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Integral experiment on slab^(nat)Pb using D-T and D-D neutron sources to validate evaluated nuclear data
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作者 Kuo-Zhi Xu Yang-Bo Nie +6 位作者 Chang-Lin Lan Yan-Yan Ding Shi-Yu Zhang Qi Zhao Xin-Yi Pan Jie Ren Xi-Chao Ruan 《Nuclear Science and Techniques》 2025年第3期119-133,共15页
Lead(Pb)plays a significant role in the nuclear industry and is extensively used in radiation shielding,radiation protection,neutron moderation,radiation measurements,and various other critical functions.Consequently,... Lead(Pb)plays a significant role in the nuclear industry and is extensively used in radiation shielding,radiation protection,neutron moderation,radiation measurements,and various other critical functions.Consequently,the measurement and evaluation of Pb nuclear data are highly regarded in nuclear scientific research,emphasizing its crucial role in the field.Using the time-of-flight(ToF)method,the neutron leakage spectra from three^(nat)Pb samples were measured at 60°and 120°based on the neutronics integral experimental facility at the China Institute of Atomic Energy(CIAE).The^(nat)Pb sample sizes were30 cm×30 cm×5 cm,30 cm×30 cm×10 cm,and 30 cm×30 cm×15 cm.Neutron sources were generated by the Cockcroft-Walton accelerator,producing approximately 14.5 MeV and 3.5 MeV neutrons through the T(d,n)^(4)He and D(d,n)^(3)He reactions,respectively.Leakage neutron spectra were also calculated by employing the Monte Carlo code of MCNP-4C,and the nuclear data of Pb isotopes from four libraries:CENDL-3.2,JEFF-3.3,JENDL-5,and ENDF/B-Ⅷ.0 were used individually.By comparing the simulation and experimental results,improvements and deficiencies in the evaluated nuclear data of the Pb isotopes were analyzed.Most of the calculated results were consistent with the experimental results;however,a few areas did not fit well.In the(n,el)energy range,the simulated results from CENDL-3.2 were significantly overestimated;in the(n,inl)D and the(n,inl)C energy regions,the results from CENDL-3.2 and ENDF/B-Ⅷ.0 were significantly overestimated at 120°,and the results from JENDL-5 and JEFF-3.3 are underestimated at 60°in the(n,inl)D energy region.The calculated spectra were analyzed by comparing them with the experimental spectra in terms of the neutron spectrum shape and C/E values.The results indicate that the theoretical simulations,using different data libraries,overestimated or underestimated the measured values in certain energy ranges.Secondary neutron energies and angular distributions in the data files have been presented to explain these discrepancies. 展开更多
关键词 Integral experiment Neutron leakage spectra ^(nat)Pb D-T and D-D neutron sources Evaluated nuclear data
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Iterative Bayesian Monte Carlo for nuclear data evaluation 被引量:7
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作者 Erwin Alhassan Dimitri Rochman +3 位作者 Alexander Vasiliev Mathieu Hursin Arjan JKoning Hakim Ferroukhi 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2022年第4期105-135,共31页
In this work,we explore the use of an iterative Bayesian Monte Carlo(iBMC)method for nuclear data evaluation within a TALYS Evaluated Nuclear Data Library(TENDL)framework.The goal is to probe the model and parameter s... In this work,we explore the use of an iterative Bayesian Monte Carlo(iBMC)method for nuclear data evaluation within a TALYS Evaluated Nuclear Data Library(TENDL)framework.The goal is to probe the model and parameter space of the TALYS code system to find the optimal model and parameter sets that reproduces selected experimental data.The method involves the simultaneous variation of many nuclear reaction models as well as their parameters included in the TALYS code.The‘best’model set with its parameter set was obtained by comparing model calculations with selected experimental data.Three experimental data types were used:(1)reaction cross sections,(2)residual production cross sections,and(3)the elastic angular distributions.To improve our fit to experimental data,we update our‘best’parameter set—the file that maximizes the likelihood function—in an iterative fashion.Convergence was determined by monitoring the evolution of the maximum likelihood estimate(MLE)values and was considered reached when the relative change in the MLE for the last two iterations was within 5%.Once the final‘best’file is identified,we infer parameter uncertainties and covariance information to this file by varying model parameters around this file.In this way,we ensured that the parameter distributions are centered on our evaluation.The proposed method was applied to the evaluation of p+^(59)Co between 1 and 100 MeV.Finally,the adjusted files were compared with experimental data from the EXFOR database as well as with evaluations from the TENDL-2019,JENDL/He-2007 and JENDL-4.0/HE nuclear data libraries. 展开更多
关键词 Iterative Bayesian Monte Carlo(iBMC) nuclear reaction models Model parameters ADJUSTMENTS Bayesian calibration nuclear data TALYS
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k_(eff)uncertainty quantification and analysis due to nuclear data during the full lifetime burnup calculation for a small-sized prismatic high temperature gas-cooled reactor 被引量:5
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作者 Rong-Rui Yang Yuan Yuan +2 位作者 Chen Hao Ji Ma Guang-Hao Liu 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第11期105-118,共14页
To benefit from recent advances in modeling and computational algorithms,as well as the availability of new covariance data,sensitivity and uncertainty analyses are needed to quantify the impact of uncertain sources o... To benefit from recent advances in modeling and computational algorithms,as well as the availability of new covariance data,sensitivity and uncertainty analyses are needed to quantify the impact of uncertain sources on the design parameters of small prismatic high-temperature gascooled reactors(HTGRs).In particular,the contribution of nuclear data to the k_(eff)uncertainty is an important part of the uncertainty analysis of small-sized HTGR physical calculations.In this study,a small-sized HTGR designed by China Nuclear Power Engineering Co.,Ltd.was selected for k_(eff)uncertainty analysis during full lifetime burnup calculations.Models of the cold zero power(CZP)condition and full lifetime burnup process were constructed using the Reactor Monte Carlo Code RMC for neutron transport calculation,depletion calculation,and sensitivity and uncertainty analysis.For the sensitivity analysis,the Contribution-Linked eigenvalue sensitivity/Uncertainty estimation via Track length importance Characterization(CLUTCH)method was applied to obtain sensitive information,and the "sandwich" method was used to quantify the k_(eff)uncertainty.We also compared the k_(eff)uncertainties to other typical reactors.Our results show that ^(235)U is the largest contributor to k_(eff)uncertainty for both the CZP and depletion conditions,while the contribution of ^(239)Pu is not very significant because of the design of low discharge burnup.It is worth noting that the radioactive capture reaction of ^(28)Si significantly contributes to the k_(eff)uncertainty owing to its specific fuel design.However,the k_(eff)uncertainty during the full lifetime depletion process was relatively stable,only increasing by 1.12%owing to the low discharge burnup design of small-sized HTGRs.These numerical results are beneficial for neutronics design and core parameters optimization in further uncertainty propagation and quantification study for small-sized HTGR. 展开更多
关键词 Small-sized HTGR SU analysis nuclear data BURNUP
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Benchmark experiment on slab^(238)U with D-T neutrons for validation of evaluated nuclear data 被引量:4
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作者 Yan-Yan Ding Yang-Bo Nie +9 位作者 Yue Zhang Zhi-Jie Hu Qi Zhao Huan-Yu Zhang Kuo-Zhi Xu Shi-Yu Zhang Xin-Yi Pan Chang-Lin Lan Jie Ren Xi-Chao Ruan 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第2期145-159,共15页
A benchmark experiment on^(238)U slab samples was conducted using a deuterium-tritium neutron source at the China Institute of Atomic Energy.The leakage neutron spectra within energy levels of 0.8-16 MeV at 60°an... A benchmark experiment on^(238)U slab samples was conducted using a deuterium-tritium neutron source at the China Institute of Atomic Energy.The leakage neutron spectra within energy levels of 0.8-16 MeV at 60°and 120°were measured using the time-of-flight method.The samples were prepared as rectangular slabs with a 30 cm square base and thicknesses of 3,6,and 9 cm.The leakage neutron spectra were also calculated using the MCNP-4C program based on the latest evaluated files of^(238)U evaluated neutron data from CENDL-3.2,ENDF/B-Ⅷ.0,JENDL-5.0,and JEFF-3.3.Based on the comparison,the deficiencies and improvements in^(238)U evaluated nuclear data were analyzed.The results showed the following.(1)The calculated results for CENDL-3.2 significantly overestimated the measurements in the energy interval of elastic scattering at 60°and 120°.(2)The calculated results of CENDL-3.2 overestimated the measurements in the energy interval of inelastic scattering at 120°.(3)The calculated results for CENDL-3.2 significantly overestimated the measurements in the 3-8.5 MeV energy interval at 60°and 120°.(4)The calculated results with JENDL-5.0 were generally consistent with the measurement results. 展开更多
关键词 Leakage neutron spectra URANIUM D-T neutron source Evaluated nuclear data
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Bayesian model averaging(BMA)for nuclear data evaluation 被引量:2
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作者 E.Alhassan D.Rochman +1 位作者 G.Schnabel A.J.Koning 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第11期193-218,共26页
To ensure agreement between theoretical calculations and experimental data,parameters to selected nuclear physics models are perturbed and fine-tuned in nuclear data evaluations.This approach assumes that the chosen s... To ensure agreement between theoretical calculations and experimental data,parameters to selected nuclear physics models are perturbed and fine-tuned in nuclear data evaluations.This approach assumes that the chosen set of models accurately represents the‘true’distribution of considered observables.Furthermore,the models are chosen globally,indicating their applicability across the entire energy range of interest.However,this approach overlooks uncertainties inherent in the models themselves.In this work,we propose that instead of selecting globally a winning model set and proceeding with it as if it was the‘true’model set,we,instead,take a weighted average over multiple models within a Bayesian model averaging(BMA)framework,each weighted by its posterior probability.The method involves executing a set of TALYS calculations by randomly varying multiple nuclear physics models and their parameters to yield a vector of calculated observables.Next,computed likelihood function values at each incident energy point were then combined with the prior distributions to obtain updated posterior distributions for selected cross sections and the elastic angular distributions.As the cross sections and elastic angular distributions were updated locally on a per-energy-point basis,the approach typically results in discontinuities or“kinks”in the cross section curves,and these were addressed using spline interpolation.The proposed BMA method was applied to the evaluation of proton-induced reactions on ^(58)Ni between 1 and 100 MeV.The results demonstrated a favorable comparison with experimental data as well as with the TENDL-2023 evaluation. 展开更多
关键词 Bayesian model averaging(BMA) nuclear data nuclear reaction models Model parameters TALYS code system Covariances
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Recent progress in nuclear data measurement for ADS at IMP 被引量:5
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作者 Zhi-Qiang Chen 《Nuclear Science and Techniques》 SCIE CAS CSCD 2017年第12期269-278,共10页
Recent progress in nuclear data measurement for ADS at Institute of Modern Physics is reviewed briefly.Based on the cooler storage ring of the Heavy Ion Research Facility in Lanzhou, nuclear data terminal was establis... Recent progress in nuclear data measurement for ADS at Institute of Modern Physics is reviewed briefly.Based on the cooler storage ring of the Heavy Ion Research Facility in Lanzhou, nuclear data terminal was established.The nuclear data measurement facility for the ADS spallation target has been constructed, which provides a very important platform for the experimental measurements of spallation reactions. A number of experiments have been conducted in the nuclear data terminal. A Neutron Time-of-Flight(NTOF)spectrometer was developed for the study of neutron production from spallation reactions related to the ADS project.The experiments of 400 MeV/u ^(16)O bombarded on a tungsten target were presented using a NTOF spectrometer.Neutron yields for 250 MeV protons incident on a thick grain-made tungsten target and a thick solid lead target have been measured using the water-bath neutron activation method. Spallation residual productions were studied by bombarding W and Pb targets with a 250 MeV proton beam using the neutron activation method. Benchmarking of evaluated nuclear data libraries was performed for D-T neutrons on ADS relevant materials by using the benchmark experimental facility at the China Institute of Atomic Energy. 展开更多
关键词 Accelerator-driven systems nuclear data MEASUREMENT Neutron TIME-OF-FLIGHT spectrometer Integral experiment Evaluated nuclear data
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Development of a 1200 fine group nuclear data library for advanced nuclear systems
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作者 Jun Zou Lei-Ming Shang +1 位作者 Fang Wang Li-Juan Hao 《Nuclear Science and Techniques》 SCIE CAS CSCD 2017年第5期48-52,共5页
Accurate and reliable nuclear data libraries are essential for calculation and design of advanced nuclea systems. A 1200 fine group nuclear data library Hybrid Evaluated Nuclear Data Library/Fine Group(HENDL/FG with n... Accurate and reliable nuclear data libraries are essential for calculation and design of advanced nuclea systems. A 1200 fine group nuclear data library Hybrid Evaluated Nuclear Data Library/Fine Group(HENDL/FG with neutrons of up to 150 Me V has been developed to improve the accuracy of neutronics calculations and anal ysis. Corrections of Doppler, resonance self-shielding, and thermal upscatter effects were done for HENDL/FG Shielding and critical safety benchmarks were performed to test the accuracy and reliability of the library. The dis crepancy between calculated and measured nuclea parameters fell into a reasonable range. 展开更多
关键词 ADVANCED nuclear system FINE GROUP nuclear data LIBRARY Effective MULTIPLICATION factor
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Neutron nuclear data evaluation of actinide nuclei for CENDL-3.1 被引量:1
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作者 陈国长 曹文田 +3 位作者 于保生 唐国有 施兆民 陶曦 《Chinese Physics C》 SCIE CAS CSCD 2012年第9期823-826,共4页
New evaluations for several actinide nuclei of the third version of Chinese Evaluated Nuclear Data Library for Neutron Reaction Data (CENDL-3.1) have been completed and released. The evaluation is for all neutron in... New evaluations for several actinide nuclei of the third version of Chinese Evaluated Nuclear Data Library for Neutron Reaction Data (CENDL-3.1) have been completed and released. The evaluation is for all neutron induced reactions with uranium, neptunium, plutonium and americium in the mass range A-232-241, 236 239, 236-246 and 240-244, respectively, and cover the incident neutron energy up to 20 MeV. In the present evaluation, much more effort was devoted to improving the reliability of the evaluated nuclear data for available new measured data, especially scarce or absent experimental data. A general description for the evaluation of several actinides' data is presented. 展开更多
关键词 actinide nuclear data EVALUATION CENDL NEUTRON
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DATA IN THE APPLICATION OF NUCLEAR TECHNIQUES
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作者 Angela Li Scholz 《Nuclear Science and Techniques》 SCIE CAS CSCD 1990年第Z1期10-13,共4页
Beginning from the proposition that availability of reliable data is necessary to the application of nuclear techniques, we explore the questions of how such data are obtained and how the extent of their reliability i... Beginning from the proposition that availability of reliable data is necessary to the application of nuclear techniques, we explore the questions of how such data are obtained and how the extent of their reliability is ascertained. These questions are considered first in general terms in relation to data types and organizational frameworks, then with particular reference to the journal Atomic Data and Nuclear Data Tables. The reliability issue is further discussed in terms of this journal’s policies and unique presentation style. 展开更多
关键词 nuclear TECHNIQUE ATOMIC data nuclear data
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The Method of Data Access for Nuclear Instrument Based on Linked List
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作者 Zhi Liu Rui Li +2 位作者 Hong Huang Yi Cheng Xiaoping Yu 《Journal of Computer and Communications》 2016年第7期1-6,共6页
A new method of data access which can effectively resolve the problem of high speed and real time reading data of nuclear instrument in small storage space is introduced. This method applies the data storage mode of ... A new method of data access which can effectively resolve the problem of high speed and real time reading data of nuclear instrument in small storage space is introduced. This method applies the data storage mode of “linked list” to the system of Micro Control Unit (MCU), and realizes the pointer access of nuclear data on the small storage space of MCU. Experimental results show that this method can solve some problems of traditional data storage method, which has the advantages of simple program design, stable performance, accurate data, strong repeatability, saving storage space and so on. 展开更多
关键词 Linked List data Storage Method nuclear Instrument
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Advantages and disadvantages of nuclear reactions used in reactors or cyclotrons,in addition to a theoretical study based on photodisintegration on natural indium for^(111)Ag production 被引量:1
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作者 Khaled M.El-Azony Nader M.A.Mohamed Dalal A.Aloraini 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2022年第2期1-13,共13页
Production routes were recorded on available reactions for^(111)Ag production from nuclear reactors or cyclotrons using a natural palladium target based on^(110)Pd(n,γ)and^(110)pd(d,n)reactions,respectively.^(nat)Cd(... Production routes were recorded on available reactions for^(111)Ag production from nuclear reactors or cyclotrons using a natural palladium target based on^(110)Pd(n,γ)and^(110)pd(d,n)reactions,respectively.^(nat)Cd(γ,x)based on^(110)Cd(γ,p)has also been studied as a prospective reaction for the production of^(111)Ag.Unfortunately,these nuclear reactions are difficult to utilize because,in some cases,they reduce the specific activity of^(111)Ag.This is a consequence of the stable silver isotopes produced in high concentrations.These isotopes include^(107,109)Ag and,in other cases,the high impurity of silver radioisotopes,such as^(110)m,^(106)m,^(105)Ag,that are produced during parallel nuclear reactions.Due to a scarcity of data regarding the(γ,α)reaction,the gamma reaction on natural indium for^(111)Ag production based on the^(115)In(γ,α)reaction was calculated.The ^(nat)In(γ,α)reaction satisfies the criteria as a possible reaction to produce^(111)Ag with a sufficient yield and purity as consequence of the high^(115)In(95.7%)abundance as an enriched form and a relatively soft background caused by the parallel nuclear reactions. 展开更多
关键词 Silver-111 nuclear data Natural cadmium Natural palladium Natural indium
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Integral Data Test of HENDL1.0/MG with Neutronics Shielding Experiments (Ⅱ)
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作者 高纯静 许德政 +2 位作者 李静惊 吴宜灿 邓铁如 《Plasma Science and Technology》 SCIE EI CAS CSCD 2004年第6期2596-2600,共5页
The multi-group working nuclear data library HENDL1.0/MG is numerically tested with a series of existent benchmark spherical shell experiments (Si, Cr, Fe, Cu, Zr and Nb) by calculations using the multi-functional neu... The multi-group working nuclear data library HENDL1.0/MG is numerically tested with a series of existent benchmark spherical shell experiments (Si, Cr, Fe, Cu, Zr and Nb) by calculations using the multi-functional neutronics code VisualBUS. The ratio of calculated/measured neutron leakage rates and the neutron leakage spectra are presented in tabular and figural forms. The results from the calculations with the code ANISN and IAEA data library FENDL2.0/MG were also included for comparison, where the origination of the data used is different from that of HENDL1.0/MG. 展开更多
关键词 BENCHMARK nuclear data library HENDL VisualBUS
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Signal classification method based on data mining formulti-mode radar 被引量:10
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作者 qiang guo pulong nan jian wan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期1010-1017,共8页
For the multi-mode radar working in the modern electronicbattlefield, different working states of one single radar areprone to being classified as multiple emitters when adoptingtraditional classification methods to p... For the multi-mode radar working in the modern electronicbattlefield, different working states of one single radar areprone to being classified as multiple emitters when adoptingtraditional classification methods to process intercepted signals,which has a negative effect on signal classification. A classificationmethod based on spatial data mining is presented to address theabove challenge. Inspired by the idea of spatial data mining, theclassification method applies nuclear field to depicting the distributioninformation of pulse samples in feature space, and digs out thehidden cluster information by analyzing distribution characteristics.In addition, a membership-degree criterion to quantify the correlationamong all classes is established, which ensures classificationaccuracy of signal samples. Numerical experiments show that thepresented method can effectively prevent different working statesof multi-mode emitter from being classified as several emitters,and achieve higher classification accuracy. 展开更多
关键词 multi-mode radar signal classification data mining nuclear field cloud model membership.
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Benchmarking of JEFF-3.2, FENDL-3.0 and TENDL-2014 evaluated data for tungsten with 14.8 MeV neutrons 被引量:5
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作者 Suyalatu Zhang Yang-Bo Nie +6 位作者 Jie Ren Fei Luo Xi-Chao Ruan Zhi-Qiang Chen Rui Han Temuerbagen Bao Si-Miao Ge 《Nuclear Science and Techniques》 SCIE CAS CSCD 2017年第3期1-6,共6页
Integral experiments on tungsten slab samples were carried out on the D-T neutron source facility at China Institute of Atomic Energy. Leakage neutron spectra from the irradiated tungsten target were measured by the t... Integral experiments on tungsten slab samples were carried out on the D-T neutron source facility at China Institute of Atomic Energy. Leakage neutron spectra from the irradiated tungsten target were measured by the time-of-flight technique. Accuracy of the nuclear data for tungsten was examined by comparing the measured neutron spectra with the leakage neutron spectra simulated using the MCNP-4C code with evaluated nuclear data of the JEFF-3.2, FENDL-3.0 and TENDL-2014 libraries. The results show that the calculations with JEFF-3.2 agree well with the measurements in the whole energy range and all angles, whereas the spectra calculated with FENDL-3.0 and TENDL-2014 have some discrepancies with the experimental data. 展开更多
关键词 Integral experiment D-T NEUTRON source TIME-OF-FLIGHT technique Leakage NEUTRON spectrum Monte Carlo simulation Evaluated nuclear data
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Strong screening effects on resonant nuclear reaction ^(23)Mg(p,γ) ^(24)Al in the surface of magnetars
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作者 Jing-Jing Liu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2016年第5期117-124,共8页
Based on the theory of relativistic superstrong magnetic fields (SMFs), by using the method of Thomas-Fermi-Dirac approximations, we investigate the problem of strong electron screening (SES) in SMFs and the influ... Based on the theory of relativistic superstrong magnetic fields (SMFs), by using the method of Thomas-Fermi-Dirac approximations, we investigate the problem of strong electron screening (SES) in SMFs and the influence of SES on the nuclear reaction of 23Mg (p, Y)24A1. Our calculations show that the nuclear reaction will be markedly effected by the SES in SMFs in the surface of magnetars. Our calculated screening rates can increase two orders of magnitude due to SES in SMFs. 展开更多
关键词 physical data and processes: nuclear reactions NUCLEOSYNTHESIS abundances -- stars: neutron-- stars: magnetic fields
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A DATA ACQUISITION SYSTEM FOR ACCELERATOR MASS SPECTROMETRY
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作者 张如菊 刘洪涛 +1 位作者 郭之虞 李坤 《Nuclear Science and Techniques》 SCIE CAS CSCD 1990年第3期149-155,共7页
A single and dual parameter data acquisition, ion beam measurements and control system for accelerator mass spectrometry is described. The system hardware has been constructed with the advantage of the lower cost and ... A single and dual parameter data acquisition, ion beam measurements and control system for accelerator mass spectrometry is described. The system hardware has been constructed with the advantage of the lower cost and higher reliability. It is provided with varieties of functions such as selecting acquisition mode carrying out the multiple display, analyzing data and especially viewing isometric spectrum at different directions. It can also be used for ordinary nuclear spectrum system. 展开更多
关键词 ACCELERATOR mass SPECTROMETRY (AMS) Single and dual parameter data ACQUISITION nuclear spectrum ISOMETRIC display data analysis
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Sub Farm Interface of the ATLAS Dataflow System
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作者 刘尉悦 安琪 Maria Lorenza FERRER 《Plasma Science and Technology》 SCIE EI CAS CSCD 2006年第3期355-357,共3页
Sub Farm Interface is the event builder of the ATLAS(A Toroidal LHC ApparatuS) Dataflow System. It receives event fragments from the Read Out System, builds full events and sends complete events to the Event Filter ... Sub Farm Interface is the event builder of the ATLAS(A Toroidal LHC ApparatuS) Dataflow System. It receives event fragments from the Read Out System, builds full events and sends complete events to the Event Filter for high level event selection. This paper describes the implementation of the Sub Farm Interface. Furthermore, this paper introduces some issues on SFI(Sub Farm Interface) optimization and the monitoring service inside SFI. 展开更多
关键词 nuclear physics event building data acquisition MONITORING dataFLOW
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核工业人工智能科学计算新范式研究与展望 被引量:1
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作者 刘东 田文喜 +4 位作者 刘晓晶 郝琛 彭航 于洋 肖聪 《核动力工程》 北大核心 2025年第2期1-13,I0003,共14页
科学计算在核工业整个技术体系中发挥着至关重要的作用,从核基础数据库的建立,到核能工程的设计、分析、验证、运行,乃至燃料后处理与反应堆退役,科学计算扮演着关键角色。传统上,工业领域的科学计算范式主要是基于实验测量数据建模的... 科学计算在核工业整个技术体系中发挥着至关重要的作用,从核基础数据库的建立,到核能工程的设计、分析、验证、运行,乃至燃料后处理与反应堆退役,科学计算扮演着关键角色。传统上,工业领域的科学计算范式主要是基于实验测量数据建模的统计学方法,以及求解微/积分方程为代表的数值计算方法。随着新一代人工智能技术的发展,利用人工智能方法进行科学计算,正在逐渐发展成为一种新的科学计算范式。本文介绍了这一新兴技术领域的基本原理与主要特征,重点围绕核工业的特点,总结了当前已有研究工作的情况,并对照传统方法,分析了人工智能科学计算方法的优缺点。最后,展望了这种智能计算方法未来在核工业领域的技术发展趋势与潜在应用模式,给出了推动核工业人工智能科学计算新范式发展的建议。 展开更多
关键词 核工业 人工智能 科学计算 数据驱动 智能计算方法
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单体相移深度神经网络学习共振截面的网络构建与训练
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作者 胡泽华 应阳君 《现代应用物理》 2025年第1期105-114,132,共11页
近期提出的单体相移深度神经网络(single phase-shift deep neural network,SPDNN),因其网络规模小、学习精度高,成为首个复杂中子共振截面拟合与评价的实用深度学习工具。在SPDNN学习共振截面的过程中,诸多因素显著影响网络的训练效果... 近期提出的单体相移深度神经网络(single phase-shift deep neural network,SPDNN),因其网络规模小、学习精度高,成为首个复杂中子共振截面拟合与评价的实用深度学习工具。在SPDNN学习共振截面的过程中,诸多因素显著影响网络的训练效果、训练效率以及训练模型的泛化性。这些因素包括:决定网络相移层大小的共振截面频谱范围与频段宽度、隐藏层的数目、每层神经元的数目、激活函数、损失函数、训练步数和训练数据的预处理等。为了进一步提升SPDNN在共振截面研究中的实用性,详细考察了这些因素对网络拟合性能的影响。通过考察,确定了SPDNN在共振截面研究中适宜的网络构建和训练方法,助力推动SPDNN的广泛应用。 展开更多
关键词 单体相移神经网络 中子共振截面 核数据评价 神经网络训练 频谱
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人工智能赋能核科技发展:人工智能在中国原子能科学研究院的应用现状与前景展望
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作者 杨红义 吕兆福 +14 位作者 郭冰 宋青 朱庆福 于婷 安世忠 任丽霞 郑安然 张英逊 高继宁 商澄铭 黄鹏 王文 余华金 夏芸 伍险峰 《原子能科学技术》 北大核心 2025年第9期1757-1769,共13页
本文旨在系统梳理人工智能(AI)技术在中国原子能科学研究院(简称原子能院)各研究领域的应用现状,精准识别当前存在的应用空白、技术瓶颈与数据壁垒,并基于此科学制定原子能院未来AI研发路线图。通过全面调研与分析,聚焦原子能院在核物... 本文旨在系统梳理人工智能(AI)技术在中国原子能科学研究院(简称原子能院)各研究领域的应用现状,精准识别当前存在的应用空白、技术瓶颈与数据壁垒,并基于此科学制定原子能院未来AI研发路线图。通过全面调研与分析,聚焦原子能院在核物理、核化学与放射化学、反应堆工程、核安全、核技术应用等核心领域的AI应用实践,总结代表性成果,深入剖析AI与核科技创新链、产业链融合不足的深层次原因,评估高质量数据缺口、模型可靠性验证需求、算力与网络设施短板等关键制约因素。研究表明,原子能院已积极布局AI应用,建成超算设施支撑数字化研发,并在多个方向取得突破性成果。然而,存在的显著挑战为:AI产业链与核领域双链融合不深;高质量核领域训练数据在规模、质量及共享机制上存在瓶颈;现有大模型可解释性不足,其在核领域关键场景的准确性、鲁棒性、安全性亟需大量严格验证;算力资源与国际先进水平有差距,传统科学装置智能化升级需求迫切,现有网络设施难以满足未来数据治理与模型训练需求。为应对挑战并把握机遇,原子能院未.来将重点推进构建核智融合创新体系,健全数据治理与建设平台,建立核领域基础模型平台,打造核科技综合研究平台。 展开更多
关键词 原子能院 人工智能 核能技术 智能装备 数据治理 模型可靠性 核智融合
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