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Domain wall dynamics driven by sinusoidal polarized magnetic field in ferrimagnets 铁磁体中正弦极化磁场驱动的畴壁动力学
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230913
Chenrui Zhao, Yunxin Wei, Tingting Liu, and Minghui Qin
Ferrimagnetic domain walls are attracting more and more attentions due to their interesting physics and potential applications in future spintronic devices, particularly attributes to the non-zero net magnetization and ultrafast dynamic properties. Exploring effective methods for driving domain walls with low energy consumption and high efficiency does provide important information for experimental design and device development. In this work, we study theoretically and numerically the dynamics of ferrimagnetic domain wall driven by the sinusoidal microwave magnetic field using the collective coordinate theory and Landau-Lifshitz-Gilbert simulations of atomistic spin model. It is revealed that the microwave field can drive the propagation of the domain wall along nanowires when the frequency falls into appropriate regions, which allows one to modulate the domain wall dynamics through tuning field frequency. Specifically, the domain wall velocity is proportional to the field frequency and the net angular momentum below the critical frequency, while it quickly decreases to zero above the critical frequency. The physical mechanisms of the results are discussed in detail, and the influences of the biaxial anisotropy and other parameters on the velocity of domain wall are explored. Thus, it is suggested that the domain wall dynamics can be effectively regulated by adjusting the basic magnetic structure and magnetic anisotropic, in addition to the external microwave field frequency. This work uncovers interesint dynamics of ferrimagnetic domain wall driven by sinusoidal microwave magnetic field, which is helpful for domain wall-based spintronic device design.
铁磁畴壁因其独特的物理特性和在自旋电子器件中的应用前景而受到越来越多的关注,特别是其非零净磁化和超快动态特性。探索低能耗、高效率驱动畴壁的有效方法,为实验设计和器件开发提供了重要信息。本文利用集体坐标理论和原子自旋模型的Landau-Lifshitz-Gilbert模拟,从理论上和数值上研究了正弦微波磁场驱动下的铁磁畴壁动力学。结果表明,当微波场的频率落在适当的范围内时,可以驱动畴壁沿纳米线的传播,从而可以通过调谐场频率来调制畴壁的动态。具体来说,在临界频率以下,畴壁速度与场频和净角动量成正比,而在临界频率以上,畴壁速度迅速降至零。详细讨论了这些结果的物理机制,并探讨了双轴各向异性和其他参数对畴壁速度的影响。因此,除了外部微波场频率外,还可以通过调整基本磁结构和磁各向异性来有效地调节畴壁动力学。本工作揭示了正弦微波磁场驱动下铁磁畴壁的有趣动力学,对基于畴壁的自旋电子器件的设计具有指导意义。
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引用次数: 0
Recent progresses of two-dimensional layered thermoelectric materials 二维层状热电材料研究进展
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20222095
Zehao Yu, Lifa Zhang, Jing Wu, Yunshan Zhao
Nowadays, there are enormous amounts of energy wasted in the world, most of which is in the form of waste heat. Thermoelectric effect, by converting heat energy into electricity without the release of dangerous substances, has attracted more and more interest from researchers. Since the discovery of graphene, more and more twodimensional layered materials have been reported, which typically own superior electrical, optical and other physical properties than that of bulk materials, and the development of the new theory and experiment technologies stimulates further research for them as well. In this paper, we firstly introduce the measurement methods and techniques that are appropriate for the thermoelectric properties characterizations of two-dimensional materials, and then discuss the current challenging issues related to that. Subsequently, graphene, transition metal disulfides, black phosphorus and other 2D materials in thermoelectric applications are introduced. Finally, we discuss the various strategies to improve the thermoelectric performance and the problems that need to be solved urgently.
如今,世界上有大量的能源被浪费,其中大部分以废热的形式存在。热电效应是一种将热能转化为电能而不释放危险物质的现象,它引起了越来越多研究者的兴趣。自石墨烯发现以来,越来越多的二维层状材料被报道,它们通常具有比块状材料优越的电学、光学和其他物理性质,新的理论和实验技术的发展也刺激了对它们的进一步研究。本文首先介绍了适用于二维材料热电特性表征的测量方法和技术,然后讨论了当前与之相关的挑战性问题。随后介绍了石墨烯、过渡金属二硫化物、黑磷等二维材料在热电领域的应用。最后,讨论了提高热电性能的各种策略和迫切需要解决的问题。
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引用次数: 0
Sharing entanglement of the Werner state by arbitrarily many independent observers 由任意多个独立的观察者共享维尔纳态的纠缠
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20222039
Yu Xin-Miao, Yang Shu-Yuan, He Kan
The problem of sharing quantum correlations is an interesting problem in the study of quantum information theory. Silva et al. proposed the study of sharing quantum nonlocality at first. They studied the fundamental limits on nonlocality, asking whether a single pair of entangled qubits could generate a long sequence of nonlocal correlations. At the same time, the sequential scenario was also introduced first, in which Alice and Bob each have half of a pair of entangled qubit states. The first Bob measures his half and then passes his part to a second Bob who measures again and so on. Obviously, even partial preservation of entanglement in a shared state in spite of a few sequences of local operations performed by the sharing parties can be important for information processing schemes in which entanglement is utilized as a resource. Thus, the problem of sharing quantum entanglement has also been extensively investigated. Recently, C. Srivastava et al. proved that there exist a class of T-states whose entanglement can be shared by arbitrarily many independent observers in[Phys. Rev. A 2022 105 062413]. Here, we want to find whether there are other entangled states that can be shared entanglement arbitrarily many times. In this paper, we consider the problem of sharing quantum entanglement when the initial shared state is a two-qubit entangled Werner state. The goal is to maximize the number of Bobs that can share entanglement with a single Alice. By suitably choosing the entanglement witness operator and the unsharp measurement settings by the Bobs, we prove that there exist two-qubit entangled initial shared Werner states whose entanglement can be detected by arbitrarily many sequential observers Bobs with a single Alice. Then, we also consider the special case of the Werner state, that is, the maximally entangled state as the initial shared state. In this case, its entanglement can also be witnessed arbitrarily many times, and the number of Bobs increases with the decrease of parameter.
共享量子关联问题是量子信息理论研究中的一个有趣问题。Silva等人首先提出了共享量子非定域性的研究。他们研究了非局域性的基本限制,询问一对纠缠量子比特是否可以产生长序列的非局域相关性。同时,还首先引入了顺序场景,其中Alice和Bob各有一对纠缠量子比特状态的一半。第一个鲍勃测量他的那一半,然后把他的那一半交给第二个鲍勃,他再次测量,以此类推。显然,尽管共享方执行了一些局部操作序列,但即使在共享状态下部分保留纠缠,对于将纠缠作为资源利用的信息处理方案也很重要。因此,共享量子纠缠问题也得到了广泛的研究。最近,C. Srivastava等人在物理学中证明了存在一类t态,其纠缠可以被任意多个独立的观察者共享。[j].中国农业大学学报(自然科学版)。在这里,我们想要发现是否存在其他可以任意多次共享纠缠的纠缠态。本文考虑了初始共享态为双量子位纠缠Werner态时的共享量子纠缠问题。我们的目标是最大化可以与同一个Alice共享纠缠的bob的数量。通过适当地选择纠缠见证算子和bob的非尖锐测量设置,我们证明了存在两个量子比特纠缠的初始共享Werner态,其纠缠可以被任意多个具有单个Alice的顺序观察者bob检测到。然后,我们还考虑了Werner状态的特殊情况,即最大纠缠态作为初始共享态。在这种情况下,它的纠缠态也可以被任意多次地观察到,并且随着参数的减小,bob的数量也会增加。
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引用次数: 0
Parameter optimization of Measurement-Device-Independent Quantum Key Distribution based on regression decision tree 基于回归决策树的测量设备无关量子密钥分配参数优化
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230160
LIU Tianle, XU Xiao, FU Bowei, XU Jiaxin, LIU Jingyang, ZHOU Xingyu, WANG Qin
The parameter configuration of Quantum Key Distribution (QKD) has a great impact on the communication effect, and in the practical application of the QKD network in the future, it is necessary to quickly realize the parameter configuration optimization of the asymmetric channel Measurement-Device-Independent QKD according to the communication state, so as to ensure the good communication effect of the mobile users, which is an inevitable requirement for real-time quantum communication. Aiming at the problem that the traditional QKD parameter optimization configuration scheme cannot guarantee real-time, this paper proposes to apply the supervised machine learning algorithm to the QKD parameter optimization configuration, and predict the optimal parameters of TF-QKD and MDI-QKD under different conditions through the machine learning model. First, we delineated the range of system parameters and evenly spaced (linear or logarithmic) values through experimental experience. Then, use the traditional Local Search Algorithm(LSA) to obtain the optimal parameters and take them as the optimal parameters in this paper. Finally, we train various machine learning models based on the above data and compare their performance. We compare the supervised regression learning models such as Neural Network, KNeighbors, Random Forest, Gradient Tree Boosting and Classification And Regression Tree (CART), and the results show that the CART decision tree model has the best performance on the regression evaluation index, and the average value of the key rate (of the prediction parameters) and the optimal key rate ratio is about 0.995, which can meet the communication needs in the actual environment. At the same time, the CART decision tree model shows good environmental robustness in the residual analysis of asymmetric QKD protocol. In addition, compared with the traditional scheme, the new scheme based on CART decision tree has greatly improved the real-time performance of computing, shortening the single prediction time of the optimal parameters of different environments to the order of microseconds, which well meets the real-time communication needs of the communicator in the mobile state. This paper mainly focuses on the parameter optimization of Discrete Variable QKD (DV QKD). In recent years, the development of Continuous Variable QKD (CV QKD) is also rapid. At the end of the paper, we briefly introduce the academic attempts to apply machine learning to the parameter optimization of CV QKD system. And discusses the applicability of the scheme in this paper to the CV QKD system.
量子密钥分发(QKD)的参数配置对通信效果影响很大,在未来QKD网络的实际应用中,需要根据通信状态快速实现非对称信道测量设备无关QKD的参数配置优化,以保证移动用户良好的通信效果,这是实时量子通信的必然要求。针对传统QKD参数优化配置方案不能保证实时性的问题,本文提出将监督式机器学习算法应用于QKD参数优化配置,通过机器学习模型预测TF-QKD和MDI-QKD在不同条件下的最优参数。首先,我们通过实验经验描绘了系统参数和均匀间隔(线性或对数)值的范围。然后,使用传统的局部搜索算法(LSA)得到最优参数,并将其作为本文的最优参数。最后,我们基于上述数据训练各种机器学习模型,并比较它们的性能。对比了神经网络、KNeighbors、随机森林、梯度树增强和分类与回归树(CART)等几种有监督回归学习模型,结果表明CART决策树模型在回归评价指标上表现最好,预测参数的关键率和最优关键率比值的平均值约为0.995,能够满足实际环境下的通信需求。同时,CART决策树模型在非对称QKD协议残差分析中表现出良好的环境鲁棒性。此外,与传统方案相比,基于CART决策树的新方案大大提高了计算的实时性,将不同环境下最优参数的单次预测时间缩短到微秒量级,很好地满足了通信器在移动状态下的实时通信需求。本文主要研究离散变量QKD (DV QKD)的参数优化问题。近年来,连续变量QKD (CV QKD)的发展也非常迅速。在论文的最后,我们简要介绍了将机器学习应用于CV QKD系统参数优化的学术尝试。并讨论了本文方案在CV QKD系统中的适用性。
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引用次数: 0
Dynamic decoupling for multi-level systems 多级系统的动态解耦
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20222398
Zhang Zhi-da, Yi Kang-yuan, Chen Yuan-zhen, Yan Fei
Dynamical decoupling refers to a family of techniques that are widely used to suppress decoherence in various quantum systems caused by quasi-static environmental noise. They have broad applications in the field of quantum information processing. Conventional dynamical decoupling targets at noise in two-level systems such as qubits and often consists specifically engineered sequences of π pulses that swap between two different states. On the other hand, researchers have gone beyond simple two-levels systems seeking for even more efficient quantum hardware. A variety of quantum algorithms and schemes of quantum control using multi-level systems, such as qutrits and qudits, for quantum information processing have been proposed and some of them being implemented successfully. However, decoherence in such multi-level systems is inherently more sophisticated than that in two-level systems. So far there has been little systematic research on how to tackle decoherence issues in such systems. In this work, we propose several sequences of dynamical decoupling for 19 multi-level systems that only rely on π pulses linking neighboring levels, which is experimentally friendly. Our results show that these sequences can efficiently suppress quasi-static noise presented in multi-level systems. In addition, by calculating the corresponding filter functions of these sequences, we are able to further analyze the effect of them on generic Gaussian noise that may not be quasi-static. We also give a physical interpretation of the noise filtering mechanism of these sequences by considering their control functions. Other topics discussed in our work include power spectral density and correlation of noise in multi-level systems. Our work represents a first step towards a more systematic investigation of dynamical decoupling techniques applicable to multilevel systems.
动态解耦是一种广泛用于抑制各种量子系统中由准静态环境噪声引起的退相干的技术。它们在量子信息处理领域有着广泛的应用。传统的动态解耦是针对两级系统(如量子位)中的噪声,通常由在两种不同状态之间交换的π脉冲序列组成。另一方面,研究人员已经超越了简单的两级系统,寻求更高效的量子硬件。在量子信息处理中,人们提出了多种量子算法和量子控制方案,其中一些已经成功实现。然而,这种多层次系统中的退相干本质上比两级系统中的退相干更为复杂。到目前为止,关于如何解决这类系统中的退相干问题的系统研究还很少。在这项工作中,我们提出了19个多级系统的动态解耦序列,这些系统只依赖于连接邻近水平的π脉冲,这是实验友好的。结果表明,这些序列可以有效地抑制多级系统中的准静态噪声。此外,通过计算这些序列对应的滤波函数,我们可以进一步分析它们对可能不是准静态的一般高斯噪声的影响。我们还通过考虑它们的控制函数给出了这些序列的噪声滤波机制的物理解释。在我们的工作中讨论的其他主题包括功率谱密度和噪声在多层次系统中的相关性。我们的工作是朝着更系统地研究适用于多层系统的动态解耦技术迈出的第一步。
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引用次数: 0
Study on mechanism and characteristics of sound scattering modulation by underwater low frequency oscillating vortex flow field 水下低频振荡涡流场声散射调制机理及特性研究
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20221748
Jing Chen-Xuan, Shi Sheng-Guo, Yang De-Sen, Zhang Jiang-Yi, Li Song
The scattering of sound waves by underwater vortex flow filed is the basic problem of sound waves propagating in complex flow fields, which has important significance in underwater target detection and sound imaging of flow field. The theoretical analysis model and numerical calculation method are established for the problem of sound scattering modulation in underwater low frequency oscillating vortex flow fields, and the generation mechanism and time frequency and space characteristics of the scattering modulation sound field are explored. Firstly, based on the wave equation of the moving medium, under the first-order approximation, the wave equation is decomposed into the flow-sound coupling term and the non flow-sound coupling term by introducing a potential function, and the flow-sound coupling term is analyzed in the frequency domain, revealing the underwater oscillating vortex flow field. Secondly, the discontinuous Galerkin numerical calculation method is used to solve the wave equation of the moving medium, and the sound propagation process in the underwater low frequency oscillating vortex flow field is numerically simulated. Under the condition of low Mach number, the effects of different incident sound frequency, the oscillation frequency of the vortex flow field and the scale of the vortex core on the time-frequency and space characteristics of the scattering modulating sound fields of vortex flow field are analyzed, and theoretical analysis model is used to explain the characteristics.The research results show that: under the condition of low Mach number, the scattering of sound wave by oscillating vortex flow field can produce a scattering modulated sound field containing the harmonic of oscillating frequency side frequency modulation. The amplitude of the scattered sound pressure changes periodically with time, and the forward scattering is much stronger than the backward scattering. The fundamental frequency scattering modulation is much stronger than the frequency doubling scattering modulation. With the increase of the frequency of the incident sound wave and the scale of the vortex core, the intensity of the scattering modulating sound field increases, and the spatial distribution of the total scattering sound field has symmetry and an obvious main lobe, the main lobe is gradually sharpened, the azimuth angle of the main lobe is close to the propagation direction of the incident wave. When the frequency ratio is much greater than 1, the vortex flow field oscillation frequency has little effect on the spatial distribution of the sound field intensity of scattering modulating sound field.
水下涡旋流场对声波的散射是声波在复杂流场中传播的基本问题,在水下目标探测和流场声成像中具有重要意义。建立了水下低频振荡旋涡流场声散射调制问题的理论分析模型和数值计算方法,探讨了声散射调制声场的产生机理和时频空特性。首先,在运动介质波动方程的基础上,在一阶近似下,引入势函数,将波动方程分解为流声耦合项和非流声耦合项,并对流声耦合项进行频域分析,揭示水下振荡涡流场;其次,采用不连续伽辽金数值计算方法求解运动介质的波动方程,数值模拟声音在水下低频振荡涡旋流场中的传播过程。在低马赫数条件下,分析了不同入射声频、旋涡流场振荡频率和旋涡核尺度对旋涡流场散射调制声场时频和空间特性的影响,并采用理论分析模型对这些特性进行了解释。研究结果表明:在低马赫数条件下,振荡涡旋流场对声波的散射可以产生包含振荡频侧调频谐波的散射调制声场。散射声压振幅随时间周期性变化,前向散射比后向散射强得多。基频散射调制比倍频散射调制强得多。随着入射声波频率和涡核尺度的增加,散射调制声场的强度增大,总散射声场的空间分布具有对称性和明显的主瓣,主瓣逐渐锐化,主瓣的方位角接近入射波的传播方向。当频率比远大于1时,旋涡流场振荡频率对散射调制声场声场强度的空间分布影响不大。
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引用次数: 0
Study of the generalization of spin semiclassical Langevin equation 自旋半经典朗之万方程的推广研究
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230106
Li De-Zhang, Lu Zhi-Wei, Zhao Yu-Jun, Yang Xiao-Bao
The stochastic dynamics of spin semiclassical system at finite temperature is usually described by stochastic Landau-Lifshitz equation. In this work, the stochastic differential equation for spin semiclassical system is studied. The generalized formulation of effective Langevin equation and the corresponding Fokker-Planck equation are derived. The obtained effective Langevin equation offers an accurate description of the distribution in the canonical ensemble for spin semiclassical system. When the damping term and the stochastic term vanish, the effective Langevin equation reduces to the semiclassical equation of motion for spin system. Hence, the effective Langevin equation can be seen as a generalization of the stochastic Landau-Lifshitz equation. The explicit expressions for the effective Langevin equation and the corresponding Fokker-Planck equation are shown in both Cartesian and Spherical coordinates. It is demonstrated that, the longitudinal effect can be easily illustrated from the expressions in Spherical coordinates. The effective Langevin equation is applied to the simple system of a single spin in a constant magnetic field. In choosing an appropriate form, the Langevin equation can be easily solved and the stationary Boltzmann distribution can be obtained. The correctness of the Langevin approach to the spin semiclassical system is thus confirmed.
有限温度下自旋半经典系统的随机动力学通常用随机朗道-利夫希茨方程来描述。本文研究了自旋半经典系统的随机微分方程。导出了有效朗之万方程的广义表达式和相应的Fokker-Planck方程。所得的有效朗之万方程准确地描述了自旋半经典系统正则系综中的分布。当阻尼项和随机项消失时,有效朗之万方程化为自旋系统的半经典运动方程。因此,有效朗格万方程可以看作是随机朗多- lifshitz方程的推广。给出了有效朗之万方程和相应的Fokker-Planck方程在直角坐标系和球坐标系下的显式表达式。结果表明,从球坐标表达式中可以很容易地表示出纵向效应。将有效朗之万方程应用于恒定磁场中单自旋的简单系统。选择合适的形式,可以很容易地求解朗格万方程,得到平稳的玻尔兹曼分布。由此证实了朗之万方法对自旋半经典系统的正确性。
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引用次数: 0
Recent Progress in Aqueous Alkali-metal-ion batteries at low temperatures 低温碱性金属离子电池研究进展
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230024
Shuai Han, Qiubo Guo, Yaxiang Lu, Liquan Chen, Yong-Sheng Hu
Aqueous alkali-metal-ion batteries are a popular frontier research area, expected to apply for large-scale energy storage due to their high safety, low cost, and environmental friendliness. Depending on diversified social development, batteries ought to function in various ambient, including polar regions and high-altitude locales. Delivering excellent electrochemical performance at low temperatures is crucial to develop aqueous alkali-metal-ion batteries. This review summarizes the representative research progress in the field of aqueous low-temperature alkali-metal-ion batteries in recent years,based on the subjects of electrolyte, electrode, and interface. Firstly, we discussed the challenges of aqueous alkali-metal-ion batteries operated at low temperatures and the corresponding failure mechanisms. At subzero temperatures, aqueous alkali-metal-ion batteries couldn't work or exhibit little capacity, arising from the frozen electrolytes, electrode materials with slow kinetics, and huge interface impedances, which seriously limits their wide application in low-temperature conditions. Then, combined with the latest research work, various strategies have been investigated to improve the electrochemical performance of batteries at low temperatures. To date, the strategies for reducing the freezing point of electrolytes have primarily focused on breaking H-bonds between free water molecules by increasing salt concentration, adding organic/inorganic additives, and using hydrogel as electrolytes. In terms of electrodes, the related studies have concentrated on regulating the structure and morphology of electrodes, introducing the dual ion battery mechanism, and using organic materials and Zn electrodes to alleviate the slow ion dynamics of electrodes. In addition, adding appropriate organic solvents that can generate protective layers with low interface impedance on the electrode surface in the electrolyte can also improve the low-temperature performance of aqueous alkali-metal-ion batteries. Finally, we evaluated multi-dimensionally all strategies, expected to provide a comprehensive reference and point out the direction for the further improvement and practical application of the aqueous alkali-metal-ion batteries at low temperatures.
碱金属离子电池是一个热门的前沿研究领域,由于其安全性高、成本低、环境友好,有望应用于大规模储能。根据多样化的社会发展,电池应该在各种环境中发挥作用,包括极地和高海拔地区。在低温下提供优异的电化学性能是发展碱金属离子电池的关键。本文从电解液、电极、界面三个方面综述了近年来低温碱性金属离子电池的代表性研究进展。首先,我们讨论了在低温下工作的碱金属离子电池所面临的挑战和相应的失效机制。在低温条件下,由于电解液冻结、电极材料动力学慢、界面阻抗大,导致碱金属离子电池不能正常工作或容量小,严重限制了其在低温条件下的广泛应用。然后,结合最新的研究工作,研究了各种策略来提高电池在低温下的电化学性能。迄今为止,降低电解质冰点的策略主要集中在通过增加盐浓度、添加有机/无机添加剂以及使用水凝胶作为电解质来破坏自由水分子之间的氢键。在电极方面,相关研究主要集中在调控电极的结构和形态、引入双离子电池机理、利用有机材料和锌电极缓解电极的缓慢离子动力学等方面。此外,在电解液中加入适当的有机溶剂,可以在电极表面产生具有低界面阻抗的保护层,也可以提高碱性金属离子电池的低温性能。最后,对各策略进行了多维度评价,以期为低温碱性金属离子电池的进一步改进和实际应用提供全面参考和指明方向。
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引用次数: 0
All-optical reservoir computing system based on polarization dynamics 基于偏振动力学的全光储层计算系统
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230722
Fang Nian, Qian Ruolan, Wang Shuai
Reservoir computing (RC) is a simplified recurrent neural network, can be implemented by using a nonlinear system with delay feedback, called as delay-based RC. Various nonlinear nodes and feedback loop structures are proposed. Most works are based on the dynamical responses in intensity of the nonlinear systems. There are also a photoelectric RC system based on wavelength dynamics and an all-optical RC based on the phase dynamics of a semiconductor laser with optical feedback, as well as so-called polarization dynamics of a vertical cavity surface emitting laser (VCSEL). However, these VCSEL-RCs actually are based on the intensity dynamics of two mutually orthogonal polarization modes, or polarization-resolved intensity dynamics. The RC based on rich dynamical responses in polarization has not yet been seen. A semiconductor optical amplifier (SOA) fiber ring laser can produce rich dynamical states in polarization, is used in optical chaotic secure communication and distributed optical fiber sensing. To further expand the application of polarization dynamics of the SOA fiber ring laser and open up a new direction for the research of optical RC neural network, an all-optical RC system based on polarization dynamics of the ring laser is proposed. The ring laser is used as the reservoir, and the SOA as the nonlinear node. After the input signal is masked according to a synchronization scheme, it is injected into the reservoir by intensity modulation for a continuous wave generated by a super-luminescent light emitting diode (SLED). The dynamical response in polarization of the ring laser is detected by a polarizer and a photodetector. The influences of the SOA operation current, output power of the SLED and attenuation of a variable optical attenuator (VOA) in the fiber loop on the polarization dynamic characteristic, mainly refers to the output degree of polarization, of the laser are analyzed experimentally. The fading memory abilities and nonlinear responses of the RC system based on the polarization dynamic response and intensity dynamic response are compared in experiment. The influences of output power of the SLED and attenuation of the VOA on fading memory ability, consistency and separation of the RC system based on the two kinds of dynamic responses are investigated experimentally. Thus the range of the VOA attenuation is determined. The network performance of the polarization dynamics RC system is evaluated by processing the Santa Fe time series prediction task and the multi-waveform recognition task. The prediction error can be as low as 0.0058 for the time series prediction task, and the accuracy can be as high as 100% for the recognition task under the appropriate system parameters and only 30 virtual nodes. The experimental results show that the polarization dynamics RC system has good prediction performance and classification ability, which are comparable to the existing intensity dynamics RC system based on the ring laser. The system
水库计算(RC)是一种简化的递归神经网络,可以通过一种具有延迟反馈的非线性系统来实现,称为基于延迟的RC。提出了各种非线性节点和反馈回路结构。大多数的研究都是基于非线性系统在强度上的动力响应。还有基于波长动力学的光电RC系统和基于光反馈半导体激光器相位动力学的全光RC系统,以及所谓的垂直腔面发射激光器(VCSEL)的偏振动力学。然而,这些vcsel - rc实际上是基于两种相互正交的偏振模式的强度动力学,或偏振分辨强度动力学。基于极化丰富动态响应的RC尚未见过。半导体光放大器(SOA)光纤环形激光器可以在偏振方向产生丰富的动态状态,用于光混沌保密通信和分布式光纤传感。为了进一步拓展SOA光纤环形激光器偏振动力学的应用,为光学RC神经网络的研究开辟新的方向,提出了一种基于环形激光器偏振动力学的全光RC系统。环形激光器作为蓄能器,SOA作为非线性节点。输入信号按照同步方案进行屏蔽后,通过对超发光二极管(SLED)产生的连续波进行强度调制注入储层。利用偏振器和光电探测器对环形激光器的偏振动态响应进行了检测。实验分析了SOA工作电流、SLED输出功率和光纤环路中可变光衰减器(VOA)的衰减对激光器偏振动态特性(主要指输出偏振度)的影响。在实验中比较了基于极化动态响应和强度动态响应的RC系统的衰落记忆能力和非线性响应。在两种动态响应的基础上,实验研究了滑轨输出功率和慢速衰减对RC系统衰落记忆能力、一致性和分离性的影响。这样就确定了VOA衰减的范围。通过处理圣达菲时间序列预测任务和多波形识别任务,对极化动力学RC系统的网络性能进行了评价。对于时间序列预测任务,预测误差可低至0.0058,而对于识别任务,在适当的系统参数和只有30个虚拟节点的情况下,准确率可高达100%。实验结果表明,极化动力学RC系统具有良好的预测性能和分类能力,可与现有基于环形激光的强度动力学RC系统相媲美。当同时使用极化动力学和强度动力学时,系统可以并行处理两个任务。
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引用次数: 0
Recent progress of transport theory in Dirac quantum materials 狄拉克量子材料输运理论的最新进展
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230672
Wang Huan-Wen, Fu Bo, Shen Shun-Qing
Dirac quantum materials comprise a broad category of condensed matter systems characterized by low-energy excitations described by the Dirac equation. These excitations, which can manifest as either collective states or band structure effects, have been identified in a wide range of systems, from exotic quantum fluids to crystalline materials. Over the past several decades, they have sparked extensive experimental and theoretical investigations in various materials, such as topological insulators and topological semimetals. The study of Dirac quantum materials has also opened up new possibilities for topological quantum computing, giving rise to a burgeoning field of physics and offering a novel platform for realizing rich topological phases, including various quantum Hall effects and topological superconducting phases. Furthermore, the topologically non-trivial band structures of Dirac quantum materials give rise to plentiful intriguing transport phenomena, including longitudinal negative magnetoresistance, quantum interference effects, and helical magnetic effects, among others. Currently, numerous transport phenomena in Dirac quantum materials remain poorly understood from a theoretical standpoint, such as linear magnetoresistance in weak fields, anomalous Hall effects in nonmagnetic materials, and three-dimensional quantum Hall effects. Investigating these transport properties will not only deepen our understanding of Dirac quantum materials but also provide crucial insights for their potential applications in spintronics and quantum computing. This review provides a comprehensive overview of the quantum transport theory and quantum anomaly effects related to the Dirac equation, with a focus on massive Dirac fermions and quantum anomalous semimetals. Additionally, it offers insights into the realization of parity anomaly and half-quantized quantum Hall effects in semi-magnetic topological insulators. Lastly, the review discusses the key scientific questions of interest in the field of quantum transport theory.
狄拉克量子材料包括以狄拉克方程描述的低能量激发为特征的凝聚态物质系统的一个广泛类别。这些激发可以表现为集体状态或带结构效应,已经在广泛的系统中被发现,从奇异量子流体到晶体材料。在过去的几十年里,它们在各种材料中引发了广泛的实验和理论研究,如拓扑绝缘体和拓扑半金属。狄拉克量子材料的研究也为拓扑量子计算开辟了新的可能性,催生了一个新兴的物理学领域,并为实现丰富的拓扑相提供了一个新的平台,包括各种量子霍尔效应和拓扑超导相。此外,狄拉克量子材料的拓扑非平凡带结构产生了大量有趣的输运现象,包括纵向负磁阻、量子干涉效应和螺旋磁效应等。目前,从理论的角度来看,对狄拉克量子材料中的许多输运现象仍然知之甚少,例如弱场中的线性磁电阻、非磁性材料中的反常霍尔效应和三维量子霍尔效应。研究这些输运性质不仅将加深我们对狄拉克量子材料的理解,而且还将为它们在自旋电子学和量子计算中的潜在应用提供重要的见解。本文综述了与狄拉克方程相关的量子输运理论和量子异常效应,重点介绍了大质量狄拉克费米子和量子异常半金属。此外,它还提供了在半磁性拓扑绝缘体中实现宇称异常和半量子化量子霍尔效应的见解。最后,本文讨论了量子输运理论领域的关键科学问题。
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