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Band gap prediction of perovskite materials based on transfer learning 基于迁移学习的钙钛矿材料带隙预测
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20231027
Sun Tao, Yuan Jian-Mei
The band gap is a key physical quantity in material design. First-principles calculations based on density functional theory can approximately predict the band gap, which often require significant computational resources and time. Deep learning models have the advantages of good fitting ability and automatic feature extraction from the data, and are gradually being applied to predict the band gap. In this paper, aiming at the problem of quickly obtaining the band gap value of perovskite materials, a feature fusion neural network model named CGCrabNet is established, and the transfer learning strategy is used to predict the band gap of perovskite materials. CGCrabNet extracts features from both chemical equation and crystal structure of materials, and fits the mapping between features and band gaps. It is an end-to-end neural network model. Based on the pre-training data obtained from the Open Quantum Materials Database (OQMD dataset), the CGCrabNet parameters can be fine-tuned by using only 175 perovskite material data to improve the robustness of the model.The numerical experimental results show that the prediction error of the CGCrabNet model for band gap prediciton based on the OQMD dataset is 0.014eV, which is lower than that obtained from the prediction based on Compositionally restricted attention-based network (CrabNet). The mean absolute error of the model developed in this paper for the prediction of perovskite materials is 0.374eV, which is lower 0.304eV, 0.441eV and 0.194eV than that obtained from random forest regression, support vector machine regression and gradient boosting regression, respectively. The mean absolute error of the test set of CGCrabNet trained only using perovskite data is 0.536 eV, and the mean absolute error of the pre-trained CGCrabNet has decreased by 0.162 eV, which indicates that the transfer learning strategy has significant role in improving the prediction accuracy of small data sets (perovskite material data sets). The difference between the predicted band gap of some perovskite materials such as SrHfO3and RbPaO3 by the model and the band gap calculated by first-principles is less than 0.05eV, which indicates that the CGCrabNet can quickly and accurately predict the properties of new materials and accelerate the development process of new materials.
带隙是材料设计中的一个关键物理量。基于密度泛函理论的第一性原理计算可以近似地预测带隙,但往往需要大量的计算资源和时间。深度学习模型具有良好的拟合能力和从数据中自动提取特征的优点,正逐渐应用于带隙预测。本文针对快速获取钙钛矿材料带隙值的问题,建立了一种名为CGCrabNet的特征融合神经网络模型,并采用迁移学习策略对钙钛矿材料带隙进行预测。CGCrabNet从材料的化学方程和晶体结构中提取特征,并拟合特征与带隙之间的映射关系。这是一个端到端的神经网络模型。基于开放量子材料数据库(Open Quantum Materials Database, OQMD)的预训练数据,仅使用175个钙钛矿材料数据即可对CGCrabNet参数进行微调,提高模型的鲁棒性。数值实验结果表明,CGCrabNet模型对OQMD数据集的带隙预测误差为0.014eV,低于基于组合限制注意网络(compostional restricted attention-based network, CrabNet)的带隙预测误差。本文建立的钙钛矿材料预测模型的平均绝对误差为0.374eV,比随机森林回归、支持向量机回归和梯度增强回归分别低0.304eV、0.441eV和0.194eV。仅使用钙钛矿数据训练的CGCrabNet测试集的平均绝对误差为0.536 eV,预训练的CGCrabNet测试集的平均绝对误差降低了0.162 eV,表明迁移学习策略在提高小数据集(钙钛矿材料数据集)的预测精度方面有显著作用。模型预测的srhfo3和RbPaO3等钙钛矿材料带隙与第一原理计算的带隙相差小于0.05eV,表明CGCrabNet可以快速准确地预测新材料的性能,加快新材料的开发进程。
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引用次数: 0
Investigation on the fusion reaction rate of deuterium and tritium under heterogeneous mixing 非均相混合条件下氘、氚聚变反应速率的研究
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20221197
Shen Gang, Zhong Bin, Wu Yong, Wang Jian-guo
Mixing between shell material and gas fuel, caused by hydrodynamic instability, isolated defects, or kinetic effects, is the key to understand the degradation of implosion performance in the research of inertial confinement fusion. Understanding the mixing mechanism and reducing its impact is of extreme importance to achieve the ignition and high gain. The impact of mixing morphology on thermonuclear reaction rate in sub grid level has gradually attracted people’s attention in recent years due to its direct influence on burn rate and fusion process, the study on physical model of thermonuclear reaction rate in different mix morphology has important scientific significance and application value.In the paper, the dependence of thermonuclear reaction rate on mass distribution of different fuel concentrations at sub grid scale is derived. Based on thermodynamic equilibrium and ideal gas equation of state, the physical law of the evolution of the thermonuclear reaction rate with mix morphology under the dominance of diffusion mixing is revealed through analytical formula and numerical solution of diffusion equation in one-dimensional spherical geometry. It is convinced that the mixing amount directly affects the thermonuclear reaction rate by mainly affecting the volume fraction of the fuel, and the mixing diffusion time determined by heterogeneous mixing scale and diffusion coefficient directly affects the evolution behavior of the thermonuclear reaction rate. Furthermore, based on mutual diffusion coefficient obtained from direct simulation of diffusion process by Monte Carlo method, the difference of impact to thermonuclear reaction rate for low-Z Carbon and high-Z gold mixing is quantitatively investigated. Heterogeneous mix size with 0.1μm, 0.01μm respectively for the low-Z and high-Z mixing can be treated as atomic mix in burn rate aspect, and heterogeneous mix size with 10μm, 1μm respectively for the low-Z and high-Z mixing can be treated as ideal chunk mix in burn rate aspect, and heterogeneous mix size in the middle state needs to be evaluated by using the heterogeneous mixing model of thermonuclear reaction rate in the paper. Finally, the physical model is compared with 3D simulation results of the heterogeneous mixing effect experiment called "MARBLE Campaign" carried out on OMEGA laser facility, which is designed as a separated reactant experiments and capsules are filled with deuterated foam and HT gas pores of different size, covering typical mix morphology from atomic mix to chunk mix, which validate the reliability of the theoretical evaluation about the evolution of mixing morphology and its impact to thermonuclear reaction rate.This work is significant for the design and improvement of inertial confinement fusion mixing effect experiment in China.
在惯性约束聚变研究中,由流体动力不稳定性、孤立缺陷或动力学效应引起的壳体材料与气体燃料的混合是理解内爆性能退化的关键。了解混合机理并减小其影响对实现点火和高增益具有极其重要的意义。近年来,混合形态对亚网格级热核反应速率的影响因其对燃烧速率和聚变过程的直接影响而逐渐引起人们的关注,研究不同混合形态下热核反应速率的物理模型具有重要的科学意义和应用价值。本文推导了亚网格尺度下不同燃料浓度质量分布对热核反应速率的依赖关系。基于热力学平衡和理想气体状态方程,通过一维球面几何扩散方程的解析公式和数值解,揭示了扩散混合主导下热核反应速率随混合形态演化的物理规律。认为混合量主要通过影响燃料体积分数直接影响热核反应速率,由非均质混合尺度和扩散系数决定的混合扩散时间直接影响热核反应速率的演化行为。在蒙特卡罗方法直接模拟扩散过程得到相互扩散系数的基础上,定量研究了低z碳与高z金混合对热核反应速率的影响差异。低z和高z混合粒径分别为0.1μm和0.01μm的非均质混合物在燃烧速率方面可视为原子混合物,低z和高z混合粒径分别为10μm和1μm的非均质混合物在燃烧速率方面可视为理想块状混合物,中间状态的非均质混合物粒径需采用本文的热核反应速率非均质混合模型进行评价。最后,将物理模型与在OMEGA激光设备上进行的“MARBLE Campaign”非均质混合效应实验的三维模拟结果进行对比。该实验设计为分离反应物实验,胶囊内填充有不同大小的氘化泡沫和HT气孔,涵盖了从原子混合到块状混合的典型混合形态。验证了混合形态演化及其对热核反应速率影响的理论评价的可靠性。该工作对国内惯性约束聚变混合效应实验的设计和改进具有重要意义。
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引用次数: 0
The Imaginary-Part Distribution of Lattice QCD Data and Signal Improvement 点阵QCD数据的虚部分布及信号改进
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230869
Hong Hao-Yi, Gao Mei-Qi, Gui Long-Cheng, Hua Jun, Liang Jian, Shi Jun, Zou Jin-Tao
Understanding the statistical fluctuations of lattice observables over the gauge configurations is important both theoretically and practically. It provides physical insights to tackle the famous signal-to-noise problem and the sign problem, and inspires new thoughts in developing methodologies to improve the signal of lattice calculations. Among many efforts, exploring the connections between the real and imaginary parts of lattice numerical results is a novel way to learn about the lattice signal and error, since both the real and imaginary parts originate from the same sampling of gauge fields and their distributions over the gauge samples are in principle related. Specifically, by analyzing the distributions of the real and imaginary parts of quenched lattice two-point functions with high statistics and non-zero momentum, this work proposes a possible quantitative formula connecting these two distributions as R(x) = ∫dyS(y - x) [I(y)K(Uy)], where R(x) stands for the real-part distribution, I(x) the imaginary-part distribution, S(x) the underlying signal distribution and K(Ux) a kernel function of the gauge field. This theoretical assumption is of general validity since the kernel function contains the gauge field information that determines all the distributions. The formula is numerically verified by calculating the non-trivial statistical correlations of the real parts and the kernel-function-modified imaginary parts with further assumptions on the kernel function. It is found that the most naïve guess of K(Ux) = 1 does not work, which leads to no statistically significant correlation. Meanwhile, the assumption that K(Ux) is only a sign function works well, giving rise to ~ 70% correlation. Then, random distortions on the absolute values of the imaginary parts are added with different strength and the results show that even a small distortion, say 1%, would reduce the correlation between the real and imaginary parts down to less than 50%. This essentially proves that the observed ~ 70% correlation is highly non-trivial and the hypothesis of K(Ux) being a sign function captures at least some of the physical mechanisms behind the scenes. Employing this correlation, the variance of lattice results can be improved by around 40%. It is not a significant improvement in practice; however, this study offers an innovative strategy to understand the source of statistical uncertainties in lattice QCD and to improve the signal-to-noise ratios in lattice calculations. Further studies utilizing the power of machine learning on a variety of more precise lattice data will hopefully give better indication and constraint on the form of the kernel function.
理解晶格观测值在规范结构上的统计波动在理论和实践上都是重要的。它为解决著名的信号噪声问题和符号问题提供了物理见解,并激发了开发改进晶格计算信号方法的新思路。在许多努力中,探索格数值结果的实部和虚部之间的联系是了解格信号和误差的一种新方法,因为实部和虚部都来自规范场的相同采样,并且它们在规范样本上的分布原则上是相关的。具体来说,通过分析具有高统计量和非零动量的淬灭点阵两点函数的实部和虚部分布,本文提出了连接这两个分布的一个可能的定量公式:R(x) =∫dyS(y - x) [I(y)K(y)],其中R(x)表示实部分布,I(x)表示虚部分布,S(x)表示底层信号分布,K(Ux)是规范场的核函数。这个理论假设是普遍有效的,因为核函数包含了决定所有分布的规范场信息。通过计算实部和核函数修正虚部的非平凡统计相关性,并对核函数作进一步的假设,对公式进行了数值验证。发现K(Ux) = 1的大部分naïve猜测都不成立,这导致没有统计学上显著的相关性。同时,假设K(Ux)只是一个符号函数,可以产生~ 70%的相关性。然后,在虚部的绝对值上加入不同强度的随机扭曲,结果表明,即使是很小的扭曲,比如1%,也会使实部和虚部之间的相关性降低到50%以下。这基本上证明了观察到的~ 70%的相关性是非常重要的,K(Ux)是一个符号函数的假设至少抓住了幕后的一些物理机制。利用这种相关性,晶格结果的方差可以提高约40%。这在实践中并不是一个显著的进步;然而,本研究提供了一种创新的策略来理解晶格QCD中统计不确定性的来源,并提高了晶格计算中的信噪比。利用机器学习的力量对各种更精确的格数据进行进一步的研究,有望对核函数的形式提供更好的指示和约束。
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引用次数: 0
Influence of ambient gas to flute instability produced at the interface between laser plasma and external magnetic field 环境气体对激光等离子体与外磁场界面产生的凹槽不稳定性的影响
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20231108
Zhang Zhen-Chi, Tang Hui-Bo, Wang Jin-Chan, Si Hua-Chong, Wang Zhi, Lan Xiang, Hu Guang-Yue
Diamagnetic cavity and flute instability generated by plasma expansion in an external magnetic field are important phenomena in space and fusion physics.We use a nanosecond laser to irradiate a carbon planar target to generate plasma, and at the same time apply a 7T transverse pulsed strong magnetic field to the plasma. The flute instability generated on the surface of the diamagnetic cavity when the plasma expands in an external magnetic field is studied experimentally. Data analysis shows that under our experimental parameters, the radius of gyration of electrons(ρe) is much smaller than the density gradient scale length of the diamagnetic cavity(Ln), while the ion's gyration radius(ρi) is much larger than Ln, indicating that the electrons are magnetized while the ions are non magnetized. The relative drift between electrons and ions provides free energy for the development of instability.The drift velocity is composed of the gravity drift velocity and the diamagnetic gradient drift velocity. The calculation shows that the gravity drift velocity is much larger than the diamagnetic gradient drift velocity in our experiment, so the instability belongs to the Large Larmor Radius Instability. By filling the target chamber with helium, we found that the background gas can significantly inhibit the development of flute instability. When the background gas pressure exceeds 50Pa (about 1% of the interface plasma density), the flute instability is almost is completely suppressed. Kinetic dispersion equations show that ion-ion collisions and electron-ion collision effects are the main factors that inhibit the development of instability. Calculations on the dispersion equation show that ion-ion collisions are the main factor that inhibits the development of instabilities.
等离子体在外磁场中膨胀产生的抗磁腔和抗磁槽不稳定性是空间和核聚变物理中的重要现象。利用纳秒激光照射碳平面靶产生等离子体,同时对等离子体施加7T的横向脉冲强磁场。实验研究了等离子体在外加磁场作用下膨胀时,在抗磁腔表面产生的凹槽不稳定性。数据分析表明,在我们的实验参数下,电子的旋转半径(ρe)远小于反磁腔的密度梯度尺度长度(Ln),而离子的旋转半径(ρi)远大于Ln,说明电子被磁化而离子未被磁化。电子和离子之间的相对漂移为不稳定性的发展提供了自由能。漂移速度由重力漂移速度和反磁梯度漂移速度组成。计算表明,实验中重力漂移速度远大于反磁梯度漂移速度,因此不稳定性属于大拉莫尔半径不稳定性。通过向靶室充入氦气,我们发现背景气体可以显著抑制靶腔不稳定性的发展。当背景气体压力超过50Pa(约为界面等离子体密度的1%)时,凹槽的不稳定性几乎被完全抑制。动力学色散方程表明,离子-离子碰撞和电子-离子碰撞效应是抑制不稳定性发展的主要因素。对色散方程的计算表明,离子-离子碰撞是抑制不稳定性发展的主要因素。
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引用次数: 0
Composition-spread Epitaxial Ferroelectric Thin Films for Temperature Insensitive Functional Devices 用于温度不敏感功能器件的成分扩散外延铁电薄膜
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230154
Xiong Pei-Yu, Ni Zhuang, Lin Ze-Feng, Bai Xin-Bo, Liu Tian-Xiang, Zhang Xiang-Yu, Yuan Jie, Wang Xu, Shi Jing, Jin Kui
BaxSr1-xTiO3(BST) ferroelectric thin films are widely used in microwave tunable devices due to their high dielectric constant, strong electric field tunability and low microwave loss. However, because of the temperature dependence of dielectric constant in ferroelectric materials, the high-tunability for conventional single component ferroelectric thin films can only be achieved in the vicinity of Curie Temperature (TC) which results in that the ferroelectric thin films are difficult to apply to wide temperature range. To obtain ferroelectric thin films available for temperature stable functional devices, single composition Ba0.2Sr0.8TiO3 thin films, Ba0.5Sr0.5TiO3 thin films and heterostructure ofBa0.2Sr0.8TiO3/Ba0.5Sr0.5TiO3 thin films are deposited by pulsed laser deposition (PLD). By comparing with their dielectric properties in a wide temperature range, it’s found that the temperature sensitivity of BST films can be effectively reduced by introducing a composition gradient along the epitaxial direction. However, the heterostructure engineering may bring extra troubles caused by interfaces, which may limit the quality factor Q. In this paper, we extend our combinatorial film deposition technique to ferroelectric materials, and successfully fabricated in-plane composition-spread Ba1-xSrxTiO3 thin films, which are expected to broaden the phase transition temperature range of BST films while avoiding the problem of interface control.
BaxSr1-xTiO3(BST)铁电薄膜具有高介电常数、强电场可调性和低微波损耗等优点,广泛应用于微波可调谐器件中。然而,由于铁电材料的介电常数对温度的依赖性,传统的单组分铁电薄膜只能在居里温度(Curie temperature, TC)附近实现高可调性,导致铁电薄膜难以适用于较宽的温度范围。为了获得可用于温度稳定功能器件的铁电薄膜,采用脉冲激光沉积(PLD)技术制备了单组分Ba0.2Sr0.8TiO3薄膜、Ba0.5Sr0.5TiO3薄膜和异质结构Ba0.2Sr0.8TiO3/Ba0.5Sr0.5TiO3薄膜。通过比较BST薄膜在宽温度范围内的介电性能,发现沿外延方向引入成分梯度可以有效降低BST薄膜的温度敏感性。然而,异质结构工程可能会带来界面带来的额外麻烦,这可能会限制质量因子q。在本文中,我们将组合膜沉积技术扩展到铁电材料,并成功制备了平面内成分展布的Ba1-xSrxTiO3薄膜,有望在拓宽BST薄膜相变温度范围的同时避免界面控制问题。
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引用次数: 0
Research on Intrinsic Expansion Coefficients in Rydberg Atomic Heterodyne Receiving Link 里德堡原子外差接收链路本征膨胀系数的研究
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20222091
Wu Fengchuan, An Qiang, Yao Jiawei, Fu Yunqi
Rydberg atom can respond to weak microwave electric field signal in real-time by using its electromagnetically induced transparency effect to realize down conversion of space microwave electric field signal, which can be used as a superheterodyne receiver. The Rydberg atom superheterodyne receiver is a new receiving system composed of Rydberg atoms, photodetectors, and electronic information processing modules. Presently, domestic and foreign scholars have conducted in-depth research on the physical response mechanism of Rydberg atomic superheterodyne receiving technology. However, no complete receiving link analysis model has been established, which is not conducive to optimizing its system performance. Based on the physical mechanism of the Rydberg atom responding to the microwave electric field, this paper introduces the concept of intrinsic expansion coefficient, establishes and experimentally verifies the receiving link model of the Rydberg atom superheterodyne receiver, and briefly discusses the influence of the intrinsic expansion coefficient on the system sensitivity and response characteristics, which provides theoretical guidance for the optimization of the performance of the Rydberg atom superheterodyne receiving system. Last, the Rydberg atomic and the electronic receiving links' sensitivity performance is discussed and compared.
里德伯原子利用其电磁感应透明效应对弱微波电场信号进行实时响应,实现空间微波电场信号的下变频,可用作超外差接收机。里德伯原子超外差接收机是由里德伯原子、光电探测器和电子信息处理模块组成的一种新型接收系统。目前,国内外学者对里德堡原子超外差接收技术的物理响应机制进行了深入的研究。然而,尚未建立完整的接收环节分析模型,不利于优化其系统性能。基于里德伯原子响应微波电场的物理机理,引入了本征膨胀系数的概念,建立并实验验证了里德伯原子超外差接收机的接收链路模型,并简要讨论了本征膨胀系数对系统灵敏度和响应特性的影响。为Rydberg原子超外差接收系统的性能优化提供了理论指导。最后,对里德伯原子链路和电子接收链路的灵敏度性能进行了讨论和比较。
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引用次数: 1
Sub-100 fs Kerr-lens Mode-locked femtosecond Yb:CaYAlO4 Laser at GHz repetition rate 100秒以下的克尔透镜锁模飞秒Yb:CaYAlO4激光器,重复频率为GHz
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20222297
Zheng Li, Tian Wenlong, Ma Junyi, Yu Yang, Xu Xiao-Dong, Han Hainian, Wei Zhiyi, Zhu Jiangfeng
Femtosecond lasers with GHz repetition rate play an important role in scientific and industrial applications, such as spectroscopy, optical frequency combs and GHz-Burst pulse trains for micro-machining in the ablation-cooled regime. Kerr-lens Mode-locked (KLM) technique and passively modelocking based on Semiconductor Saturable Absorber Mirror (SESAM) are the primary methods to generate GHz femtosecond all-solid-state lasers (ASSLs). Kerr-lens mode-locked Ti:Sapphire lasers have made a significant progress benefitting from the high-power green pump lasers, repetition rate up to 10 GHz has been obtained with an average power of 1.2 W. In the early 21st century, ytterbium ion (Yb3+) doped laser crystals and ceramics with emission wavelengths near 1 μm gained attention due to their high conversion efficiency and broad gain-bandwidth. Combining with the customized SESAM and high-power multimode fiber-coupled laser diodes (LD), GHz Yb-doped ASSLs with watt-level average power may be easily attained and have made rapid progress. However, GHz KLM lasers have strict requirements for the cavity design and pump sources. For satisfying mode matching and enhancing the soft aperture effect within the gain medium, a high-brightness pump source with excellent beam quality (M2~1) is desired, such as the single-mode fiber coupled LD, however, the maximum pump power of which is only~1 W. As a result, the average power of GHz KLM femtosecond lasers is typically restricted to few tens of milliwatts, which limits the further applications. In this work, we reported the first GHz high-power KLM Yb:CaYAlO4 laser by using a high-power single-mode fiber laser instead of the low-power single-mode fiber coupled LDs as the pump source. On the basis of ABCD matrices, a simple four-mirror bow-tie ring cavity was built such that the laser mode can match well with the focused pump spot in the crystal. At the pump power of 8 W, stable unidirectional KLM was achieved, the laser had an average power of 2.1 W with a pulse duration of 88 fs and a repetition rate of 1.8 GHz, corresponding to a peak power of 11.57 kW. The high peak power and extremely short pulse duration are crucial for coherent octave-spanning supercontinuum generation. The powerful GHz KLM laser with sub-100 fs pulse duration provides an attractive source for optical frequency combs and micro-machining applications.
重复频率为GHz的飞秒激光器在科学和工业应用中发挥着重要作用,如光谱学、光学频率梳和用于烧蚀冷却条件下微加工的GHz脉冲串。克尔透镜锁模技术(KLM)和基于半导体可饱和吸收镜(SESAM)的被动锁模技术是产生GHz飞秒全固态激光器(ASSLs)的主要方法。克尔透镜锁模Ti:蓝宝石激光器得益于高功率绿色泵浦激光器取得了重大进展,重复频率高达10 GHz,平均功率为1.2 W。21世纪初,发射波长接近1 μm的掺镱激光晶体和陶瓷因其高转换效率和宽增益带宽而备受关注。结合定制化SESAM和大功率多模光纤耦合激光二极管(LD),可以很容易地获得平均功率为瓦级的GHz掺镱assl,并取得了快速进展。然而,GHz KLM激光器对腔体设计和泵浦源有严格的要求。为了满足模式匹配和增强增益介质内的软孔径效应,需要具有优良光束质量(M2~1)的高亮度泵浦源,如单模光纤耦合LD,但其最大泵浦功率仅为~1 W。因此,GHz KLM飞秒激光器的平均功率通常限制在几十毫瓦,这限制了进一步的应用。本文报道了用高功率单模光纤激光器代替低功率单模光纤耦合ld作为泵浦源的首个GHz高功率KLM Yb:CaYAlO4激光器。在ABCD矩阵的基础上,建立了一个简单的四镜领结环腔,使激光模式与晶体中的聚焦泵浦光斑匹配良好。当泵浦功率为8 W时,实现了稳定的单向KLM,激光平均功率为2.1 W,脉冲持续时间为88 fs,重复频率为1.8 GHz,峰值功率为11.57 kW。高峰值功率和极短脉冲持续时间是产生相干跨八度超连续谱的关键。强大的GHz KLM激光器,脉冲持续时间低于100 fs,为光学频率梳和微加工应用提供了有吸引力的光源。
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引用次数: 0
Broadband Radio Frequency signal measurement based on quantum compression sensing 基于量子压缩感知的宽带射频信号测量
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230398
Han Yan-Rui, Li Wei, Zang Yan-hua, Yang Chang-gang, Chen Rui-Yun, Zhang Guo-Feng, Qin Cheng-Bing, Hu Jian-Yong, Xiao Lian-Tuan
With the rapid development of radio frequency technology such as radar, electronic warfare and 5G communication, the measurement and real-time spectrum characterization of broadband radio frequency signals become increasingly important. The traditional Radio frequency signal real-time measurement technology is limited by the sampling rate of analog-todigital converter and the digital signal processing ability, and has the problems of narrow measurement band, large data volume, and susceptibility to electromagnetic interference. This paper proposes a Radio frequency signal measurement technology based on quantum compression sensing, which uses integrated electro-optical crystal as Radio frequency sensor, and constructs a compression sensing machine by modulating the photon wave function of the measured Radio frequency signal to realize the compression measurement of broadband Radio frequency signal,significantly improving the spectrum sensing bandwidth. The experiment demonstrated the long-term spectrum monitoring of power frequency and intermediate frequency high voltage signals, and the real-time spectrum measurement of high frequency Radio frequency signals. Under the Fourier limit spectrum resolution, the real-time spectrum analysis bandwidth of GHz magnitude is realized, and the data compression rate reaches 1.7×10-5, which can meet the needs of 5G wireless communication, cognitive radio and other applications for broadband Radio frequency signal spectrum measurement, and provide a new technical path for the development of next-generation broadband spectrum sensing technology.
随着雷达、电子战、5G通信等射频技术的快速发展,宽带射频信号的测量和实时频谱表征变得越来越重要。传统的射频信号实时测量技术受模数转换器采样率和数字信号处理能力的限制,存在测量频带窄、数据量大、易受电磁干扰等问题。本文提出了一种基于量子压缩感知的射频信号测量技术,采用集成电光晶体作为射频传感器,通过调制被测射频信号的光子波函数构造压缩感知机,实现宽带射频信号的压缩测量,显著提高了频谱感知带宽。实验演示了工频和中频高压信号的长期频谱监测,以及高频射频信号的实时频谱测量。在傅里叶极限频谱分辨率下,实现了GHz量级的实时频谱分析带宽,数据压缩率达到1.7×10-5,可满足5G无线通信、认知无线电等应用对宽带射频信号频谱测量的需求,为下一代宽带频谱传感技术的发展提供了新的技术路径。
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引用次数: 0
Isospin polarized Chern insulator state of C=4 in twisted double bilayer graphene 双扭双层石墨烯中C=4的同位旋极化陈氏绝缘子态
IF 1 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.7498/aps.72.20230497
Liu Yi-Jun, Chen Yi-Wei, Zhu Yu-Jian, Huang Yan, An Dong-Dong, Li Qing-Xin, Gan Qi-Kang, Zhu Wang, Song Jun-Wei, Wang Kai-Yuan, Wei Ling-Nan, Zong Qi-Jun, Liu Shuo-Han, Li Shi-Wei, Liu Zhi, Zhang Qi, Xu Ying-Hai, Cao Xin-Yu, Yang Ao, Wang Hao-Lin, Yang Bing, Andy Shen, Yu Ge-Liang, Wang Lei
Flat band with nearly zero dispersion can be engineered by twisting van der Waals materials relative to each other, and lead to a series of strongly correlated states, for example unconventional superconductivity, correlated insulating state, orbital magnetism. The bandwidth and topological property of electronic band structure in twisted double bilayer graphene is tunable by an external displacement field. This system could be an excellent quantum simulator to study the interplay between topological phase transition and strong electron correlation. Theoretical calculation shows that the broken of C2x symmetry in TDBG by an electric displacement field leads to finite Chern numbers at the lowest conduction and valence band near charge neutrality. Hence Chern insulator may emergent from this topological non-trivial flat band under strong electron interaction. Here, we observe Chern insulator state with Chern number 4 at filling factor v=1 under small magnetic fields on twisted double bilayer graphene with twist angle 1.48°. Moreover, the longitudinal resistance shows a peak under a parallel magnetic field and increases temperature and field, that is analogous to the Pomeranchuk effect in 3He. This phenomenon indicates that Chern insulator at v=1 may originate from isospin polarization.
通过对范德华材料的相互扭曲,可以设计出色散接近于零的平带,并导致一系列强相关态,如非常规超导态、相关绝缘态、轨道磁性等。双双层石墨烯中电子能带结构的带宽和拓扑性质可通过外部位移场进行调节。该系统可作为研究拓扑相变与强电子相关之间相互作用的良好量子模拟器。理论计算表明,电位移场对TDBG中C2x对称性的破坏导致了最低导电性和接近电荷中性的价带的陈恩数有限。因此,在强电子相互作用下,陈氏绝缘子可能从该拓扑非平凡平面带中涌现出来。本文在扭转角为1.48°的双双层石墨烯上,观察了在小磁场作用下,填充因子v=1时,陈氏4号的陈氏绝缘子状态。同时,纵向电阻在平行磁场下出现峰值,温度和磁场均增加,这与3He中的波美拉丘克效应类似。这一现象表明,v=1处的陈氏绝缘子可能来自同位旋极化。
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引用次数: 0
Higher dimensional reciprocal integrable Kaup-Newell systems 高维互反可积kap - newell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.72.20222418
Lou S Y, Hao Xia-Zhi, Jia Man
The study of integrable systems is one of important topics both in physics and in mathematics. However, traditional studies on integrable systems are usually restricted in (1+1)-and (2+1)-dimensions. The main reasons come from the fact that high-dimensional integrable systems are extremely rare. Recently, we found that a large number of high dimensional integrable systems can be derived from low dimensional ones by means of a deformation algorithm. In this paper, the (1+1)-dimensional Kaup-Newell (KN) system is extended to a (4+1)-dimensional system with help of the deformation algorithm. In addition to the original (1+1)-dimensional KN system, the new system also contains three reciprocal forms of the (1+1)-dimensional KN system. The model also contains a large number of new (D+1)-dimensional (D ≤ 3) integrable systems. The Lax integrability and symmetry integrability of the (4+1)-dimensional KN system are also proved. It is very difficult to solve the new high-dimensional KN systems. In this paper, we only investigate the traveling wave solutions of a (2+1)-dimensional reciprocal derivative nonlinear Schrödinger equation. The general envelope travelling wave can expressed by a complicated elliptic integral. The single envelope dark (gray) soliton of the derivative nonlinear Schodinger equation can be implicitly written.
可积系统的研究是物理学和数学中的重要课题之一。然而,传统的可积系统研究通常局限于(1+1)维和(2+1)维。其主要原因是高维可积系统极为罕见。最近,我们发现大量的高维可积系统可以通过变形算法从低维可积系统导出。本文利用变形算法将(1+1)维kap - newell (KN)系统扩展为(4+1)维系统。除了原有的(1+1)维KN系统外,新系统还包含了(1+1)维KN系统的三种倒数形式。该模型还包含大量新的(D+1)维(D≤3)可积系统。证明了(4+1)维KN系统的Lax可积性和对称可积性。新型高维KN系统的求解是非常困难的。本文只研究了一个(2+1)维互反导数非线性Schrödinger方程的行波解。一般包络行波可以用复杂的椭圆积分表示。微分非线性Schodinger方程的单包络暗(灰)孤子可以隐式地表示。
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引用次数: 1
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