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Synthetic data generation with hybrid quantum-classical models for the financial sector 利用量子-经典混合模型为金融业生成合成数据
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-18 DOI: 10.1140/epjb/s10051-024-00786-1
Otto M. Pires, Mauro Q. Nooblath, Yan Alef C. Silva, Maria Heloísa F. da Silva, Lucas Q. Galvão, Anton S. Albino

Data integrity and privacy are critical concerns in the financial sector. Traditional methods of data collection face challenges due to privacy regulations and time-consuming anonymization processes. In collaboration with Banco BV, we trained a hybrid quantum-classical generative adversarial network (HQGAN), where a quantum circuit serves as the generator and a classical neural network acts as the discriminator, to generate synthetic financial data efficiently and securely. We compared our proposed HQGAN model with a fully classical GAN by evaluating loss convergence and the MSE distance between the synthetic and real data. Although initially promising, our evaluation revealed that HQGAN failed to achieve the necessary accuracy to understand the intricate patterns in financial data. This outcome underscores the current limitations of quantum-inspired methods in handling the complexities of financial datasets.

数据完整性和隐私是金融行业的关键问题。由于隐私法规和耗时的匿名化过程,传统的数据收集方法面临挑战。我们与 Banco BV 合作,训练了一种量子-经典混合生成对抗网络(HQGAN),其中量子电路作为生成器,经典神经网络作为判别器,从而高效、安全地生成合成金融数据。我们通过评估损失收敛性以及合成数据与真实数据之间的 MSE 距离,将我们提出的 HQGAN 模型与完全经典的 GAN 模型进行了比较。尽管 HQGAN 最初很有希望,但我们的评估结果表明,HQGAN 无法达到理解金融数据中错综复杂的模式所需的准确性。这一结果凸显了量子启发方法目前在处理复杂金融数据集方面的局限性。
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引用次数: 0
Labeling small-degree nodes promotes semi-supervised community detection on graph convolutional network 标记小度节点促进图卷积网络的半监督社群检测
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-16 DOI: 10.1140/epjb/s10051-024-00817-x
Yu Zhao, Huiyao Li, Bo Yang

Community structure is one of the most important characteristics of network, which can reveal the internal organization structure of nodes. Many algorithms have been proposed to identify community structures in networks. However, the classification accuracy of existing unsupervised community detection algorithms is generally low. Therefore, the semi-supervised community detection algorithm which can greatly improve the classification accuracy by introducing a small number of labeled nodes has attracted much attention. Nevertheless, previous studies were sketchy in terms of label rates and also ignored the variation of classification accuracy under different labeling strategies. In this paper, based on graph convolutional networks, we first study the effect of labeling strategies and label rates on classification accuracy in four real world networks in detail. The research phenomenon is counter-intuitive but surprisingly effective: the classification accuracy of labeling small-degree nodes or random-selection nodes is significantly higher than that of labeling high-degree nodes. The labeling strategies based on acquaintance immune algorithm also prove this result. The interesting question that arises is what topological properties of the network can lead to such results? So we test and verify it in two kinds of synthetic networks. It is found that the phenomenon which labeling small-degree nodes promotes classification accuracy can be observed when the degree distribution of the network follows power-law distribution and the ratio of the external edges of the community to the total edges of nodes in the network is small.

社群结构是网络最重要的特征之一,它可以揭示节点的内部组织结构。人们提出了很多算法来识别网络中的社群结构。然而,现有的无监督社群检测算法的分类准确率普遍较低。因此,通过引入少量标记节点就能大大提高分类准确率的半监督式群落检测算法备受关注。然而,以往的研究在标签率方面比较粗略,也忽略了不同标签策略下分类准确率的变化。本文基于图卷积网络,首先详细研究了四个真实世界网络中标签策略和标签率对分类准确率的影响。研究现象与直觉相反,但效果却出人意料:标注小度节点或随机选择节点的分类准确率明显高于标注高度节点的分类准确率。基于熟人免疫算法的标注策略也证明了这一结果。有趣的问题是,网络的哪些拓扑特性会导致这样的结果?因此,我们在两种合成网络中进行了测试和验证。结果发现,当网络的度分布呈幂律分布,且群落的外部边与网络中节点的总边之比很小时,就会出现标记小度节点能提高分类准确率的现象。
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引用次数: 0
Multistability in a predator–prey model with generalist predator and strong Allee effect in prey 捕食者--猎物模型中的多稳定性:捕食者是通才,猎物有很强的阿利(Allee)效应
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-14 DOI: 10.1140/epjb/s10051-024-00814-0
Subarna Roy, Pankaj Kumar Tiwari

In this study, we analyze a generalist predator–prey model that includes a strong Allee effect in the prey population. We investigate the positivity and boundedness of solutions, identify ecologically relevant equilibrium points, and determine their stability conditions. Further, we analyze the transcritical, saddle-node, Hopf, Bogdanov-Takens, generalized-Hopf, and cusp bifurcations. Our numerical investigation shows that the model exhibits multiple stable states under similar parametric conditions, driven by bifurcation scenarios linked to the Allee effect. It also underscores the significant role of additional foods for predators in shaping system dynamics, unveiling scenarios ranging from the extinction of predators to their persistence, and the coexistence of both the species. Furthermore, our study delves into the impact of environmental white noise on predator–prey dynamics, introducing stochastic elements. We explore noise-induced transitions between two stable states within the system. Overall, our study highlights the complex dynamics of predator–prey interactions, emphasizing the role of Allee effect and additional food sources.

在本研究中,我们分析了一个包含猎物种群中强烈阿利效应的捕食者-猎物通论模型。我们研究了解的实在性和有界性,确定了与生态相关的平衡点,并确定了它们的稳定性条件。此外,我们还分析了跨临界、鞍节点、霍普夫、波格丹诺夫-塔肯斯、广义霍普夫和尖顶分岔。我们的数值研究表明,该模型在相似的参数条件下表现出多种稳定状态,这是由与阿利效应相关的分岔情景驱动的。研究还强调了捕食者的额外食物在系统动力学中的重要作用,揭示了从捕食者灭绝到捕食者持续存在以及两种物种共存的各种情况。此外,我们的研究还深入探讨了环境白噪声对捕食者-猎物动态的影响,引入了随机因素。我们探讨了噪音引起的系统内两种稳定状态之间的转换。总之,我们的研究突出了捕食者-猎物相互作用的复杂动态,强调了阿利效应和额外食物源的作用。
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引用次数: 0
An interdisciplinary research field transformed into an intermedial science exploration programme: how to explore neurotronics research and development in a school student laboratory programme 跨学科研究领域转变为跨学科科学探索计划:如何在学校学生实验计划中探索神经电子学的研究与发展
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-13 DOI: 10.1140/epjb/s10051-024-00807-z
Daniel Sacristán, Insa Stamer, Hermann Kohlstedt, Isabella Beyer, Ilka Parchmann

This work presents the development and implementation of an interdisciplinary and intermedial science outreach programme designed for school students. The programme integrates biological systems and technological advancements to provide students with hands-on laboratory experiences and immersive media, including virtual reality videos and augmented reality posters. Through a co-creation process involving scientists and educators, the programme aims to enhance students understanding of bio-inspired information pathways and neurogenesis. Preliminary evaluations indicate high engagement and educational value, suggesting that such interdisciplinary approaches can significantly enrich science education.

这项工作介绍了为在校学生设计的跨学科和跨媒介科学推广计划的开发和实施情况。该计划整合了生物系统和先进技术,为学生提供动手实验室体验和沉浸式媒体,包括虚拟现实视频和增强现实海报。通过科学家和教育工作者的共同创造过程,该计划旨在加强学生对生物启发信息途径和神经发生的理解。初步评估显示,学生参与度高,教育价值大,表明这种跨学科方法可以极大地丰富科学教育。
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引用次数: 0
Turing patterns in exploited predator–prey systems with habitat loss 栖息地丧失的捕食者-猎物系统中的图灵模式
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-10 DOI: 10.1140/epjb/s10051-024-00815-z
Ramya Seenivasan, Prosenjit Paul

In this study, we explore the emergence of spatial patterns in a predator–prey model influenced by habitat loss, incorporating the effects of linear diffusion. By examining the stability of the system through the Jacobian matrix, we derive conditions for the occurrence of both Hopf and Turing bifurcations using analytical and numerical approaches. Numerical simulations yield Hopf bifurcation diagrams, revealing the system’s dynamic responses to varying conditions. Our findings contribute to the understanding of how habitat loss and harvesting affect the spatial dynamics in predator–prey systems, which are described by partial differential equations (PDEs) under flux boundary conditions. We also investigate the impact of habitat loss due to harvesting on spatial patterns, identifying formations such as spots and stripes as a result of changes in harvesting efforts. We analytically derive the conditions for Turing instability, which are confirmed through numerical validation.

在本研究中,我们探讨了受栖息地丧失影响的捕食者-猎物模型中出现的空间模式,并结合了线性扩散的影响。通过雅各布矩阵检验系统的稳定性,我们利用分析和数值方法得出了霍普夫分岔和图灵分岔的发生条件。数值模拟得出了霍普夫分岔图,揭示了系统对不同条件的动态响应。我们的研究结果有助于理解栖息地丧失和采伐如何影响捕食者-猎物系统的空间动态,而捕食者-猎物系统是由通量边界条件下的偏微分方程(PDEs)描述的。我们还研究了捕猎导致的栖息地丧失对空间模式的影响,确定了捕猎变化导致的斑点和条纹等形态。我们通过分析推导出图灵不稳定性的条件,并通过数值验证予以确认。
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引用次数: 0
Unveiling the structural, electronic, optical, mechanical, and thermodynamic properties of Mg3ZnO4 in a Caswellsilverite-like structure: a DFT study 揭示类似卡斯威尔银矿结构的 Mg3ZnO4 的结构、电子、光学、力学和热力学特性:一项 DFT 研究
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-07 DOI: 10.1140/epjb/s10051-024-00805-1
Moufdi Hadjab, Mohamed Issam Ziane, Abderrahim Hadj Larbi, Hamza Bennacer, Mehrdad Faraji, Olga Guskova

This study investigates the physical properties of the novel mixed metal oxide Mg3ZnO4, emphasizing its potential in optoelectronic manufacturing. We provide a comprehensive analysis of its structural, optoelectronic, mechanical, and thermodynamic characteristics, focusing on the ternary compound, which crystallizes in a rocksalt phase similar to the mineral Caswellsilverite. Using advanced density functional theory (DFT) and the Full-Potential Linearized Augmented Plane Wave (FP-LAPW) method within the WIEN2k package, we predict the material’s properties in detail. Our structural analysis confirms the stability of Mg3ZnO4 in the cubic Pm3̅m space group, revealing key crystallographic parameters. The electronic structure calculations indicate a well-defined energy band gap, confirming its semiconducting nature and suitability for optoelectronic applications. Optical properties, including the dielectric function, absorption, and reflection spectra, demonstrate significant light interaction, highlighting the material’s potential for UV photodetectors and photovoltaic solar cells. The investigation of elastic properties provides critical insights into the mechanical strength and durability of Mg3ZnO4, further supporting its viability for demanding applications. Additionally, our thermodynamic analysis reveals the material’s behavior under varying environmental conditions, reinforcing its potential in high-performance optoelectronic devices. These findings establish Mg3ZnO4 as a promising candidate for advanced thin-film solar cells and pave the way for future experimental and theoretical studies to explore its unique properties for innovative technological applications.

Graphical abstract

本研究探讨了新型混合金属氧化物 Mg3ZnO4 的物理性质,强调了其在光电制造方面的潜力。我们对其结构、光电、机械和热力学特性进行了全面分析,重点研究了三元化合物,其结晶呈类似于矿物卡斯韦尔银矿的岩盐相。利用先进的密度泛函理论(DFT)和 WIEN2k 软件包中的全电位线性化增强平面波(FP-LAPW)方法,我们详细预测了该材料的特性。我们的结构分析证实了 Mg3ZnO4 在立方 Pm3̅m 空间群中的稳定性,揭示了关键的晶体学参数。电子结构计算表明,Mg3ZnO4 具有定义明确的能带间隙,这证实了它的半导体性质和光电应用的适用性。包括介电常数、吸收和反射光谱在内的光学特性显示了显著的光相互作用,突出了该材料在紫外光检测器和光伏太阳能电池方面的潜力。对弹性特性的研究为了解 Mg3ZnO4 的机械强度和耐久性提供了重要依据,进一步支持了其在高要求应用领域的可行性。此外,我们的热力学分析揭示了该材料在不同环境条件下的行为,增强了其在高性能光电设备中的应用潜力。这些发现将 Mg3ZnO4 确立为先进薄膜太阳能电池的理想候选材料,并为未来的实验和理论研究铺平了道路,以探索其独特性能在创新技术应用中的应用。
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引用次数: 0
Dissipative systems have a maximum energy rate density of 105 W/kg 耗散系统的最大能量密度为 105 W/kg
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-04 DOI: 10.1140/epjb/s10051-024-00785-2
Martin van Duin

Mass and energy rate (ER) data have been collected for a wide variety of dissipative systems from the biological, cultural, and cosmological realms. They range from 6 × 10–25 kg and 3 × 10–25 W for a synthetic, molecular engine to 1.5 × 1053 kg and 1048 W for the observable universe and, thus, span 78 mass and 73 ER orders of magnitude, respectively. The combination of (i) convergence of smaller systems (parts) to a larger system and (ii) scaling of ER as a function of mass with a power law constant β > 0 for groups of systems, explains why the ER and mass data points fall in a diagonal band in the double logarithmic ER vs. mass master plot. There appears to be an ER vs. mass limit, corresponding to an energy rate density (ERD = ER/mass) of around 105 W/kg, separating stable, dissipative systems from unstable, “explosive” systems (atomic weapons, supernova, etc.) in all realms. This limit is probably the result of a balance between the energy flow through a system, resulting in increased temperature and pressure, and the strength of the system’s structure and boundary. ERD has been proposed as a metric for the development of the complexity of dissipative systems over deep time Chaisson (Cosmic evolution; The rise of complexity in nature. Harvard University Press, Cambridge, 2002), Chaisson (Sci World J 384912, 2014). Thus, the observed ERD threshold of 105 W/kg may correspond to a maximum of complexity. Several ways to further increase complexity while circumventing this ERD limit are proposed.

Graphical abstract

我们已经收集了来自生物、文化和宇宙学领域的各种耗散系统的质量和能量速率(ER)数据。它们的范围从合成分子引擎的 6 × 10-25 千克和 3 × 10-25 瓦到可观测宇宙的 1.5 × 1053 千克和 1048 瓦,因此分别跨越了 78 个质量数量级和 73 个能量数量级。(i)较小的系统(部分)向较大的系统靠拢,(ii)ER 与质量的函数缩放,对于系统组来说,幂律常数 β > 0,这两个因素的结合解释了为什么 ER 和质量数据点落在 ER 与质量双对数主图的对角线带上。ER与质量的关系似乎存在一个极限,对应于大约105瓦/千克的能量率密度(ERD = ER/质量),在所有领域中将稳定的耗散系统与不稳定的 "爆炸 "系统(原子武器、超新星等)区分开来。这一极限可能是能量流经系统(导致温度和压力升高)与系统结构和边界强度之间平衡的结果。有人提出,ERD 是耗散系统的复杂性随深度时间发展的度量标准,柴森(《宇宙演化;自然界复杂性的崛起》,哈佛大学出版社,剑桥。哈佛大学出版社,剑桥,2002 年),Chaisson(科学世界 J 384912,2014 年)。因此,观测到的ERD阈值105 W/kg可能对应于复杂性的最大值。本文提出了几种在规避ERD限制的同时进一步提高复杂性的方法。
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引用次数: 0
Spinor Boltzmann equation with Berry curvature 具有贝里曲率的旋光波兹曼方程
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-04 DOI: 10.1140/epjb/s10051-024-00811-3
Xiao-Tong Xu, Ya-Ru Wang, Chao Yang, Zheng-Chuan Wang

In this paper, we study the influence of Berry curvature on spin-dependent transport in the system with spin-orbit coupling. The interaction of spin-orbit coupling in ferromagnets will induce a non-zero Berry curvature by breaking the time-reversal symmetry, which has effect on both charge and spin transport processes. We introduce the Berry curvature into spinor Boltzmann equation by modifying the effective velocity of electron, then derive the Berry curvature-concerned expressions for spin accumulation, spin current, and charge current, and investigate the influence of Berry curvature on the transport process. Comparisons are also made with the spinor Boltzmann equations which includes Rashba spin-orbit coupling but without Berry curvature.

本文研究了自旋轨道耦合系统中贝里曲率对自旋输运的影响。铁磁体中自旋轨道耦合的相互作用会打破时间反转对称性,从而诱发非零贝里曲率,这对电荷和自旋输运过程都有影响。我们通过修改电子的有效速度将贝里曲率引入自旋玻尔兹曼方程,然后推导出与贝里曲率有关的自旋累积、自旋电流和电荷电流表达式,并研究了贝里曲率对传输过程的影响。此外,还与包含拉什巴自旋轨道耦合但没有贝里曲率的自旋玻尔兹曼方程进行了比较。
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引用次数: 0
Investigation of electrophysical and photoelectric properties of solid solution alloys (CdSe)1–x(As2S3)x depending on composition 研究固溶体合金 (CdSe)1-x(As2S3)x 的电物理特性和光电特性取决于其成分
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-02 DOI: 10.1140/epjb/s10051-024-00813-1
I. I. Aliyev, R. M. Rzayev, Kh. M. Gashimov, C. A. Ahmedova, Y. I. Aliyev, A. Y. Huseynova

The study of renewable energy sources is currently an urgent problem. Such materials are produced by constructing phase diagrams or by cation–anionic substitution of an existing material. From this point of view, the formation of a solid solution (CdSe)1–x(As2S3)x can be due to anionic substitution, which is capable of creating functional properties. In this regard, differential thermal analysis (DTA), X-ray diffraction (XRD), microstructural analysis (MSA), as well as measurements of microhardness and density were performed on solid solutions (CdSe)1–x(As2S3)x. The nature of the chemical interaction of CdSe with As2S3 was studied and it was established that the introduction of As2S3 into the composition of CdSe leads to the formation of solid solutions. Moreover, it has been found that solid solutions are formed up to 3 mol% concentration of As2S3. The temperature dependence of the electrical conductivity and thermo-EMF of (CdSe)1–x(As2S3)x (x = 0.01; 0.02; 0.03) solid solutions has been studied. It has been established that the obtained alloys of the solid solution (CdSe)1–x(As2S3)x (x = (x = 0.01; 0.02; 0.03) are semiconductors of medium resistance. When introducing high-resistance samples of 1; 2 and 3 mol. % As2S3 into the composition of CdSe, the specific resistance of the alloys increases depending on the composition, and the conductivity decreases accordingly. For alloys of solid solutions (CdSe)1–x(As2S3)x, in the composition of 0.3; 0.6; 0.8 and 1.0 mol % As2S3, the spectral distribution of the photocurrent was studied. Samples containing 0.3; 0.6; 0.8 and 1.0 mol% As2S3 are photosensitive materials capable of operating in the wavelength range of 0.4–1.1 μm.

Graphical abstract

研究可再生能源是当前亟待解决的问题。这类材料是通过构建相图或对现有材料进行阳离子-阴离子置换而产生的。从这个角度来看,(CdSe)1-x(As2S3)x 固溶体的形成可能是由于阴离子置换,而阴离子置换能够产生功能特性。为此,我们对固溶体 (CdSe)1-x(As2S3)x 进行了差热分析 (DTA)、X 射线衍射 (XRD)、微结构分析 (MSA) 以及微硬度和密度测定。研究了碲化镉与 As2S3 化学作用的性质,确定了在碲化镉成分中引入 As2S3 会导致固溶体的形成。此外,研究还发现,在 As2S3 浓度达到 3 摩尔% 时,固溶体就会形成。研究了 (CdSe)1-x(As2S3)x(x = 0.01;0.02;0.03)固溶体的电导率和热电磁场的温度依赖性。结果表明,所获得的 (CdSe)1-x(As2S3)x (x = (x = 0.01; 0.02; 0.03) 固溶体合金是中等电阻的半导体。当在 CdSe 成分中引入 1、2 和 3 摩尔% As2S3 的高电阻样品时,合金的比电阻会根据成分的不同而增加,导电率也会相应降低。对于 As2S3 含量为 0.3、0.6、0.8 和 1.0 摩尔% 的固溶体 (CdSe)1-x(As2S3)x,研究了光电流的光谱分布。含 0.3、0.6、0.8 和 1.0 摩尔% As2S3 的样品是能够在 0.4-1.1 μm 波长范围内工作的光敏材料。
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引用次数: 0
Electron correlation and magnetic field induced phase transitions in spin-1/2 Falicov–Kimball model on a triangular lattice 三角形晶格上自旋-1/2 Falicov-Kimball 模型中的电子相关性和磁场诱导相变
IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2024-11-01 DOI: 10.1140/epjb/s10051-024-00812-2
Swati Pandey, Umesh K. Yadav, Pradip K. Priya

We have studied the ground state properties of spin-1/2 Falicov–Kimball model on a triangular lattice in the presence of external magnetic field. Numerical and Monte Carlo simulation methods are employed to obtain the results. We have found that the ground state properties are significantly influenced by the onsite Coulomb correlation between itinerant and localized electrons as well as the orbital magnetic field. Only rational flux fractions are taken into consideration in each unit cell. Transition from metal to insulator phase is accompanied by phase segregation to regular/quasi-regular/mixed phase with change in magnetic field for small values of onsite Coulomb correlation. The external magnetic field facilitates metal to insulator transition even at large values of onsite Coulomb correlation with variation in the number of electrons in the system. The results obtained through this study are applicable to layered triangular lattice systems such as rare earth and transition metal dichalcogenides, cobaltates, (GdI_{2}), (NaTiO_{2}), (NaVO_{2}) etc. Further, electric and magnetic sensors and high-energy storage devices can be developed using these results.

我们研究了三角形晶格上自旋-1/2 Falicov-Kimball 模型在外加磁场作用下的基态性质。我们采用了数值和蒙特卡罗模拟方法来获得结果。我们发现基态特性受到巡回电子和局部电子之间的现场库仑相关性以及轨道磁场的显著影响。在每个单元格中只考虑合理的通量分数。从金属相到绝缘体相的转变伴随着相分离,在现场库仑相关性值较小的情况下,随着磁场的变化,金属相会转变为规则相/准规则相/混合相。随着体系中电子数的变化,即使现场库仑相关性的值很大,外部磁场也会促进金属向绝缘体的转变。这项研究获得的结果适用于层状三角晶格体系,如稀土和过渡金属二钴化物、钴酸盐、(GdI_{2})、(NaTiO_{2})、(NaVO_{2})等。此外,还可以利用这些成果开发电传感器、磁传感器和高能量存储设备。
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引用次数: 0
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The European Physical Journal B
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