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Optimizing near-carbon-free nuclear energy systems: advances in reactor operation digital twin through hybrid machine learning algorithms for parameter identification and state estimation 优化近乎无碳的核能系统:通过混合机器学习算法进行参数识别和状态估计,推动反应堆运行数字孪生技术的发展
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-24 DOI: 10.1007/s41365-024-01494-2
Li-Zhan Hong, He-Lin Gong, Hong-Jun Ji, Jia-Liang Lu, Han Li, Qing Li

Accurate and efficient online parameter identification and state estimation are crucial for leveraging digital twin simulations to optimize the operation of near-carbon-free nuclear energy systems. In previous studies, we developed a reactor operation digital twin (RODT). However, non-differentiabilities and discontinuities arise when employing machine learning-based surrogate forward models, challenging traditional gradient-based inverse methods and their variants. This study investigated deterministic and metaheuristic algorithms and developed hybrid algorithms to address these issues. An efficient modular RODT software framework that incorporates these methods into its post-evaluation module is presented for comprehensive comparison. The methods were rigorously assessed based on convergence profiles, stability with respect to noise, and computational performance. The numerical results show that the hybrid KNNLHS algorithm excels in real-time online applications, balancing accuracy and efficiency with a prediction error rate of only 1% and processing times of less than 0.1 s. Contrastingly, algorithms such as FSA, DE, and ADE, although slightly slower (approximately 1 s), demonstrated higher accuracy with a 0.3% relative (L_2) error, which advances RODT methodologies to harness machine learning and system modeling for improved reactor monitoring, systematic diagnosis of off-normal events, and lifetime management strategies. The developed modular software and novel optimization methods presented offer pathways to realize the full potential of RODT for transforming energy engineering practices.

准确高效的在线参数识别和状态估计对于利用数字孪生模拟优化近无碳化核能系统的运行至关重要。在之前的研究中,我们开发了反应堆运行数字孪生(RODT)。然而,在采用基于机器学习的代理前向模型时,会出现非差异性和不连续性,这对传统的基于梯度的逆方法及其变体提出了挑战。本研究调查了确定性算法和元启发式算法,并开发了混合算法来解决这些问题。为进行全面比较,介绍了一个高效的模块化 RODT 软件框架,该框架将这些方法纳入其后评估模块。根据收敛情况、噪声稳定性和计算性能对这些方法进行了严格评估。数值结果表明,混合 KNNLHS 算法在实时在线应用中表现出色,兼顾了准确性和效率,预测错误率仅为 1%,处理时间小于 0.1 秒。相比之下,FSA、DE 和 ADE 等算法虽然速度稍慢(约 1 秒),但精度更高,相对误差仅为 0.3%,这推动了 RODT 方法的发展,使其能够利用机器学习和系统建模改进反应堆监测、非正常事件的系统诊断和寿命管理策略。所开发的模块化软件和新颖的优化方法为实现 RODT 在改变能源工程实践方面的全部潜力提供了途径。
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引用次数: 0
FPGA implementation of 500-MHz high-count-rate high-time-resolution real-time digital neutron-gamma discrimination for fast liquid detectors 用于快速液体探测器的 500-MHz 高计数率高时间分辨率实时数字中子伽马判别的 FPGA 实现
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-24 DOI: 10.1007/s41365-024-01441-1
Hui-Yin Shen, Jing-Long Zhang, Jie Zhang, Jian-Hang Zhou

Fast neutron flux measurements with high count rates and high time resolution have important applications in equipment such as tokamaks. In this study, real-time neutron and gamma discrimination was implemented on a self-developed 500-Msps, 12-bit digitizer, and the neutron and gamma spectra were calculated directly on an FPGA. A fast neutron flux measurement system with BC-501A and EJ-309 liquid scintillator detectors was developed and a fast neutron measurement experiment was successfully performed on the HL-2 M tokamak at the Southwestern Institute of Physics, China. The experimental results demonstrated that the system obtained the neutron and gamma spectra with a time accuracy of 1 ms. At count rates of up to 1 Mcps, the figure of merit was greater than 1.05 for energies between 50 keV and 2.8 MeV

具有高计数率和高时间分辨率的快速中子通量测量在托卡马克等设备中有着重要的应用。在这项研究中,实时中子和伽马分辨是在自主开发的 500-Msps 12 位数字转换器上实现的,中子和伽马光谱直接在 FPGA 上计算。利用 BC-501A 和 EJ-309 液体闪烁探测器开发了快中子通量测量系统,并在中国西南物理研究院的 HL-2 M 托卡马克上成功进行了快中子测量实验。实验结果表明,该系统获得中子和伽马能谱的时间精度为 1 毫秒。在计数率高达 1 Mcps 的情况下,能量在 50 keV 至 2.8 MeV 之间的优越性大于 1.05。
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引用次数: 0
Determining beam transverse absolute position by triangulation of multi-electrode signal phase differences 利用多电极信号相位差三角测量法确定光束横向绝对位置
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s41365-024-01498-y
Xing Yang, Hong-Shuang Wang, Yi-Mei Zhou, Yong-Bin Leng

Accurate measurement of the transverse position of a beam is crucial in particle accelerators because it plays a key role in determining the beam parameters. Existing methods for beam-position measurement rely on the detection of image currents induced on electrodes or narrow-band wake field induced by a beam passing through a cavity-type structure. However, these methods have limitations. The indirect measurement of multiple parameters is computationally complex, requiring external calibration to determine the system parameters in advance. Furthermore, the utilization of the beam signal information is incomplete. Hence, this study proposes a novel method for measuring the absolute electron beam transverse position. By utilizing the geometric relationship between the center position of the measured electron beam and multiple detection electrodes and by analyzing the differences in the arrival times of the beam signals detected by these electrodes, the absolute transverse position of the electron beam crossing the electrode plane can be calculated. This method features absolute position measurement, a position sensitivity coefficient independent of vacuum chamber apertures, and no requirement for a symmetrical detector electrode layout. The feasibility of this method is validated through numerical simulations and beam experiments.

精确测量光束的横向位置在粒子加速器中至关重要,因为它对确定光束参数起着关键作用。现有的光束位置测量方法依赖于检测电极上感应的图像电流或光束通过空腔型结构时感应的窄带唤醒场。然而,这些方法都有局限性。对多个参数的间接测量计算复杂,需要外部校准来提前确定系统参数。此外,对光束信号信息的利用也不完整。因此,本研究提出了一种测量电子束绝对横向位置的新方法。通过利用被测电子束中心位置与多个检测电极之间的几何关系,并分析这些电极检测到的电子束信号到达时间的差异,可以计算出电子束穿过电极平面的绝对横向位置。这种方法具有绝对位置测量、位置灵敏度系数与真空室孔径无关以及无需对称探测器电极布局等特点。数值模拟和光束实验验证了这种方法的可行性。
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引用次数: 0
Design and construction of charged-particle telescope array for study of exotic nuclear clustering structure 设计和建造用于研究奇异核团聚结构的带电粒子望远镜阵列
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-23 DOI: 10.1007/s41365-024-01503-4
Zheng-Li Liao, Xi-Guang Cao, Yu-Xuan Yang, Chang-Bo Fu, Xian-Gai Deng

The exploration of exotic shapes and properties of atomic nuclei, e.g., (alpha) cluster and toroidal shape, is a fascinating field in nuclear physics. To study the decay of these nuclei, a novel detector aimed at detecting multiple (alpha)-particle events was designed and constructed. The detector comprises two layers of double-sided silicon strip detectors (DSSD) and a cesium iodide scintillator array coupled with silicon photomultipliers array as light sensors, which has the advantages of their small size, fast response, and large dynamic range. DSSDs coupled with cesium iodide crystal arrays are used to distinguish multiple (alpha) hits. The detector array has a compact and integrated design that can be adapted to different experimental conditions. The detector array was simulated using Geant4, and the excitation energy spectra of some (alpha)-clustering nuclei were reconstructed to demonstrate the performance. The simulation results show that the detector array has excellent angular and energy resolutions, enabling effective reconstruction of the nuclear excited state by multiple (alpha) particle events. This detector offers a new and powerful tool for nuclear physics experiments and has the potential to discover interesting physical phenomena related to exotic nuclear structures and their decay mechanisms.

探索原子核的奇异形状和特性,如(α)簇和环状形状,是核物理中一个引人入胜的领域。为了研究这些原子核的衰变,我们设计并建造了一个旨在探测多个(α)粒子事件的新型探测器。该探测器由两层双面硅带探测器(DSSD)和碘化铯闪烁体阵列组成,并以硅光电倍增管阵列作为光传感器,具有体积小、响应快、动态范围大等优点。与碘化铯晶体阵列耦合的 DSSD 可用于分辨多个 (α)命中。该探测器阵列设计紧凑、集成度高,可适应不同的实验条件。使用 Geant4 对探测器阵列进行了模拟,并重建了一些 (α)-clustering 核的激发能谱,以证明其性能。模拟结果表明,该探测器阵列具有出色的角度和能量分辨率,能够通过多个(α)粒子事件有效地重建核激发态。该探测器为核物理实验提供了一个新的强大工具,并有可能发现与奇异核结构及其衰变机制有关的有趣物理现象。
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引用次数: 0
Spatial- and spin-resolution ARPES and magnetism beamline at SSRF 位于 SSRF 的空间和自旋分辨率 ARPES 和磁性光束线
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-21 DOI: 10.1007/s41365-024-01484-4
Fang-Yuan Zhu, Jie-Feng Cao, Xiang-Yu Meng, Jun-Qin Li, Rui Yu, Ya-Mei Wang, Shan Qiao, Bo Zhao, Ming-Zhu Zhang, Zhong-Kai Liu, Mei-Xiao Wang, Yong Wang, Ren-Zhong Tai

The BL07U beamline is a new extreme ultraviolet and soft X-ray beamline housed in the Shanghai Synchrotron Radiation Facility. Beamlines are used in nano-resolved angle-resolved photoemission spectroscopy (nano-ARPES), spin-resolved angle-resolved photoemission spectroscopy (spin-ARPES), X-ray magnetic circular dichroism spectroscopy, and X-ray magnetic linear dichroism spectroscopy for certain scientific research. The BL07U beamline, which is based on a pair of elliptical polarized undulators and a variable-included-angle plane-grating monochromator, delivers circularly or linear polarized X-rays within the energy range of 50–2000 eV. The beamline features two branches: One dedicated to nano-ARPES, which has a minimum spot size of only ~ 200 nm, and another branch comprising spin-ARPES, a vector magnetic field, and superconductive magnetic end-station.

BL07U光束线是位于上海同步辐射设施内的一条新的极紫外和软X射线光束线。该光束线主要用于纳米分辨角分辨光发射光谱(nano-ARPES)、自旋分辨角分辨光发射光谱(spin-ARPES)、X射线磁性圆二色光谱和X射线磁性线二色光谱等科学研究。BL07U 光束线以一对椭圆偏振起偏器和一个可变内含角平面光栅单色仪为基础,提供能量范围在 50-2000 eV 之间的圆偏振或线性偏振 X 射线。该光束线有两个分支:一个分支专门用于最小光斑尺寸仅为 ~ 200 nm 的纳米ARPES,另一个分支包括自旋 ARPES、矢量磁场和超导磁性端站。
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引用次数: 0
Construction and performance test of charged particle detector array for MATE 为 MATE 建造带电粒子探测器阵列并进行性能测试
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-21 DOI: 10.1007/s41365-024-01500-7
Xiao-Bin Li, Long-Hui Ru, Zhi-Chao Zhang, Bing-Feng Lv, Ning-Tao Zhang, Jin-Long Zhang, Chen-Gui Lu, Bing-Shui Gao, Jun-Bing Ma, Fu-Shuai Shi, Satoru Terashima, Xiao-Dong Xu, Zhen Bai, Shi-Wei Xu, Yan-Yun Yang, Hooi-Jin Ong, Xiao-Dong Tang

A charged particle array named MATE-PA, which serves as an auxiliary detector system for a Multi-purpose Active-target Time projection chamber used in nuclear astrophysical and exotic beam Experiments (MATE), was constructed. The array comprised of 20 single-sided strip-silicon detectors covering approximately 10% of the solid angle. The detectors facilitated the detection of reaction-induced charged particles that penetrate the active volume of the MATE. The performance of MATE-PA has been experimentally studied using an alpha source and a 36-MeV (^{14})N beam injected into the MATE chamber on the radioactive ion beam line in Lanzhou (RIBLL). The chamber was filled with a gas mixture of 95(%) (^4)He and 5(%) CO(_2) at a pressure of 500 mbar. The results indicated good separation of light-charged particles using the forward double-layer silicon detectors of MATE-PA. The energy resolution of the Si detectors was deduced to be approximately 1(%) ((sigma)) for an energy loss of approximately 10 MeV caused by the (alpha) particles. The inclusion of MATE-PA improves particle identification and increases the dynamic range of the kinetic energy of charged particles, particularly that of the (alpha) particles, up to approximately 15 MeV.

我们建造了一个名为 MATE-PA 的带电粒子阵列,作为核天体物理和奇异光束实验(MATE)中使用的多用途主动目标时间投影室的辅助探测器系统。该阵列由 20 个单面条状硅探测器组成,覆盖约 10%的实角。这些探测器有助于探测穿透 MATE 有效容积的反应诱导带电粒子。在兰州放射性离子束线(RIBLL)上,使用α源和注入MATE腔体的36-MeV (^{14})N束对MATE-PA的性能进行了实验研究。腔体内充满了95()(^4)He和5()CO(_2)的混合气体,压力为500毫巴。结果表明,使用 MATE-PA 的前向双层硅探测器可以很好地分离带光粒子。硅探测器的能量分辨率约为1(%)((sigma)),由α粒子造成的能量损失约为10MeV。MATE-PA的加入提高了粒子的识别能力,增加了带电粒子动能的动态范围,特别是(α)粒子的动能,最高可达约15MeV。
{"title":"Construction and performance test of charged particle detector array for MATE","authors":"Xiao-Bin Li, Long-Hui Ru, Zhi-Chao Zhang, Bing-Feng Lv, Ning-Tao Zhang, Jin-Long Zhang, Chen-Gui Lu, Bing-Shui Gao, Jun-Bing Ma, Fu-Shuai Shi, Satoru Terashima, Xiao-Dong Xu, Zhen Bai, Shi-Wei Xu, Yan-Yun Yang, Hooi-Jin Ong, Xiao-Dong Tang","doi":"10.1007/s41365-024-01500-7","DOIUrl":"https://doi.org/10.1007/s41365-024-01500-7","url":null,"abstract":"<p>A charged particle array named MATE-PA, which serves as an auxiliary detector system for a Multi-purpose Active-target Time projection chamber used in nuclear astrophysical and exotic beam Experiments (MATE), was constructed. The array comprised of 20 single-sided strip-silicon detectors covering approximately 10% of the solid angle. The detectors facilitated the detection of reaction-induced charged particles that penetrate the active volume of the MATE. The performance of MATE-PA has been experimentally studied using an alpha source and a 36-MeV <span>(^{14})</span>N beam injected into the MATE chamber on the radioactive ion beam line in Lanzhou (RIBLL). The chamber was filled with a gas mixture of 95<span>(%)</span> <span>(^4)</span>He and 5<span>(%)</span> CO<span>(_2)</span> at a pressure of 500 mbar. The results indicated good separation of light-charged particles using the forward double-layer silicon detectors of MATE-PA. The energy resolution of the Si detectors was deduced to be approximately 1<span>(%)</span> (<span>(sigma)</span>) for an energy loss of approximately 10 MeV caused by the <span>(alpha)</span> particles. The inclusion of MATE-PA improves particle identification and increases the dynamic range of the kinetic energy of charged particles, particularly that of the <span>(alpha)</span> particles, up to approximately 15 MeV.</p>","PeriodicalId":19177,"journal":{"name":"Nuclear Science and Techniques","volume":"30 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141739768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Effects of interstitial cluster mobility on dislocation loops evolution under irradiation of austenitic steel 间隙簇迁移率对奥氏体钢辐照下位错环演变的影响
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-21 DOI: 10.1007/s41365-024-01493-3
Xin-Hua Yan, Lu Sun, Du Zhou, Teng Xie, Chang Peng, Ye-Xin Yang, Li Chen, Zhen-Feng Tong

The evolution of dislocation loops in austenitic steels irradiated with Fe(^+) is investigated using cluster dynamics (CD) simulations by developing a CD model. The CD predictions are compared with experimental results in the literature. The number density and average diameter of the dislocation loops obtained from the CD simulations are in good agreement with the experimental data obtained from transmission electron microscopy (TEM) observations of Fe(^+)-irradiated Solution Annealed 304, Cold Worked 316, and HR3 austenitic steels in the literature. The CD simulation results demonstrate that the diffusion of in-cascade interstitial clusters plays a major role in the dislocation loop density and dislocation loop growth; in particular, for the HR3 austenitic steel, the CD model has verified the effect of temperature on the density and size of the dislocation loops.

通过建立一个 CD 模型,使用团簇动力学(CD)模拟研究了奥氏体钢中用 Fe(^+) 辐照后位错环的演变。CD预测结果与文献中的实验结果进行了比较。CD 模拟得到的位错环的数量密度和平均直径与文献中通过透射电子显微镜(TEM)观察铁(^+)辐照固溶退火 304、冷作 316 和 HR3 奥氏体钢得到的实验数据非常吻合。CD 模拟结果表明,级联间隙团簇的扩散在位错环密度和位错环增长中起着重要作用;特别是对于 HR3 奥氏体钢,CD 模型验证了温度对位错环密度和尺寸的影响。
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引用次数: 0
Nucleosynthesis in the little bang 小爆炸中的核合成
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-19 DOI: 10.1007/s41365-024-01477-3
Marcus Bleicher
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引用次数: 0
Simulation and reconstruction of particle trajectories in the CEPC drift chamber 模拟和重建 CEPC 漂浮舱中的粒子轨迹
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-19 DOI: 10.1007/s41365-024-01497-z
Meng-Yao Liu, Wei-Dong Li, Xing-Tao Huang, Yao Zhang, Tao Lin, Ye Yuan

The circular electron-positron collider (CEPC) is designed to precisely measure the properties of the Higgs boson, study electroweak interactions at the Z-boson peak, and search for new physics beyond the Standard Model. As a component of the (4^{text {th}}) conceptual CEPC detector, the drift chamber facilitates the measurement of charged particles. This study implemented a Geant4-based simulation and track reconstruction for the drift chamber. For the simulation, detector construction and response were implemented and added to the CEPC simulation chain. The development of track reconstruction involves track finding using the combinatorial Kalman filter method and track fitting using the tool of GenFit. Using the simulated data, the tracking performance was studied. The results showed that both the reconstruction resolution and tracking efficiency satisfied the requirements of the CEPC experiment.

环形电子-正电子对撞机(CEPC)旨在精确测量希格斯玻色子的特性,研究Z-玻色子峰值的电弱相互作用,并寻找标准模型之外的新物理。作为(4^{text {th}} )概念CEPC探测器的一个组成部分,漂移室有助于测量带电粒子。这项研究对漂移室进行了基于 Geant4 的模拟和轨迹重建。在模拟中,实现了探测器的构造和响应,并将其添加到 CEPC 模拟链中。轨迹重建的开发包括使用组合卡尔曼滤波法寻找轨迹和使用 GenFit 工具进行轨迹拟合。利用模拟数据对跟踪性能进行了研究。结果表明,重建分辨率和跟踪效率均满足 CEPC 实验的要求。
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引用次数: 0
Systematic study of the synthesis of heavy and superheavy nuclei in 48Ca-induced fusion-evaporation reactions 对 48Ca 引发的聚变-蒸发反应中重核和超重核合成的系统研究
IF 2.8 1区 物理与天体物理 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2024-07-13 DOI: 10.1007/s41365-024-01483-5
Shi-Hao Zhu, Tian-Liang Zhao, Xiao-Jun Bao

We systematically studied the evaporation residue cross sections of (^{48}hbox {Ca})-induced reactions on lanthanide and actinide target nuclei under the Dinuclear System (DNS) model framework to check the reliability and applicability of the model. To produce new proton-rich Fl and Lv isotopes through hot fusion reactions in the superheavy element region with (Zge 104), we utilized the reactions (^{48}hbox {Ca}+^{236,238,239}hbox {Pu}) and (^{48}hbox {Ca}+^{242,243,244,250}hbox {Cm}). However, owing to the detection limit of available equipment (0.1 pb), only (^{283}hbox {Fl}) and (^{287-289}hbox {Lv}), which have the maximum evaporation residue cross section values of 0.149, 0.130, 9.522, and 0.309 pb, respectively, can be produced. Furthermore, to produce neutron-deficient isotopes of actinides near the proton drip line with (Z=93-100), we attempted to generate the new isotopes ((^{224-227}hbox {Pu}), (^{228-232,237}hbox {Cm})) using the reactions (^{48}hbox {Ca}+^{180, 182, 183}hbox {W}) and (^{48}hbox {Ca}+^{184, 186, 187, 192}hbox {Os}). The maximum evaporation residue cross section values are 0.07, 0.06, 0.26, and 0.30 nb for the former set of reactions, and 1.96 pb, 5.73 pb, 12.16 pb, 19.39 pb, 54.79 pb, and 6.45 nb for the latter, respectively. These results are expected to provide new information for the future synthesis of unknown neutron-deficient isotopes.

我们在二核系统(Dinuclear System,DNS)模型框架下系统地研究了镧系和锕系靶核上(^{48}hbox {Ca})诱导反应的蒸发残余截面,以检验模型的可靠性和适用性。为了在超重元素区通过与(Zge 104) 的热核聚变反应产生新的富质子Fl和Lv同位素,我们利用了(^{48}hbox {Ca}+^{236,238,239}hbox {Pu}) 和(^{48}hbox {Ca}+^{242,243,244,250}hbox {Cm})反应。然而,由于现有设备的探测极限(0.1 pb),只能生产出最大蒸发残余截面值分别为 0.149、0.130、9.522 和 0.309 pb 的 (^{283}/hbox {Fl})和 (^{287-289}/hbox {Lv})。此外,为了在质子滴落线附近产生中子缺乏的锕系元素同位素(Z=93-100),我们尝试产生了新的同位素((^{224-227}hbox {Pu})、和(^{48}/hbox {Ca}+^{180, 182, 183}hbox {W})反应生成新的同位素(^{228-232,237}/hbox {Cm})。前一组反应的最大蒸发残余截面值分别为 0.07、0.06、0.26 和 0.30 nb,后一组反应的最大蒸发残余截面值分别为 1.96 pb、5.73 pb、12.16 pb、19.39 pb、54.79 pb 和 6.45 nb。这些结果有望为今后合成未知的缺中子同位素提供新的信息。
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引用次数: 0
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Nuclear Science and Techniques
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