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(nu)Oscillation: a software package for computation and simulation of neutrino oscillation and detection $$nu$ 震荡:用于计算和模拟中微子震荡和探测的软件包
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-19 DOI: 10.1007/s40042-024-01120-9
Seunghyeok Jang, Eunil Won, Kyungmin Lee, Eunju Jeon, Young Ju Ko

The design of neutrino experiments and the analysis of neutrino data rely on precise computations of neutrino oscillations and scattering processes in general. Motivated by this, we developed a unified software package that calculates the expected number and energy spectrum of neutrino events in the liquid scintillation detector taking into account the neutrino flux at production, the oscillations of neutrinos during propagation and their interactions in the detectors. We also implemented the calculation of neutrino flux from nuclear reactors, the Sun, and radioactive isotopes to explorer various experimental setups using a single package. This software package is validated by reproducing the result of calculations and observations in other publications. We also demonstrate the feasibility of this package by calculating the sensitivity of a liquid scintillation detector, currently in planning, to the sterile neutrinos. This work is expected to be utilized to identify the physics potential and optimize the design of future neutrino experiments.

中微子实验的设计和中微子数据的分析依赖于对中微子振荡和一般散射过程的精确计算。受此激励,我们开发了一个统一的软件包,可以计算液体闪烁探测器中的中微子事件的预期数量和能谱,同时考虑到产生时的中微子通量、传播过程中的中微子振荡以及它们在探测器中的相互作用。我们还对核反应堆、太阳和放射性同位素的中微子通量进行了计算,以便使用单一软件包探索各种实验装置。这个软件包通过重现其他出版物中的计算和观测结果得到了验证。我们还通过计算目前正在规划中的液体闪烁探测器对不育中微子的灵敏度,证明了该软件包的可行性。预计这项工作将用于确定未来中微子实验的物理潜力和优化设计。
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引用次数: 0
Analysis of the effect of the chemical composition ratio of soil samples on pretreatment methods (direct method, AMP) and MDA 土壤样品化学成分比例对预处理方法(直接法、AMP)和 MDA 的影响分析
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-16 DOI: 10.1007/s40042-024-01118-3
Eun-Sung Jang

By analyzing the chemical composition of soil samples and effectively removing spontaneous radionuclides of cesium isotopes from the samples using the direct method and AMP, the MDA value is measured and compared with the direct method, and how much it can be reduced is analyzed and evaluated. A standard soil sample was made by diluting 37 kBq/kg of 134Cs aqueous solution in distilled water to prepare 500, 1000, 2500, and 5000 Bq/kg of aqueous solution at the Institute of Standard Science. As a result of AMP pretreatment using soil samples and reducing the loss of cesium isotopes that may occur during chemical pretreatment using AMP reagents, a satisfactory result of an average of 89.5% was obtained. As a result of measuring the standard soil sample after calibration, a very satisfactory result could be derived with a difference of at least 0 to 5 Bq/kg from the standard sample. In addition, the efficiency measurements in the three methods (direct method, AMP) after correction showed uncertainty within 3% compared to Monte Carlo values, which matched well. Several factors, such as background, sample measurement time, and recovery rate, affect the MDA value, especially when the radioactivity concentration is above 2500 Bq/kg, by shortening the measurement time, MDA values can be reduced. As the amount of sample increased, the efficiency decreased clearly due to the self-absorption effect. Therefore, it was confirmed that the higher the soil type and component ratio, the more the radioactive concentration was affected.

通过分析土壤样品的化学成分,并利用直接法和 AMP 有效去除样品中的铯同位素自发放射性核素,测得 MDA 值,并与直接法进行比较,分析和评估其可降低的程度。在标准科学研究所,将 37 kBq/kg 的 134Cs 水溶液稀释到蒸馏水中,制备成 500、1000、2500 和 5000 Bq/kg 的水溶液,作为标准土壤样品。由于使用 AMP 试剂对土壤样本进行了 AMP 预处理,并减少了化学预处理过程中可能造成的铯同位素损失,因此取得了平均 89.5%的令人满意的结果。在校准后测量标准土壤样本,结果非常令人满意,与标准样本至少相差 0 至 5 Bq/kg。此外,三种方法(直接法、AMP)校正后的效率测量值与蒙特卡罗值相比,不确定度在 3% 以内,吻合度很高。本底、样品测量时间和回收率等多种因素都会影响 MDA 值,特别是当放射性浓度高于 2500 Bq/kg 时,通过缩短测量时间,可以降低 MDA 值。随着样品量的增加,由于自吸收效应,效率明显降低。因此,可以肯定的是,土壤类型和成分比例越高,放射性浓度受到的影响越大。
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引用次数: 0
Initial image-based approach may enhance direct reciprocity for cooperation evolution 基于图像的初始方法可加强直接互惠,促进合作演化
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-16 DOI: 10.1007/s40042-024-01135-2
Sunhee Chae, Hyeong-Chai Jeong

The puzzle of how cooperation arises in social dilemmas has been a central question in evolutionary game theory. Traditional studies have delineated direct and indirect reciprocity as distinct avenues for fostering cooperative behavior. Direct reciprocity hinges on recurrent interactions with the same individual, whereas indirect reciprocity involves leveraging information about the conduct of other participants. This study investigates strategy evolution within the iterated Prisoner’s Dilemma framework, focusing on a finite population and utilizing a refined Moran process. We explore the effectiveness of various strategies for discriminators, considering both repeated encounters with identical partners and the availability of public action records, to facilitate the emergence of cooperation. Our analysis reveals that the order of the performances of discriminator strategies depends on the cost-to-benefit ratio of cooperation. Discriminators utilizing indirect information from initial encounters generally outperform others, except in cases where the benefits significantly surpass the costs, a condition under which the conventional Tit-for-Tat approach prevails.

社会困境中如何产生合作一直是进化博弈论的核心问题。传统研究将直接互惠和间接互惠划分为促进合作行为的不同途径。直接互惠取决于与同一个体的反复互动,而间接互惠则涉及利用其他参与者的行为信息。本研究调查了迭代囚徒困境框架中的策略演化,重点关注有限群体,并使用了改进的莫兰过程。考虑到与相同伙伴的重复相遇以及公共行动记录的可用性,我们探索了各种策略对鉴别者的有效性,以促进合作的出现。我们的分析表明,判别策略的表现顺序取决于合作的成本收益比。利用初次相遇的间接信息的判别策略通常优于其他策略,除非在收益大大超过成本的情况下,即传统的 "以牙还牙 "策略占上风的情况下。
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引用次数: 0
Investigation of structural, dielectric and electrical properties of lead-free bismuth-based layered multifunctional material: CaBiGdNbVO9 for device fabrication 无铅铋基层状多功能材料的结构、介电和电气性能研究:用于器件制造的 CaBiGdNbVO9
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-11 DOI: 10.1007/s40042-024-01140-5
N. Kumar, S. S. Hota, D. Panda, S. K. Samal, R. N. P. Choudhary, U. Prasad

The current study endeavors to fabricate a lead-free bismuth-based layered multifunctional material denoted as CaBiGdNbVO9 (CBGNVO), achieved through synthesis and characterization. X-ray diffraction analysis indicates a polycrystalline nature for the developed system, exhibiting orthorhombic crystal symmetry. Structural parameters obtained are a = 14.5781 Å, b = 27.3108 Å, c = 3.7148 Å, and V = 1479.01 Å3. Electron microscopic examination reveals compactness and uniform distribution of grains of similar sizes across the pellet sample surface. Electrical data analysis, encompassing relative permittivity, loss tangent, and impedance as functions of temperature and frequency, elucidates dielectric relaxation and conduction mechanisms within the material. These findings suggest the potential suitability for various applications, such as temperature sensors and bandwidth regulation. Examination of electronic charge carriers reveals a short-range order, validated through complex modulus and impedance spectrum analysis. A comprehensive investigation into resistive, capacitive, and microstructural characteristics provides valuable insights, positioning the material as a viable electronic component for device fabrication.

本研究致力于通过合成和表征,制造一种无铅铋基层状多功能材料,命名为 CaBiGdNbVO9(CBGNVO)。X 射线衍射分析表明,所开发的系统具有多晶性质,呈现正交对称晶体。获得的结构参数为 a = 14.5781 Å、b = 27.3108 Å、c = 3.7148 Å 和 V = 1479.01 Å3。电子显微镜检查显示,整个颗粒样品表面大小相似的晶粒结构紧凑、分布均匀。电学数据分析包括相对介电系数、损耗正切和阻抗与温度和频率的函数关系,阐明了材料内部的介电弛豫和传导机制。这些发现表明,这种材料可能适用于温度传感器和带宽调节等各种应用。通过复模量和阻抗谱分析,对电子电荷载流子的研究揭示了一种短程秩序。对电阻、电容和微结构特性的全面研究提供了有价值的见解,使这种材料成为用于设备制造的可行电子元件。
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引用次数: 0
Quantum computation by cooling 通过冷却实现量子计算
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1007/s40042-024-01137-0
Jaeyoon Cho

Adiabatic quantum computation is a paradigmatic model aiming to solve a computational problem by finding the many-body ground state encapsulating the solution. However, its use of an adiabatic evolution depending on the spectral gap of an intricate many-body Hamiltonian makes its analysis daunting. While it is plausible to directly cool the final gapped system of the adiabatic evolution instead, the analysis of such a scheme on a general ground is missing. Here, we propose a specific Hamiltonian model for this purpose. The scheme is inspired by cavity cooling, involving the emulation of a zero-temperature reservoir. Repeated discarding of ancilla reservoir qubits extracts the entropy of the system, driving the system toward its ground state. At the same time, the measurement of the discarded qubits hints at the energy-level structure of the system as a return. We show that quantum computation based on this cooling procedure is equivalent in its computational power to the one based on quantum circuits. We then exemplify the scheme with a few illustrative use cases for combinatorial optimization problems. To circumvent the issue of local energy minima, we implant a mechanism in the Hamiltonian that allows the population trapped in the local minima to tunnel out via high-order transitions, and support the idea with numerical simulations. We also discuss its application to preparing quantum many-body ground states, arguing that the spectral gap is a crucial factor in determining the time scale of the cooling.

绝热量子计算是一个典范模型,旨在通过找到包含解决方案的多体基态来解决计算问题。然而,它使用的绝热演化取决于复杂的多体哈密顿的谱隙,这使它的分析令人生畏。虽然直接冷却绝热演化的最终间隙系统是可行的,但缺少对这种方案的一般分析。在此,我们为此提出了一个特定的哈密顿模型。该方案受空腔冷却的启发,涉及零温储层的模拟。重复丢弃辅助贮库比特可以提取系统的熵,从而推动系统向基态发展。与此同时,对丢弃的量子比特进行测量,可提示系统的能级结构。我们证明,基于这种冷却程序的量子计算在计算能力上等同于基于量子电路的计算。然后,我们用几个组合优化问题的示例来说明该方案。为了规避局部能量极小值的问题,我们在哈密顿中植入了一种机制,允许被困在局部极小值中的种群通过高阶跃迁隧穿出来,并通过数值模拟来支持这一想法。我们还讨论了它在制备量子多体基态中的应用,认为光谱间隙是决定冷却时间尺度的关键因素。
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引用次数: 0
Improving the reproducibility and accuracy of DIBH with a laser distance sensor self-monitoring system in left breast cancer patients 利用激光测距传感器自我监测系统提高左侧乳腺癌患者 DIBH 的重现性和准确性
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1007/s40042-024-01138-z
Dong Woon Kim, Hosang Jeon, Yongkan Ki, Ji Hyeon Joo, Wontaek Kim, Donghyen Kim, Jiho Nam, Dahl Park

When adjuvant radiation therapy (RT) is employed following breast-conserving surgery (BCS), it is imperative to exercise caution regarding the risk of radiation exposure to the heart in patients diagnosed with left-sided breast cancer. Deep-inspiration breath-hold (DIBH) is a technique that regulates the patient’s breathing and expands the chest wall to increase the distance between the treatment area and surrounding organs, thereby providing protection for the heart. The self-monitoring system with a laser distance sensor (LDS) is not attached to the patient’s body and allows for the monitoring of respiration, thereby ensuring the reproducibility of DIBH. The experiment was conducted on 11 clinical left-sided breast cancer patients per group with or without self-monitoring. When self-monitoring was not performed, patients demonstrated a tendency to breathe regardless of the DIBH baseline, and there was no evidence of any tendency to correct errors. The mean distance error between the first and second DIBH was 3.78 mm and 3.95 mm, respectively, with an overall tendency for the average distance error to increase. When self-monitoring was performed, there was a tendency to correct errors according to the DIBH baseline. The average distance error between the first DIBH and the second DIBH was 2.02 mm and 1.98 mm, respectively, which was relatively small. The self-monitoring system with LDS helps to maintain the DIBH throughout the treatment period, thereby ensuring that treatment effects are consistent with the prescribed treatment plan can be expected. Furthermore, LDS, which can measure absolute distance, enhances the accuracy of patient positioning for DIBH.

在保乳手术(BCS)后采用辅助放射治疗(RT)时,对于确诊为左侧乳腺癌的患者来说,必须谨慎对待辐射照射到心脏的风险。深吸气憋气(DIBH)是一种调节患者呼吸和扩张胸壁的技术,可增加治疗区域与周围器官之间的距离,从而为心脏提供保护。带有激光测距传感器(LDS)的自我监测系统不附着在病人身上,可以监测呼吸,从而确保 DIBH 的可重复性。实验以 11 名临床左侧乳腺癌患者为一组,分别进行了自我监测或不进行自我监测。不进行自我监测时,无论 DIBH 基线如何,患者都表现出呼吸倾向,没有证据表明患者有纠正错误的倾向。第一次和第二次 DIBH 之间的平均距离误差分别为 3.78 毫米和 3.95 毫米,平均距离误差总体呈上升趋势。在进行自我监测时,有根据 DIBH 基线纠正错误的趋势。第一个 DIBH 和第二个 DIBH 之间的平均距离误差分别为 2.02 毫米和 1.98 毫米,相对较小。带有 LDS 的自我监测系统有助于在整个治疗期间保持 DIBH,从而确保治疗效果与规定的治疗方案保持一致。此外,LDS 可以测量绝对距离,提高了 DIBH 患者定位的准确性。
{"title":"Improving the reproducibility and accuracy of DIBH with a laser distance sensor self-monitoring system in left breast cancer patients","authors":"Dong Woon Kim,&nbsp;Hosang Jeon,&nbsp;Yongkan Ki,&nbsp;Ji Hyeon Joo,&nbsp;Wontaek Kim,&nbsp;Donghyen Kim,&nbsp;Jiho Nam,&nbsp;Dahl Park","doi":"10.1007/s40042-024-01138-z","DOIUrl":"10.1007/s40042-024-01138-z","url":null,"abstract":"<div><p>When adjuvant radiation therapy (RT) is employed following breast-conserving surgery (BCS), it is imperative to exercise caution regarding the risk of radiation exposure to the heart in patients diagnosed with left-sided breast cancer. Deep-inspiration breath-hold (DIBH) is a technique that regulates the patient’s breathing and expands the chest wall to increase the distance between the treatment area and surrounding organs, thereby providing protection for the heart. The self-monitoring system with a laser distance sensor (LDS) is not attached to the patient’s body and allows for the monitoring of respiration, thereby ensuring the reproducibility of DIBH. The experiment was conducted on 11 clinical left-sided breast cancer patients per group with or without self-monitoring. When self-monitoring was not performed, patients demonstrated a tendency to breathe regardless of the DIBH baseline, and there was no evidence of any tendency to correct errors. The mean distance error between the first and second DIBH was 3.78 mm and 3.95 mm, respectively, with an overall tendency for the average distance error to increase. When self-monitoring was performed, there was a tendency to correct errors according to the DIBH baseline. The average distance error between the first DIBH and the second DIBH was 2.02 mm and 1.98 mm, respectively, which was relatively small. The self-monitoring system with LDS helps to maintain the DIBH throughout the treatment period, thereby ensuring that treatment effects are consistent with the prescribed treatment plan can be expected. Furthermore, LDS, which can measure absolute distance, enhances the accuracy of patient positioning for DIBH.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":"85 7","pages":"600 - 607"},"PeriodicalIF":0.8,"publicationDate":"2024-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141569952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Continuous-time worm quantum Monte Carlo study of a two-dimensional spin-one XXZ model 二维自旋一 XXZ 模型的连续时间蠕虫量子蒙特卡洛研究
IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-05 DOI: 10.1007/s40042-024-01136-1
Ji-Woo Lee

The spin models in condensed matter physics are important since the strong interaction between spins creates various quantum phases of interest. In this work, we explore the quantum critical region of a spin-one ((S=1)) quantum XXZ model in two dimensions. By adopting a worm algorithm proposed recently, we performed quantum Monte Carlo simulations in the parameter space of temperature (T) and the interaction strength of the z-directional spin component of nearest neighbor spins ((Delta )). The phase diagram is obtained by comparing the Monte Carlo data and analytic consideration of superfluid stiffness and compressibility. We find the critical temperatures between the XY phase and the parameter phase by measuring the superfluid stiffness as a function of temperature and the critical strength of antiferromagnetic interaction ((Delta _c)) by measuring the compressibility as a function of the strength of antiferromagnetic interaction. We compare the results with the case of (S=frac{1}{2}) in our previous stochastic series expansion quantum Monte Carlo study.

凝聚态物理中的自旋模型非常重要,因为自旋之间的强相互作用会产生各种令人感兴趣的量子相。在这项工作中,我们探索了二维自旋一((S=1))量子 XXZ 模型的量子临界区。通过采用最近提出的蠕虫算法,我们在温度(T)和近邻自旋的z方向自旋分量的相互作用强度((Delta ))的参数空间内进行了量子蒙特卡罗模拟。相图是通过比较蒙特卡洛数据和对超流体刚度和可压缩性的分析考虑而得到的。我们通过测量超流体刚度与温度的函数关系找到了XY相与参数相之间的临界温度,通过测量可压缩性与反铁磁相互作用强度的函数关系找到了反铁磁相互作用的临界强度((Δ _c))。我们将结果与之前随机序列扩展量子蒙特卡罗研究中的(S=frac{1}{2})情况进行了比较。
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引用次数: 0
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 0.8 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 0.8 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 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s40042-024-01082-y
Young Kyu 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
期刊
Journal of the Korean Physical Society
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