discharge simulation, magnetic measurement data are employed to reconstruct consistent plasma equilibrium parameters, and magnetic diagnostics’ number and position are optimized by truncated Singular value decomposition, verifying the redundancy reliability of the magnetic diagnostics layout design. This provides a design solution for the layout of the magnetic diagnostics system required to control the plasma equilibrium of CFETR, and the developed design and optimization method can provide effective support to design magnetic diagnostics systems for future magnetic confinement fusion devices.
等离子体平衡重建为托卡马克运行和物理分析提供了重要信息。要获得准确的等离子体平衡,需要一套广泛而可靠的磁诊断装置。本研究根据中国聚变工程试验堆(CFETR)的科学目标、工程设计参数和限制条件,设计并优化了重建等离子体平衡的磁诊断布局。在 CFETR 放电模拟的基础上,利用磁测量数据重建了一致的等离子体平衡参数,并通过截断奇异值分解优化了磁诊断器的数量和位置,验证了磁诊断器布局设计的冗余可靠性。这为控制 CFETR 等离子体平衡所需的磁诊断系统布局提供了设计方案,所开发的设计和优化方法可为未来磁约束聚变装置的磁诊断系统设计提供有效支持。
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引用次数: 0
Anomalous spin Josephson effect in spin superconductors 自旋超导体中的反常自旋约瑟夫森效应
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-02-01 DOI: 10.1088/1674-1056/ad1982
Wen Zeng, Rui Shen
The spin superconductor state is the spin-polarized triplet exciton condensate, which can be viewed as a counterpart of the charge superconductor state. As an analogy of the charge Josephson effect, the spin Josephson effect can be generated in the spin superconductor/normal metal/spin superconductor junctions. Here we study the spin supercurrent in the Josephson junctions consisting of two spin superconductors with noncollinear spin polarizations. For the Josephson junctions with out-of-plane spin polarizations, the possible π-state spin supercurrent appears due to the Fermi momentum-splitting Andreev-like reflections at the normal metal/spin superconductor interfaces. For the Josephson junctions with in-plane spin polarizations, the anomalous spin supercurrent appears and is driven by the misorientation angle of the in-plane polarizations. The symmetry analysis shows that the appearance of the anomalous spin Josephson current is possible when the combined symmetry of the spin rotation and the time reversal is broken.
自旋超导体态是自旋极化的三重激子凝聚态,可以看作是电荷超导体态的对应物。与电荷约瑟夫森效应类似,自旋约瑟夫森效应也可以在自旋超导体/普通金属/自旋超导体结中产生。在这里,我们研究了由两个自旋极化不共线的自旋超导体组成的约瑟夫森结中的自旋超电流。对于平面外自旋极化的约瑟夫森结,由于正常金属/自旋超导体界面上的费米动量分裂安德列夫样反射,可能出现π态自旋超电流。对于具有面内自旋极化的约瑟夫森结,反常自旋超电流的出现是由面内极化的错向角驱动的。对称性分析表明,当自旋旋转和时间反转的组合对称性被打破时,就有可能出现异常自旋约瑟夫森电流。
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引用次数: 0
期刊
Chinese Physics B
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