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Determination of scintillation pixel location through deep learning using a two-layer DOI detector 利用双层 DOI 检测器,通过深度学习确定闪烁像素位置
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-02 DOI: 10.1007/s40042-024-01134-3
Byungdu Jo, Seung-Jae Lee

Small gantries and long, thin scintillation pixels are used in preclinical positron emission tomography, resulting in parallax errors outside the system’s field of view. To solve this problem, a detector for measuring the depth of interaction (DOI) was developed. In addition, conduct of research on methods for DOI measurement through deep learning is underway. In this study, we designed a detector for measurement of DOI, consisting of two layers of scintillation pixel arrays and developed a method for specifying 3-dimensional (3D) position through deep learning. DETECT2000 simulation was performed to assess the 3D-positioning accuracy of the designed detector. Data acquired through DETECT2000 simulation wereused for learning a deep learning model, and assessment of location specification accuracy was performed using data generated at a new location and the deep learning model. According to the result, the 3D-position measurement accuracy was calculated as 94.48% on average.

临床前正电子发射断层扫描使用的是小型龙门架和细长的闪烁像素,导致系统视场外的视差误差。为了解决这个问题,我们开发了一种用于测量相互作用深度(DOI)的探测器。此外,通过深度学习测量 DOI 的方法研究也在进行中。在这项研究中,我们设计了一种由两层闪烁像素阵列组成的 DOI 测量探测器,并开发了一种通过深度学习指定三维(3D)位置的方法。为了评估所设计探测器的三维定位精度,我们进行了 DETECT2000 仿真。通过 DETECT2000 仿真获取的数据被用于学习深度学习模型,并利用在新位置生成的数据和深度学习模型对位置指定精度进行了评估。结果显示,三维位置测量精度平均为 94.48%。
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引用次数: 0
Channel phase extraction for a coherent beam combining system using a 2D target intensity image and the CMA-ES algorithm 利用二维目标强度图像和 CMA-ES 算法提取相干波束合成系统的通道相位
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01130-7
Minsu Yeo, Byungho Kim, Hansol Kim, Yoonchan Jeong

We investigate a novel covariant matrix adaption-evolution strategy (CMA-ES)-based method proposed for extracting channel phase information by measuring a two-dimensional (2D) target intensity image (2D-TII) of a coherent beam combining (CBC) system both numerically and experimentally for the first time to the best of our knowledge. The proposed method was first investigated on 1,000 samples of 2D-TIIs numerically generated by a virtual 3-channel CBC system. For all samples, the channel phase information was extracted almost perfectly, with the inter-image correlation coefficient reaching or exceeding 0.99 and the overall root-mean-square phase error of 0.0735 rad within 17 iterations of the algorithm, for example. Next, the investigation was extended onto another 1,000 samples of 2D-TIIs experimentally measured with a real-world 3-channel CBC setup via a charge-coupled device (CCD) camera at a rate of 16 fps with an exposure time of 10 ms. The channel phase information was extracted with the inter-image correlation coefficient reaching or exceeding 0.9 for 972 or 979 samples within 15 or 45 iterations of the algorithm, respectively, with the latter case of which its overall average was estimated at 0.947. The relatively low performance of the proposed method within 21 out of 1,000 samples, where the overall average of the inter-image correlation coefficient remained at 0.880 regardless of further increases in the number of iterations, was attributed to the lowered image contrasts of the measured 2D-TIIs caused by the uncontrolled intrusion of external noise components that could not be rectified by the CCD camera due to its limited exposure time. We expect the proposed method to be useful for research and analysis on a variety of real-world CBC systems as well as other related applications where phase information needs to be extracted.

我们研究了一种新颖的基于协变矩阵自适应进化策略(CMA-ES)的方法,该方法通过测量相干波束合成(CBC)系统的二维(2D)目标强度图像(2D-TII)来提取信道相位信息,据我们所知,这是首次通过数值和实验来实现。我们首先对虚拟 3 通道 CBC 系统数值生成的 1,000 个 2D-TII 样本进行了研究。对于所有样本,信道相位信息几乎都能完美提取,例如,在算法的 17 次迭代中,图像间相关系数达到或超过 0.99,总体均方根相位误差为 0.0735 rad。接下来,研究扩展到另外 1,000 个 2D-TIIs 样本,这些样本是通过电荷耦合器件 (CCD) 摄像机,以 16 帧/秒的速率和 10 毫秒的曝光时间,使用真实世界中的 3 通道 CBC 设置进行实验测量的。在算法迭代 15 或 45 次的情况下,提取的信道相位信息在 972 或 979 个样本中的图像间相关系数分别达到或超过 0.9,其中后一种情况的总体平均值估计为 0.947。在 1,000 个样本中的 21 个样本中,无论迭代次数如何增加,图像间相关系数的总平均值都保持在 0.880,这是因为测量的二维-TII 图像对比度较低,原因是外部噪声成分不受控制地侵入,而 CCD 摄像机的曝光时间有限,无法纠正这些噪声成分。我们希望所提出的方法能有助于研究和分析现实世界中的各种 CBC 系统以及其他需要提取相位信息的相关应用。
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引用次数: 0
A deep learning method for predicting proton beam range and spread-out Bragg peak in passive scattering mode 预测质子束射程和被动散射模式下布拉格峰扩散的深度学习方法
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01082-y
Younggyu Lee, Sang Hee Ahn, Chankyu Kim, Wonjoong Cheon, Haksoo Kim, Se Byeong Lee, Young Kyung Lim, Jong Hwi Jeong, Young-Nam Kang, Dongho Shin

It is difficult to calculate monitor units in the proton treatment planning system due to the complexity of using this system in the double scattering mode of proton therapy. Moreover, the range and spread-out Bragg peak (SOBP) values using the conversion algorithm (CONVALGO) provided by IBA (({C}_{{text{range}}}), ({C}_{{text{SOBP}}})) are different from the actual measured range (({M}_{{text{range}}})) and SOBP (({M}_{{text{SOBP}}})) values. In this regard, the CONVALGO (FC) value (({FC}_{{text{range}}}), ({FC}_{{text{SOBP}}})) should be measured according to the quality assurance (QA) of patient treatment, which requires physical effort and time. This study, therefore, aimed to reduce the time and effort spent on QA. The predictive model was trained using six parameters. Main option, sub-option, ({M}_{{text{range}}}) and ({M}_{{text{SOBP}}}) were used as input values, and ({FC}_{{text{range}}}) and ({FC}_{{text{SOBP}}}) were used as label. The trained model predicted the CONVALGO (PC) values of ({PC}_{{text{range}}}) and ({PC}_{{text{SOBP}}}). The test dataset has 261 patient data that were not used for training. Difference, mean absolute error (MAE), and root mean square error (RMSE) values were used for comparison. Compared to the FC value, the maximum difference was − 2.2 mm for ({PC}_{{text{range}}}) and − 3.4 mm for ({C}_{{text{range}}}). The acceptable standard of patient QA in our institute is within 1 mm and the number of data points that met the acceptable standard was 196 for ({PC}_{{text{range}}}) and 191 for ({C}_{{text{range}}}). For the MAE of ({PC}_{{text{SOBP}}}), options 1, 2, and 3 showed values within 1 mm. In the MAE of ({C}_{{text{SOBP}}}), the values were > 1 mm for all options.

由于在质子治疗的双散射模式下使用质子治疗计划系统的复杂性,在该系统中很难计算监测单位。此外,使用 IBA 提供的转换算法(CONVALGO)得出的射程值和展散布拉格峰(SOBP)值(({C}_{text{range}}}), ({C}_{text{SOBP}}}))与实际测量的射程值(({M}_{text{range}}))和展散布拉格峰(SOBP)值(({M}_{text{SOBP}}))不同。在这方面,CONVALGO(FC)值(({FC}_{text{range}}}), ({FC}_{text{SOBP}}})应根据患者治疗的质量保证(QA)进行测量,这需要体力和时间。因此,本研究旨在减少 QA 所花费的时间和精力。使用六个参数对预测模型进行了训练。主选项、子选项、({M}_{text{range}}})和({M}_{text{SOBP}})作为输入值,({FC}_{text{range}})和({FC}_{text{SOBP}})作为标签。训练后的模型预测了 ({PC}_{{text{range}}}) 和 ({PC}_{{text{SOBP}}}) 的 CONVALGO (PC) 值。测试数据集包含 261 个未用于训练的患者数据。差值、平均绝对误差(MAE)和均方根误差(RMSE)值用于比较。与 FC 值相比,({PC}_{text{range}}) 的最大差值为 - 2.2 mm,({C}_{text{range}}) 的最大差值为 - 3.4 mm。在我院,患者质量保证的可接受标准是 1 毫米以内,符合可接受标准的数据点数为:({PC}_{text{range}})196 个,({C}_{text{range}})191 个。对于({PC}_{text/{SOBP}})的 MAE,选项 1、2 和 3 显示的值都在 1 毫米以内。在 ({C}_{text{SOBP}} 的 MAE 中,所有选项的值都在 1 毫米以内。
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引用次数: 0
The propagation of nonlinear waves in field-effect transistors with quantum effects 具有量子效应的场效应晶体管中非线性波的传播
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01129-0
Liping Zhang, Yunqing Yang, Jiangxu Feng, Meilin Zhang

Shock and solitary waves are very important nonlinear structure in the channel of field-effect transistors (FET). In this paper, the propagation of shock and solitary waves with quantum effects in the channel of FET is investigated. Using reductive perturbation expansion, the quantum hydrodynamic equations are reduced to KdV–Burgers and KdV equations describing the characteristic of shock and solitary waves with quantum effects in the channel of FET. The analytical and numerical results show that there are two different types of shock waves and solitary waves in this system; the monotone shock waves, the oscillatory waves and the solitary waves can transform each other under certain condition; the quantum effects strengthened shock waves oscillation and change the width of the solitary waves. This finding provides a new idea for finding efficient THz radiation sources and opens up a new mechanism for the development of THz technology.

冲击波和孤波是场效应晶体管(FET)沟道中非常重要的非线性结构。本文研究了具有量子效应的冲击波和孤波在场效应晶体管沟道中的传播。利用还原扰动展开,将量子流体力学方程还原为 KdV-Burgers 和 KdV 方程,描述了具有量子效应的冲击波和孤波在场效应晶体管沟道中的特性。分析和数值结果表明,该系统中存在两种不同类型的冲击波和孤波;单调冲击波、振荡波和孤波在一定条件下可以相互转化;量子效应加强了冲击波的振荡,改变了孤波的宽度。这一发现为寻找高效太赫兹辐射源提供了新思路,为太赫兹技术的发展开辟了新机制。
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引用次数: 0
Combinatorial study of coherent multi-channel phase-locking based on covariance matrix adaptation evolution strategy 基于协方差矩阵适应演化策略的相干多通道锁相的组合研究
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01131-6
Hansol Kim, Minsu Yeo, Yoonchan Jeong

This study explores the performance and channel-scalability of the covariance matrix adaptation evolution strategy (CMA-ES)-based coherent optical phase control algorithm for coherent beam combining (CBC) systems. Leveraging the probabilistic nature of its optimization process, the CMA-ES algorithm emerges as a promising candidate for a next-generation phase control algorithm for CBC systems. To assess its functionality and channel-scalability, we conduct numerical investigations into the CMA-ES-based phase control algorithm applied to both 37- and 61-channel CBC systems with varying its algorithmic parameters. For the 37-channel configuration, consistent results demonstrate an average beam combining efficiency (BCE) exceeding 0.9, with a constrained standard deviation of 0.1 with phase sample numbers surpassing 30. The analysis of the time complexity reveals that the CMA-ES-based algorithm efficiently converges to a BCE value of 0.9 within a 10 MHz bandwidth within a 5 μs atmospheric time scale. In the case of the 61-channel configuration, a majority of phase samples exhibit an average BCE exceeding 0.95, with a small number of trials slightly falling below 0.85 yet still achieving a BCE of approximately 0.8. Similar to the 37-channel case, with the bandwidth < 12 MHz, the CMA-ES-based algorithm can give rise to the BCE level of 0.9 within a 5 μs atmospheric time duration.

本研究探讨了基于协方差矩阵适应演化策略(CMA-ES)的相干光相位控制算法在相干波束结合(CBC)系统中的性能和信道可扩展性。利用其优化过程的概率特性,CMA-ES 算法有望成为 CBC 系统下一代相位控制算法的候选算法。为了评估该算法的功能性和信道可扩展性,我们对基于 CMA-ES 的相位控制算法进行了数值研究,将其应用于 37 信道和 61 信道的 CBC 系统,并改变了算法参数。对于 37 通道配置,一致的结果表明平均波束合成效率(BCE)超过 0.9,相位采样数超过 30 时的限制标准偏差为 0.1。对时间复杂性的分析表明,基于 CMA-ES 的算法能在 5 μs 大气时间尺度内,在 10 MHz 带宽内有效地收敛到 0.9 的 BCE 值。在 61 个信道配置的情况下,大多数相位样本的平均 BCE 值都超过了 0.95,少数试验略低于 0.85,但 BCE 值仍达到了约 0.8。与 37 信道的情况类似,在带宽为 12 MHz 的情况下,基于 CMA-ES 的算法可以在 5 μs 的大气持续时间内达到 0.9 的 BCE 水平。
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引用次数: 0
A study on sheath structure in discharge and diffusion region of a double plasma device 双等离子体设备放电区和扩散区的鞘结构研究
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01122-7
Mrinal Kr. Mishra, Arindam Phukan, Monojit Chakraborty

The article reports about the variation of an ion sheath thickness in discharge and diffusion plasma. Two ion sheaths are formed at two negatively biased plates placed in discharge and diffusion region of a double plasma device. Plasma is only produced in one section of the device by hot filament discharge and there is no filament in the other section. When energy of primary electrons is increased, ion sheath in discharge region expands and it contracts in the diffusion region. For an increase in population of primary electrons, an ion sheath in both discharge and diffusion region contracts. Again, for drainage of electrons or ions from discharge region, the sheath structure in discharge region is highly influenced by the plasma potential whereas in diffusion region; sheath structure is mainly influenced by local plasma density.

文章报告了放电和扩散等离子体中离子鞘厚度的变化。在双等离子体装置的放电区和扩散区中放置的两块负偏压板上形成了两个离子鞘。等离子体只在设备的一个部分通过热灯丝放电产生,而在另一个部分没有灯丝。当原生电子的能量增加时,放电区的离子鞘膨胀,而扩散区的离子鞘收缩。原生电子数量增加时,放电区和扩散区的离子鞘都会收缩。同样,当电子或离子从放电区排出时,放电区的离子鞘结构受等离子体电位的影响很大,而在扩散区,离子鞘结构主要受局部等离子体密度的影响。
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引用次数: 0
Boundary effect and correlations in fermionic Gaussian states 费米高斯态的边界效应和相关性
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s40042-024-01126-3
Jinhyeok Ryu, Jaeyoon Cho

The effect of boundaries on the bulk properties of quantum many-body systems is an intriguing subject of study. One can define a boundary effect function, which quantifies the change in the ground state as a function of the distance from the boundary. This function serves as an upper bound for the correlation functions and the entanglement entropies in the thermodynamic limit. Here, we perform numerical analyses of the boundary effect function for one-dimensional free-fermion models. We find that the upper bound established by the boundary effect function is tight for the examined systems, providing a deep insight into how correlations and entanglement are developed in the ground state as the system size grows. As a by-product, we derive a general fidelity formula for fermionic Gaussian states in a self-contained manner, rendering the formula easier to apprehend.

边界对量子多体系统体态特性的影响是一个引人入胜的研究课题。我们可以定义边界效应函数,将基态的变化量化为与边界距离的函数关系。该函数是热力学极限下相关函数和纠缠熵的上限。在这里,我们对一维自由费米子模型的边界效应函数进行了数值分析。我们发现,边界效应函数为所研究的系统建立的上界是紧密的,这为我们深入了解相关性和纠缠是如何随着系统规模的增大而在基态中发展起来的提供了深刻的见解。作为副产品,我们以自足的方式推导出了费米子高斯态的一般保真度公式,使公式更易于理解。
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引用次数: 0
Feasibility study of normal tissue-sparing effect in proton minibeam radiation therapy: animal experiment 质子微束放射治疗中保留正常组织效应的可行性研究:动物实验
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s40042-024-01086-8
Dohyeon Kim, Kyeongyun Park, Seojin Lee, Ju Sung Kim, Sung Hun Kim, Chankyu Kim, Hak Soo Kim, Jong Hwi Jeong, Dongho Shin, Se Byeong Lee, Yang-Gun Suh, Young Kyung Lim, Ui-Jung Hwang, Sang Hyoun Choi

In the recent study of proton therapy, the expectation of the normal tissue-sparing effect of the proton minibeam radiation therapy (pMBRT) using a multi-slit collimator (MSC) is increasing. We designed and conducted animal experiments to verify the sparing effect on normal tissues. Proton beam irradiation was carried out on two groups of mice except a control group (0 Gy). One group was irradiated with a conventional broad beam, and the other with a minibeam. A dose of 8.5 Gy was delivered to both femurs of mice in every group. In the pMBRT group, the survival rate of bone marrow cells was significantly improved as compared to the conventional broad beam group. The survival rate in the minibeam group was 2.5 times higher. In conclusion, the pMBRT has been strongly proven to have a superior tissue-sparing effect than the conventional broad beam.

在最近的质子治疗研究中,人们越来越期待使用多缝准直器(MSC)的质子微束放射治疗(pMBRT)对正常组织的保护作用。我们设计并进行了动物实验来验证对正常组织的保护作用。除对照组(0 Gy)外,我们对两组小鼠进行了质子束照射。一组使用传统的宽束流,另一组使用微型束流。每组小鼠的双侧股骨均接受了 8.5 Gy 的剂量照射。与传统宽光束组相比,pMBRT 组的骨髓细胞存活率明显提高。迷你光束组的存活率是传统光束组的 2.5 倍。总之,pMBRT 已被证实比传统的宽光束具有更佳的组织保护效果。
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引用次数: 0
Dynamical properties of nonlinear dust ion-acoustic waves on the basis of the Schamel–KdV equation 基于沙梅尔-KdV 方程的非线性尘埃离子声波的动力学特性
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s40042-024-01121-8
Jintu Ozah, P. N. Deka

In this present study, our objective is to investigate the formation of dust ion-acoustic solitary and periodic waves in a superthermal magnetised plasma featuring both positive and negative charged ions, energetic trapped electrons, and oppositely charged dust particles. We have used the reductive perturbation technique (RPT) to get the Schamel–Korteweg-de Vries (Schamel–KdV) equation, which describes the behaviour of dust ion-acoustic solitary waves (DIASWs). Based on the theory of planar dynamical systems, the possible existing solution of the Schamel–KdV equation is shown in the phase portrait diagram. Sagdeev’s pseudopotential equation is also derived and the features of DIASWs are analysed in combination with the soliton solution. Through the graphical presentation, we have analysed the role of the physical parameters on the characteristics of solitonic and periodic waves, along with the electric field. This investigation has the potential to elucidate the formation of nonlinear waves in diverse astrophysical settings (e.g., ionosphere, solar wind, mesosphere, auroral zone, magnetosphere, etc.) and also laboratory devices that contain opposite-polarity dust-charged particles, superthermally trapped electrons, and both positive and negative ion species.

在本研究中,我们的目标是研究在超热磁化等离子体中尘埃离子声孤波和周期波的形成,该等离子体具有正负电荷离子、高能捕获电子和带相反电荷的尘埃粒子。我们利用还原扰动技术(RPT)得到了描述尘埃离子声孤波(DIASWs)行为的Schamel-Korteweg-de Vries(Schamel-KdV)方程。根据平面动力系统理论,Schamel-KdV 方程可能的现有解显示在相位肖像图中。同时还推导出了萨格迪夫伪势方程,并结合孤子解分析了声孤波的特征。通过图示,我们分析了物理参数和电场对孤子波和周期波特征的作用。这项研究有望阐明非线性波在不同天体物理环境(如电离层、太阳风、中间层、极光带、磁层等)以及包含反极性尘埃带电粒子、超高温困电子和正负离子物种的实验室设备中的形成。
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引用次数: 0
Bridging terahertz metal slot antenna with parameterized electrical conductivity: insights from finite element method and microscopic theory 具有参数化导电性的桥接太赫兹金属槽天线:有限元法和微观理论的启示
IF 0.6 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s40042-024-01124-5
Taehoon Kim, Ki Hoon Lee, Geonwoo Lee, Jaechan Im, Dong Ju Lim, Seonghun Kim, Sung Ju Hong, Byoung Hee Moon, Young-Mi Bahk

Metal slot antennas exhibit high transmission characteristics at resonant frequencies when electromagnetic waves with polarization in the width direction of the rectangular hole structure enter, having wavelengths approximately twice the length of the rectangular hole. In this study, we utilize COMSOL multiphysics simulation to examine the transmission behaviors of such resonators operating in terahertz frequency range, with a specific emphasis on their performance when incorporating micron-sized conductive embedding within the central region of the rectangular slot. We observe that as the conductivity of the embedding material increases, the resonant frequency undergoes a shift towards higher values through non-resonant behaviors in the intermediate conductivity range, eventually reaching nearly twice the fundamental resonant mode. The additional analytic microscopic calculation reveals that the interference effect of the electromagnetic field inside the slot antenna can be responsible for the transmittance modifications and provides a reference for investigating unknown embedded targets. These findings provide valuable insights into the versatile applications of metal slot antennas, particularly in areas such as sensing and detection of subwavelength materials.

当波长约为矩形孔长度两倍的极化电磁波沿矩形孔结构的宽度方向进入时,金属槽天线在谐振频率下表现出很高的传输特性。在本研究中,我们利用 COMSOL 多物理场仿真技术研究了此类谐振器在太赫兹频率范围内的传输特性,并特别强调了在矩形槽中央区域加入微米级导电嵌入物时的性能。我们观察到,随着嵌入材料电导率的增加,谐振频率会通过中间电导率范围内的非谐振行为向更高值移动,最终达到基本谐振模式的近两倍。附加的微观分析计算显示,槽天线内部电磁场的干扰效应可能是导致透射率变化的原因,这为研究未知的嵌入目标提供了参考。这些发现为金属槽天线的广泛应用提供了宝贵的见解,尤其是在亚波长材料的传感和探测等领域。
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引用次数: 0
期刊
Journal of the Korean Physical Society
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