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Reliable calculations of nuclear binding energies by the Gaussian process of machine learning
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作者 Zi-Yi Yuan Dong Bai +1 位作者 Zhen Wang Zhong-Zhou Ren 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第6期130-144,共15页
Reliable calculations of nuclear binding energies are crucial for advancing the research of nuclear physics. Machine learning provides an innovative approach to exploring complex physical problems. In this study, the ... Reliable calculations of nuclear binding energies are crucial for advancing the research of nuclear physics. Machine learning provides an innovative approach to exploring complex physical problems. In this study, the nuclear binding energies are modeled directly using a machine-learning method called the Gaussian process. First, the binding energies for 2238 nuclei with Z > 20 and N > 20 are calculated using the Gaussian process in a physically motivated feature space, yielding an average deviation of 0.046 MeV and a standard deviation of 0.066 MeV. The results show the good learning ability of the Gaussian process in the studies of binding energies. Then, the predictive power of the Gaussian process is studied by calculating the binding energies for 108 nuclei newly included in AME2020. The theoretical results are in good agreement with the experimental data, reflecting the good predictive power of the Gaussian process. Moreover, the α-decay energies for 1169 nuclei with 50 ≤ Z ≤ 110 are derived from the theoretical binding energies calculated using the Gaussian process. The average deviation and the standard deviation are, respectively, 0.047 MeV and 0.070 MeV. Noticeably, the calculated α-decay energies for the two new isotopes ^ (204 )Ac(Huang et al. Phys Lett B 834, 137484(2022)) and ^ (207) Th(Yang et al. Phys Rev C 105, L051302(2022)) agree well with the latest experimental data. These results demonstrate that the Gaussian process is reliable for the calculations of nuclear binding energies. Finally, the α-decay properties of some unknown actinide nuclei are predicted using the Gaussian process. The predicted results can be useful guides for future research on binding energies and α-decay properties. 展开更多
关键词 nuclear binding energies DECAY Machine learning Gaussian process
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Comparison of Risk Assessment for a Nuclear Power Plant Construction Project Based on Analytic Hierarchy Process and Fuzzy Analytic Hierarchy Process 被引量:6
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作者 Dae-Woong Shin Yoonseok Shin Gwang-Hee Kim 《Journal of Building Construction and Planning Research》 2016年第3期157-171,共15页
Recently, plant construction throughout the world, including nuclear power plant construction, has grown significantly. The scale of Korea’s nuclear power plant construction in particular, has increased gradually sin... Recently, plant construction throughout the world, including nuclear power plant construction, has grown significantly. The scale of Korea’s nuclear power plant construction in particular, has increased gradually since it won a contract for a nuclear power plant construction project in the United Arab Emirates in 2009. However, time and monetary resources have been lost in some nuclear power plant construction sites due to lack of risk management ability. The need to prevent losses at nuclear power plant construction sites has become more urgent because it demands professional skills and large-scale resources. Therefore, in this study, the Analytic Hierarchy Process (AHP) and Fuzzy Analytic Hierarchy Process (FAHP) were applied in order to make comparisons between decision-making methods, to assess the potential risks at nuclear power plant construction sites. To suggest the appropriate choice between two decision-making methods, a survey was carried out. From the results, the importance and the priority of 24 risk factors, classified by process, cost, safety, and quality, were analyzed. The FAHP was identified as a suitable method for risk assessment of nuclear power plant construction, compared with risk assessment using the AHP. These risk factors will be able to serve as baseline data for risk management in nuclear power plant construction projects. 展开更多
关键词 COMPONENT Analytic Hierarchy process (AHP) Fuzzy Analytic Hierarchy process (FAHP) nuclear Power Plant Reactor Containment Building (RCB) Risk Assessment
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An acquisition system of digital nuclear signal processing for the algorithm development 被引量:3
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作者 WANG Peng ZHANG Ruanyu +4 位作者 YAN Yangyang HAO Dejian HUANG Ning WU Qingxing AN Zhu 《Nuclear Science and Techniques》 SCIE CAS CSCD 2013年第6期115-121,共7页
A principle and method of constructing the digital acquisition system is presented in this work,which is convenient for the study on the theories and algorithms of digital nuclear signal processing.The hardware system... A principle and method of constructing the digital acquisition system is presented in this work,which is convenient for the study on the theories and algorithms of digital nuclear signal processing.The hardware system of the digital acquisition system consists of front-end controller,waveform digitizer and PC workstation,on which the software system has been developed based on Visual C++under Windows environment.The alterable-frequency sampling(AFS)algorithm and the alterable-frequency trapezoidal filter(AFTF)algorithm have also been studied in the real-time environment,along with a digital nuclear spectrum acquisition system being set up based on the new algorithms and theγ-ray spectra of 241Am being shown.A useful experimental platform could be provided by this work for the successive work such as the development of global digitized nuclear measurement system and the study of digital nuclear signal processing. 展开更多
关键词 数字信号处理 数字采集系统 研究开发 算法 WINDOWS环境 波形数字转换器 可变频率 前端控制器
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rp Drell-Yan Process in Color Dipole Model
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作者 ZHAO Hong-Ming DUAN Chun-Gui 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第7期68-70,共3页
We study pion-proton Orp) Drell-Yan (DY) dilepton production in the target rest frame with color dipole model. The prediction for πp DY cross section at the energies of RHIC and LHC is presented, and it can be compar... We study pion-proton Orp) Drell-Yan (DY) dilepton production in the target rest frame with color dipole model. The prediction for πp DY cross section at the energies of RHIC and LHC is presented, and it can be compared with the data directly, because it does not need K factor. At the same time, the transverse momentum distribution is shown in quantities, which is not available from the standard parton model. The experimental studies of the process could test the color model for DY dilepton production. 展开更多
关键词 COLOR DIPOLE model drell-yan process CROSS SECTION
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Non-perturbative QCD Effect on K-Factor of Drell-Yan Process
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作者 HOU Zhao-Yu ZHI Hai-Su CHEN Jun-Xiao 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第3期517-520,共4页
By using a non-perturbative quark propagator with the lowest-dimensional condensate contributions from the QCD vacuum, the non-perturbative egect to K-factor of the Drell-Yan process is numerically investigated for 6^... By using a non-perturbative quark propagator with the lowest-dimensional condensate contributions from the QCD vacuum, the non-perturbative egect to K-factor of the Drell-Yan process is numerically investigated for 6^12C- 6^12C collision at the center-of-mass energy √s- 200 GeV, 630 GeV respectively. Calculated results show that the non-perturbative QCD effect has just a weak influence on K-factor in the two cases. 展开更多
关键词 K-FACTOR drell-yan process non-perturbative QCD
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Volumetric lattice Boltzmann method for pore-scale mass diffusionadvection process in geopolymer porous structures 被引量:1
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作者 Xiaoyu Zhang Zirui Mao +6 位作者 Floyd W.Hilty Yulan Li Agnes Grandjean Robert Montgomery Hans-Conrad zur Loye Huidan Yu Shenyang Hu 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第6期2126-2136,共11页
Porous materials present significant advantages for absorbing radioactive isotopes in nuclear waste streams.To improve absorption efficiency in nuclear waste treatment,a thorough understanding of the diffusion-advecti... Porous materials present significant advantages for absorbing radioactive isotopes in nuclear waste streams.To improve absorption efficiency in nuclear waste treatment,a thorough understanding of the diffusion-advection process within porous structures is essential for material design.In this study,we present advancements in the volumetric lattice Boltzmann method(VLBM)for modeling and simulating pore-scale diffusion-advection of radioactive isotopes within geopolymer porous structures.These structures are created using the phase field method(PFM)to precisely control pore architectures.In our VLBM approach,we introduce a concentration field of an isotope seamlessly coupled with the velocity field and solve it by the time evolution of its particle population function.To address the computational intensity inherent in the coupled lattice Boltzmann equations for velocity and concentration fields,we implement graphics processing unit(GPU)parallelization.Validation of the developed model involves examining the flow and diffusion fields in porous structures.Remarkably,good agreement is observed for both the velocity field from VLBM and multiphysics object-oriented simulation environment(MOOSE),and the concentration field from VLBM and the finite difference method(FDM).Furthermore,we investigate the effects of background flow,species diffusivity,and porosity on the diffusion-advection behavior by varying the background flow velocity,diffusion coefficient,and pore volume fraction,respectively.Notably,all three parameters exert an influence on the diffusion-advection process.Increased background flow and diffusivity markedly accelerate the process due to increased advection intensity and enhanced diffusion capability,respectively.Conversely,increasing the porosity has a less significant effect,causing a slight slowdown of the diffusion-advection process due to the expanded pore volume.This comprehensive parametric study provides valuable insights into the kinetics of isotope uptake in porous structures,facilitating the development of porous materials for nuclear waste treatment applications. 展开更多
关键词 Volumetric lattice Boltzmann method(VLBM) Phase field method(PFM) Pore-scale diffusion-advection nuclear waste treatment Porous media flow Graphics processing unit(GPU) parallelization
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核Drell-Yan过程与EMC效应 被引量:1
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作者 沈洪清 朱亚波 +2 位作者 杨建军 沈建平 厉光烈 《南京师大学报(自然科学版)》 CAS CSCD 1991年第4期41-47,共7页
综述解释了EMC效应的各种理论模型,并用核Drell-Yan过程进行检验,结果发现X-重新标度模型优于其他模型。
关键词 EMC效应 核D-Y过程 轻子 散射截面
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核Drell-Yan过程与部分子分布的不均匀性
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作者 刘植凤 段春贵 +1 位作者 苗文丹 谢革英 《河北师范大学学报(自然科学版)》 CAS 北大核心 2007年第1期50-55,共6页
通过p A碰撞的核Drell Yan过程研究了核遮蔽效应及其空间相关性.对末态轻子对的观测反映了相互作用点的情况.计算了能量为800 GeV的质子打击Ca,W,Au核的Drell Yan过程与p p碰撞Drell Yan过程的微分截面比.研究发现,在考虑部分子分布的... 通过p A碰撞的核Drell Yan过程研究了核遮蔽效应及其空间相关性.对末态轻子对的观测反映了相互作用点的情况.计算了能量为800 GeV的质子打击Ca,W,Au核的Drell Yan过程与p p碰撞Drell Yan过程的微分截面比.研究发现,在考虑部分子分布的空间依赖性后,核Drell Yan的截面会有显著变化.计算结果与未来精确测量p A碰撞核Drell Yan过程的实验数据比较,能够定量地验证部分子分布函数的空间依赖性. 展开更多
关键词 核遮蔽效应因子 drell-yan过程 部分子分布的空间依赖性
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核Drell-Yan比值与入射强子的能量转移
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作者 朱亚波 周荣生 《江苏师范大学学报(自然科学版)》 CAS 1999年第4期23-26,共4页
一般的EMC 模型都高估了核DrellYan 比值,部分子演化模型也存在此问题.针对这种情况,考虑到核DrellYan 过程中入射强子的能量转移,并结合部分子演化模型,重新预见核DrellYan 比值,效果明显改变.
关键词 EMC效应 核DrellYan过程 部分子演化模型 能量转移
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核Drell-Yan过程和混合重标度模型
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作者 林仲金 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 1997年第2期206-208,共3页
利用混合重标度模型计算铁核与氘核的Drel-Yan截面比随xF的变化。
关键词 混合重标度模型 D-Y过程 原子核 铁核
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混合重标度模型中的核Drell-Yan过程
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作者 林仲金 《自然杂志》 1997年第3期185-185,共1页
我们曾经建议的一个混合重标度模型,能够较好地解释EMC效应的主要特征。对于束缚核子中的价夸克动量分布采用Q^2-重标度机制,而对于海夸克与胶子的动量分布,则使用x-重标度方案。这一点,与Q^2-重标度或双重x-重标度模型均不同,因... 我们曾经建议的一个混合重标度模型,能够较好地解释EMC效应的主要特征。对于束缚核子中的价夸克动量分布采用Q^2-重标度机制,而对于海夸克与胶子的动量分布,则使用x-重标度方案。这一点,与Q^2-重标度或双重x-重标度模型均不同,因为它们对束缚核子中的部分子(价夸克、海夸克和胶子)采用同标度机制,或是x-重标度,或是Q^2-重标度。 展开更多
关键词 标度 模型 EMC 混合 使用 方案 核子 胶子 夸克 解释
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Drell-Yan过程中的核遮蔽效应及其空间相关性
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作者 刘植凤 《石家庄学院学报》 2006年第6期26-31,共6页
通过p-A碰撞的核Drell-Yan过程研究了核遮蔽效应及其空间相关性.为获得核内部分子分布的空间位置,简单介绍了用实验可测值横动能来推算空间量碰撞参数的方法.利用文献中给出的空间依赖的核遮蔽因子,计算了能量为800 GeV的质子打击Au核的... 通过p-A碰撞的核Drell-Yan过程研究了核遮蔽效应及其空间相关性.为获得核内部分子分布的空间位置,简单介绍了用实验可测值横动能来推算空间量碰撞参数的方法.利用文献中给出的空间依赖的核遮蔽因子,计算了能量为800 GeV的质子打击Au核的Drell-Yan过程与p-p碰撞Drell-Yan过程的微分截面比,发现在考虑部分子分布的空间依赖性后,核Drell-Yan的截面会有显著变化.计算结果与未来精确测量的实验数据比较,能定量验证部分子分布函数的空间依赖性. 展开更多
关键词 核遮蔽效应因子 核Drell—Yan过程 碰撞参数 部分子分布的空间依赖性
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核遮蔽效应对Drell-Yan过程K因子的影响
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作者 郑乔 《河北省科学院学报》 CAS 2002年第1期9-14,共6页
在Drell-Yan过程αs 修正的基础上 ,引入遮蔽因子分别计算了不同能量下 p -A、A -A碰撞的K因子 ,把考虑遮蔽因子的量和没有计入遮蔽因子的量做了对比。结果表明 ,加入遮蔽因子后在小x段K值明显抬高 。
关键词 核遮蔽效应 drell-yan过程 K因子 QCD修正 原子核
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EMC效应和核Drell-Yan过程
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作者 崔树稳 《沧州师专学报》 2003年第1期39-41,共3页
综述了EMC效应和核Drell-Yan过程,以及解释它们的理论模型。
关键词 EMC效应 drell-yan过程 理论模型 中子 质子 结构函数 非弹性散射实验 原子核反应
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核Drell-Yan过程中夸克的能量损失
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作者 宋丽华 张印杰 莫文玲 《河北大学学报(自然科学版)》 CAS 北大核心 2009年第1期32-35,共4页
借助2种典型的处理夸克能量损失的方法,利用拟合深度非弹性散射实验数据得到的束缚核子中的部分子分布函数,分别计算了核Drell-Yan过程中的微分截面比随运动学变量x1的变化,并与费米实验室E866组的实验结果进行比较.比较结果一方面验证... 借助2种典型的处理夸克能量损失的方法,利用拟合深度非弹性散射实验数据得到的束缚核子中的部分子分布函数,分别计算了核Drell-Yan过程中的微分截面比随运动学变量x1的变化,并与费米实验室E866组的实验结果进行比较.比较结果一方面验证了核Drell-Yan过程中能量损失效应的存在,另一方面也说明了不同的处理夸克能量损失的方法对计算结果的影响. 展开更多
关键词 能量损失效应 核Drell—Yan过程 GLAUBER模型
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Analysis of Nuclear Track Parameters of CN-85 Detector Irradiated to Thermal Neutrons by Using MATLAB Program 被引量:1
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作者 Hussain A. Al-Jobouri Mustafa Y. Rajab Laith A. Najam 《Detection》 2015年第4期29-36,共8页
CN-85 detector which covered with boric acid H3Bo3 pellete has been irradiated by thermal neutrons from (241Am-9Be) source with activity 12 Ci and neutron flux 105 n. cm-2. s-1. The irradiation times-TD for detector w... CN-85 detector which covered with boric acid H3Bo3 pellete has been irradiated by thermal neutrons from (241Am-9Be) source with activity 12 Ci and neutron flux 105 n. cm-2. s-1. The irradiation times-TD for detector were 4 h, 8 h, 16 h and 24 h. The track detector has been etched with sodium hydroxide. After chemical etching of the irradiated CN-85 detector, the images have been taken from a digital camera connected to the optical microscope. Image processing for the output images has been performed using MATALB program, and these images were analyzed and we had found the following relations: a) The relation between summation of opened track or surface density for tracks (intensity-IT) varies with radius of opening (track radius-RT). b) The relation between the tracks number-NT varies with the tracks diameter-DT (in micrometer) and tracks area-AT. That analysis of image processing was obtained, and the track intensity-IT was decreased with increase of track radius-RT at all of the irradiation time-TD. And the track intensity-IT was increased with increasing irradiation time-TD (h) for different track radius-RT (0.4225, 0.845, 1.2675 and 1.69 μm). The study indicates the possibility of using the analysis of image processing to CN-85 detector for classification of α-particle emitters through limitation of radius of track-RT, in addition to the contribution of these techniques in preparation of nano-filters and nono-membrane in nanotechnology fields. 展开更多
关键词 nuclear TRACK Detectors Thermal NEUTRON MATLAB PROGRAM Image processing
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高能碰撞轻子对产生的核Drell-Yan过程中的能量损失
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作者 宋丽华 莫文玲 《河北理工学院学报》 2005年第4期103-107,共5页
核物质中的能量损失效应是不同于束缚核子部分子分布函数核效应的另外一种核效应,而核Drell-Yan过程是研究这种能量损失效应的最佳途径。用G.T.Garvey和T.C.Peng提出的处理能量损失的方法,采用EKS和HKM两套不同的束缚核子的部分子分布函... 核物质中的能量损失效应是不同于束缚核子部分子分布函数核效应的另外一种核效应,而核Drell-Yan过程是研究这种能量损失效应的最佳途径。用G.T.Garvey和T.C.Peng提出的处理能量损失的方法,采用EKS和HKM两套不同的束缚核子的部分子分布函数,分别计算了核Drell-Yan过程中的微分截面比,所得结果一方面验证了p-A碰撞中能量损失的存在,另一方面也说明了用来确定束缚核子部分子分布函数的参数中不应包括核Drell-Yan过程中的实验数据。 展开更多
关键词 能量损失效应 核Drell—Yan过程 部分子分布函数
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Research progress on preparation technology of oxide dispersion strengthened steel for nuclear energy 被引量:2
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作者 Jianqiang Wang Sheng Liu +3 位作者 Bin Xu Jianyang Zhang Mingyue Sun Dianzhong Li 《International Journal of Extreme Manufacturing》 EI 2021年第3期2-15,共14页
Nuclear energy is a low-carbon,safe,efficient,and sustainable clean energy.The new generation of nuclear energy systems operate in harsher environments under higher working temperatures and irradiation doses,while tra... Nuclear energy is a low-carbon,safe,efficient,and sustainable clean energy.The new generation of nuclear energy systems operate in harsher environments under higher working temperatures and irradiation doses,while traditional nuclear power materials cannot meet the requirements.The development of high-performance nuclear power materials is a key factor for promoting the development of nuclear energy.Oxide dispersion strengthened(ODS)steel contains a high number density of dispersed nano-oxides and defect sinks and exhibits excellent high temperature creep performance and irradiation swelling resistance.Therefore,ODS steel has been considered as one of the most promising candidate materials for fourth-generation nuclear fission reactor cladding tubes and nuclear fusion reactor blankets.The preparation process significantly influences microstructure of ODS steel.This paper reviews the development and perspective of several preparation processes of ODS steel,including the powder metallurgy process,improved powder metallurgy process,liquid metal forming process,hybrid process,and additive forging.This paper also summarizes and analyzes the relationship between microstructures and the preparation process.After comprehensive consideration,the powder metallurgy process is still the best preparation process for ODS steel.Combining the advantages and disadvantages of the above preparation processes,the trend applied additive forging for extreme manufacturing of large ODS steel components is discussed with the goal of providing a reference for the application and development of ODS steel in nuclear energy. 展开更多
关键词 nuclear energy oxide dispersion strengthened steel preparation process powder metallurgy additive forging
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一种典型Drell-Yan过程的理论研究 被引量:1
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作者 莫文玲 《河北理工学院学报》 1999年第4期92-95,共4页
在组分夸克模型的框架内,提出了核-核碰撞Drell- Yan 过程的计算方法。计算了O+ U→μ+ μ- + X的核效应并对结果进行了讨论,指出该过程的核效应来源于O核和U核三种核效应的综合作用。
关键词 组分夸克模型 drell-yan过程 核效应 核-核碰撞
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Nuclear Effect Study Under K Factor's Nonconstancy
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作者 HOU Zhao-Yu WU Wen-Wang HE Ming-Zhong ZHANG Ben-Ai 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第7期59-64,共6页
A consistent approach to estimating nuclear effect functions RA RvA (x2) and RSA(x2) based on numerical iteration technique is presented in the quark-parton model when taking into account the nonconstancy of quantum c... A consistent approach to estimating nuclear effect functions RA RvA (x2) and RSA(x2) based on numerical iteration technique is presented in the quark-parton model when taking into account the nonconstancy of quantum chromodynamics correction factor K. ARv (x2) and RsA(x2) correspond respectively to the valence quark distributions for one bound nucleon within the nucleus and to the sea quark ones. Related numerical analysis is given for nuclei 6 12C,20 40Ca, and 26 56Fe. As the basis, it adopts both experimental data of the high energy proton-nucleus Drell-Yan process and of the high energy lepton-nucleus deep inelastic scattering. 展开更多
关键词 K-factor drell-yan process deep INELASTIC scattering nuclear PARTON distribution
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