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Normalized glandular dose coefficients for digital breast tomosynthesis using detailed Chinese breast models
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作者 Jia-Hao Wang Rui Qiu +4 位作者 An-Kang Hu Ye-Qi Liu Zhen Wu Hui Zhang Jun-Li Li 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第5期42-59,共18页
The rise in breast cancer diagnoses among Chinese women has necessitated the use of X-ray breast screening,which carries a radiation risk.This study aimed to provide a dosimetry protocol for the Chinese female populat... The rise in breast cancer diagnoses among Chinese women has necessitated the use of X-ray breast screening,which carries a radiation risk.This study aimed to provide a dosimetry protocol for the Chinese female population to replace the traditional standard that utilizes simplified breast models,for the accurate estimation of the mean glandular dose of a patient undergoing digital breast tomosynthesis(DBT).The first set of detailed Chinese female breast models and representative breast parameters was constructed.Considering backscatter radiation and computational efficiency,we improved the combination of these models and the Chinese reference adult female whole-body voxel phantom.Image acquisition for four commercial DBT systems that are widely employed in China was simulated using the Monte Carlo method to obtain the normalized glandular dose coefficients of DBT(D_(gN)^(DBT))and the glandular depth dose(D_(g)^(dep)(z))for different breast characteristics and X-ray spectra.We calculated a series of D_(gN)^(DBT) values for breasts with different percentage mass glandularities(5%,25%,50%,75%,and 100%)and compressed breast thicknesses(2,3,4,5,6,and 7 cm)at various tube potentials(25,28,30,32,35,and 49 kV)and target/filter combinations(W/Rh,W/Al,Mo/Mo,Rh/Rh,and Rh/Ag).The parameter dependence of the breast characteristics and beam conditions on D_(gN)^(DBT) in detailed breast models was investigated.The D_(gN)^(DBT) results were 14.6-51.0%lower than those of the traditional dosimetry standard in China.The difference in D_(gN)^(DBT) was mainly due to a decrease in the depth of the main energy deposition area caused by the glandular distribution along the depth direction.The results obtained in this study may be used to improve breast dosimetry in China and provide more detailed information on risk assessment during DBT. 展开更多
关键词 Digital breast tomosynthesis Normalized glandular dose coefficients Detailed breast model Monte Carlo simulation
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Analyzing the surface passivity effect of germanium oxynitride:a comprehensive approach through first principles simulation and interface state density
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作者 Sheng-Jie Du Xiu-Xia Li +8 位作者 Yang Tian Yuan-Yuan Liu Ke Jia Zhong-Zheng Tang Jian-Ping Cheng Zhi Deng Yu-Lan Li Zheng-Cao Li Sha-Sha Lv 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第5期74-84,共11页
High-purity germanium(HPGe)detectors,which are used for direct dark matter detection,have the advantages of a low threshold and excellent energy resolution.The surface passivation of HPGe has become crucial for achiev... High-purity germanium(HPGe)detectors,which are used for direct dark matter detection,have the advantages of a low threshold and excellent energy resolution.The surface passivation of HPGe has become crucial for achieving an extremely low energy threshold.In this study,first-principles simulations,passivation film preparation,and metal oxide semiconductor(MOS)capacitor characterization were combined to study surface passivation.Theoretical calculations of the energy band structure of the -H,-OH,and -NH_(2) passivation groups on the surface of Ge were performed,and the interface state density and potential with five different passivation groups with N/O atomic ratios were accurately analyzed to obtain a stable surface state.Based on the theoretical calculation results,the surface passivation layers of the Ge_(2)ON_(2) film were prepared via magnetron sputtering in accordance with the optimum atomic ratio structure.The microstructure,C-V,and I-V electrical properties of the layers,and the passivation effect of the Al/Ge_(2)ON_(2)/Ge MOS were characterized to test the interface state density.The mean interface state density obtained by the Terman method was 8.4×10^(11) cm^(-2) eV^(-1).The processing of germanium oxynitrogen passivation films is expected to be used in direct dark matter detection of the HPGe detector surface passivation technology to reduce the detector leakage currents. 展开更多
关键词 Surface passivation High purity germanium detector Germanium nitrogen oxide Interface state density
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高功率电子加速器装置性能评价及其消毒效果
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作者 刘燕琴 黄邦斗 +5 位作者 沙斯烁 覃怀莉 宋碧莹 周佳 任哲 邵涛 《强激光与粒子束》 北大核心 2025年第4期113-120,共8页
为考察高功率电子加速器是否达到设计指标性能和消毒效果,利用标准规定的方法和程序对高功率电子加速器的性能进行了测试和评价,探究了该电子加速器输出电子束对金黄色葡萄球菌、大肠埃希氏菌、短小芽孢杆菌和新型冠状病毒等微生物的灭... 为考察高功率电子加速器是否达到设计指标性能和消毒效果,利用标准规定的方法和程序对高功率电子加速器的性能进行了测试和评价,探究了该电子加速器输出电子束对金黄色葡萄球菌、大肠埃希氏菌、短小芽孢杆菌和新型冠状病毒等微生物的灭活效果,同时考察了不同材质负载对于杀灭效果的影响。该电子加速器可以输出能量10.27 MeV、功率25 kW的高能电子束,束流扫描不均匀度为4.1%,并且对于模拟材料具有一定的穿透能力;电子束对金黄色葡萄球菌、大肠埃希氏菌、短小芽孢杆菌等微生物的消毒效果均能达到3个对数值及以上,并且穿透一定厚度负载材料后对金黄色葡萄球菌、大肠埃希氏菌、短小芽孢杆菌及枯草杆菌黑色变种芽孢的消毒效果均能达到杀灭3个对数值及以上。设计的电子加速器性能指标达标,同时具备一定的穿透能力,对研究微生物的消毒效果达标。 展开更多
关键词 电子加速器 辐照 消毒 微生物 生物安全性
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GPS+多线激光雷达的自主路径规划方法
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作者 李建 倪秀琳 许艳伟 《电子技术应用》 2025年第9期11-17,共7页
为了提高被检车辆的通过率,提出一种基于差分GPS+多线激光雷达的区域内车辆目标全自动自主路径规划的信息采集方法。首先,依据停车场环境简图,规划出停车场拓扑图,提出并建立一种基于固定权值标志的停车场电子地图;其次,根据多线激光雷... 为了提高被检车辆的通过率,提出一种基于差分GPS+多线激光雷达的区域内车辆目标全自动自主路径规划的信息采集方法。首先,依据停车场环境简图,规划出停车场拓扑图,提出并建立一种基于固定权值标志的停车场电子地图;其次,根据多线激光雷达的数据,采用提出的自适应聚类法,检测出停车场中的车辆目标;最后,基于差分GPS的移动机器人定位,结合停车场电子地图和检测出的车辆目标,提出的全局+局部的路径规划算法,动态地完成移动机器人的路径规划。理论分析和实验结果验证,该方法可以有效地改善车辆目标通过率。 展开更多
关键词 全局+局部路径规划 权值电子地图 自适应聚类 机器人
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满足承载需求的安检CT设备结构设计
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作者 张立国 《机械工程师》 2025年第6期97-101,共5页
由于CT安检设备质量较大,在海关民航等应用场景下因载荷超过场地要求不能直接安装,限制了应用。为了能使CT安检设备在常规应用场景安装应用,分析相关场地的承载标准,在设计阶段通过结构优化设计、计算仿真等方法开展整机结构设计,再经... 由于CT安检设备质量较大,在海关民航等应用场景下因载荷超过场地要求不能直接安装,限制了应用。为了能使CT安检设备在常规应用场景安装应用,分析相关场地的承载标准,在设计阶段通过结构优化设计、计算仿真等方法开展整机结构设计,再经过典型承载工况的核算和仿真验算确定了方案的可行性。在产品完成生产后,现场实际测试各支撑位置数据,达到设计预期。 展开更多
关键词 楼板活荷载 承载 结构 仿真
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gMCAP:a GPU-based Monte Carlo proton transport program for high-density tissues with precise nuclear reaction models
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作者 Xi-Yu Luo Liang Sun +4 位作者 Zhen Wu Rui Qiu Shou-Ping Xu Hui Zhang Jun-Li Li 《Nuclear Science and Techniques》 2025年第5期192-205,共14页
GPU-based Monte Carlo(MC)simulations are highly valued for their potential to improve both the computational efficiency and accuracy of radiotherapy.However,in proton therapy,these methods often simplify human tissues... GPU-based Monte Carlo(MC)simulations are highly valued for their potential to improve both the computational efficiency and accuracy of radiotherapy.However,in proton therapy,these methods often simplify human tissues as water for nuclear reactions,disregarding their true elemental composition and thereby potentially compromising calculation accuracy.Consequently,this study developed the program g MCAP(GPU-based proton MC Algorithm for Proton therapy),incorporating precise discrete interactions,and established a refined nuclear reaction model(REFINED)that considers the actual materials of the human body.Compared to the approximate water model(APPROX),the REFINED model demonstrated an improvement in calculation accuracy of 3%.In particular,in high-density tissue regions,the maximum dose deviation between the REFINED and APPROX models was up to 15%.In summary,the g MCAP program can efficiently simulate 1 million protons within 1 s while significantly enhancing dose calculation accuracy in high-density tissues,thus providing a more precise and efficient engine for proton radiotherapy dose calculations in clinical practice. 展开更多
关键词 Monte Carlo simulation Proton therapy Dose calculation GPU GEANT4
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Preliminary results of a Compton camera based on a single 3D position-sensitive CZT detector 被引量:5
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作者 Yi-Lin Liu Jian-Qiang Fu +3 位作者 Yu-Lan Li Yuan-Jing Li Xu-Ming Ma Lan Zhang 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第10期210-220,共11页
A Compton camera prototype has been developed using a pixelated CZT detector with 4-by-4 pixels.Signals of the detector are read out by a VASTAT ASIC that is controlled by a self-developed DAQ board. The DAQ software ... A Compton camera prototype has been developed using a pixelated CZT detector with 4-by-4 pixels.Signals of the detector are read out by a VASTAT ASIC that is controlled by a self-developed DAQ board. The DAQ software is developed using LabVIEW, and the offline Compton imaging codes are written in C++. The prototype has been successfully calibrated, and its capabilities for source detection, spectroscopy, and Compton imaging have been demonstrated using a Cs-137 source.The angular resolution of the 662 keV line is 36° FWHM for the simple back-projection method and 9.6° FWHM for the MLEM reconstruction method. The system is ready to be extended to 11-by-11 pixels in the future, and a better imaging quality can be expected due to the better relative position resolution. 展开更多
关键词 COMPTON imaging 3D POSITION-SENSITIVE technique CZT DETECTOR
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Development of spectrum unfolding code for multi-sphere neutron spectrometer using genetic algorithms 被引量:4
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作者 王鑫 张辉 +4 位作者 武祯 曾志 李君利 邱睿 李春艳 《Nuclear Science and Techniques》 SCIE CAS CSCD 2014年第A01期36-41,共6页
关键词 中子谱仪 遗传算法 谱展开 开发 代码 中子能谱仪 蒙特卡罗模拟 搜索空间
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Study of a GPU-based parallel computing method for the Monte Carlo program 被引量:2
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作者 罗志飞 邱睿 +3 位作者 李明 武祯 曾志 李君利 《Nuclear Science and Techniques》 SCIE CAS CSCD 2014年第A01期27-30,共4页
关键词 并行计算方法 蒙特卡罗程序 GPU GEANT4 模拟程序 蒙特卡洛方法 并行处理能力 图形处理单元
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CMGC: a CAD to Monte Carlo geometry conversion code 被引量:4
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作者 Xin Wang Jun-Li Li +4 位作者 Zhen Wu Shen-Shen Gao Rui Qiu Li Deng Gang Li 《Nuclear Science and Techniques》 SCIE CAS CSCD 2020年第8期104-115,共12页
Automatic conversion from a computer-aided design(CAD) model to Monte Carlo geometry is one of the most effective methods for large-scale and detailed Monte Carlo modeling. The CAD to Monte Carlo geometry converter(CM... Automatic conversion from a computer-aided design(CAD) model to Monte Carlo geometry is one of the most effective methods for large-scale and detailed Monte Carlo modeling. The CAD to Monte Carlo geometry converter(CMGC) is a newly developed conversion code based on the boundary representation to constructive solid geometry(BRep→CSG) conversion method. The goal of the conversion process in the CMGC is to generate an appropriate CSG representation to achieve highly efficient Monte Carlo simulations. We designed a complete solid decomposition scheme to split a complex solid into as few nonoverlapping simple sub-solids as possible. In the complete solid decomposition scheme, the complex solid is successively split by so-called direct, indirect, and auxiliary splitting surfaces. We defined the splitting edge and designed a method for determining the direct splitting surface based on the splitting edge, then provided a method for determining indirect and auxiliary splitting surfaces based on solid vertices. Only the sub-solids that contain concave boundary faces need to be supplemented with auxiliary surfaces because the solid is completely decomposed, which will reduce the redundancy in the CSG expression. After decomposition, these sub-solids are located on only one side of their natural and auxiliary surfaces;thus, each sub-solid can be described by the intersections of a series of half-spaces or geometrical primitives. The CMGC has a friendly graphical user interface and can convert a CAD model into geometry input files for several Monte Carlo codes. The reliability of the CMGC was evaluated by converting several complex models and calculating the relative volume errors. Moreover, JMCT was used to test the efficiency of the Monte Carlo simulation. The results showed that the converted models performed well in particle transport calculations. 展开更多
关键词 Monte Carlo CAD Geometry converter Complete solid decomposition
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Surface metallization of PTFE and PTFE composites by ion implantation for low-background electronic substrates in rare-event detection experiments 被引量:2
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作者 Shao-Jun Zhang Yuan-Yuan Liu +5 位作者 Sha-Sha Lv Jian-Ping Cheng Bin Liao Pan Pang Zhi Deng Li He 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2022年第7期37-47,共11页
Polytetrafluoroethylene(PTFE)is a low-background polymer that is applied to several applications in rare-event detection and underground low-background experiments.PTFE-based electronic substrates are important for re... Polytetrafluoroethylene(PTFE)is a low-background polymer that is applied to several applications in rare-event detection and underground low-background experiments.PTFE-based electronic substrates are important for reducing the detection limit of high-purity germanium detectors and scintillator calorimeters,which are widely applied in dark matter and 0υββdetection experiments.The traditional adhesive bonding method between PTFE and copper is not conducive to working in liquid nitrogen and extremely low-temperature environments.To avoid adhesive bonding,PTFE must be processed for surface metallization owing to the mismatch between the PTFE and copper conductive layer.Low-background PTFE matrix composites(m-PTFE)were selected to improve the electrical and mechanical properties of PTFE by introducing SiO_(2)/TiO_(2) particles.The microstructures,surface elements,and electrical properties of PTFE and m-PTFE were characterized and analyzed following ion implantation.PTFE and m-PTFE surfaces were found to be broken,degraded,and cross-linked by ion implantation,resulting in C=C conjugated double bonds,increased surface energy,and increased surface roughness.Comparably,the surface roughness,bond strength,and conjugated double bonds of m-PTFE were significantly more intense than those of PTFE.Moreover,the interface bonding theory between PTFE and the metal copper foil was analyzed using the direct metallization principle.Therefore,the peel strength of the optimized electronic substrates was higher than that of the industrial standard at extremely low temperatures,while maintaining excellent electrical properties. 展开更多
关键词 Surface modification Polytetrafluoroethylene Ion implantation Surface metallization Low temperature resistance
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Efficient Terahertz Photoconductive Emitters with Improved Electrode Structures
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作者 Ying-Xin Wang Yi-Jie Niu +2 位作者 Wei Cheng Zhi-Qiang Li Zi-Ran Zhao 《Journal of Electronic Science and Technology》 CAS 2014年第2期156-160,共5页
We present the design, fabrication, and characterization of two new types of terahertz photoconductive emitters. One has an asymmetric four-contact electrode structure and the other has an arc-shaped electrode structu... We present the design, fabrication, and characterization of two new types of terahertz photoconductive emitters. One has an asymmetric four-contact electrode structure and the other has an arc-shaped electrode structure, which are all modified from a traditional strip line antenna. Numerical simulations and real experiments confirm the good performance of the proposed antennas. An amplitude increase of about 40% is experimentally observed for the terahertz signals generated from the new structures. The special electrode structure and its induced local bias field enhancement are responsible for this radiation efficiency improvement. Our work demonstrates the feasibility of developing highly efficient terahertz photoconductive emitters by optimizing the electrode structure. 展开更多
关键词 Electrode structure photoconductive antenna radiation efficiency TERAHERTZ
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Tuning and Cold Test of a Four-Vane RFQ with Ramped Inter-Vane Voltage for the Compact Pulsed Hadron Source
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作者 XING Qing-Zi DU Lei +9 位作者 ZHENG Shu-Xin GUAN Xia-Ling LI Jian CAI Jin-Chi GONG Cun-Kui WANG Xue-Wu TANG Chuan-Xiang James Billen James Stovall Lloyd Young 《Chinese Physics Letters》 SCIE CAS CSCD 2013年第5期48-51,共4页
A four-vane radio-frequency quadrupole(RFQ)accelerator is under construction for the Compact Pulsed Hadron Source(CPHS)project at Tsinghua University.The 3 m-long RFQ will accelerate a 50 keV proton beam from the ECR ... A four-vane radio-frequency quadrupole(RFQ)accelerator is under construction for the Compact Pulsed Hadron Source(CPHS)project at Tsinghua University.The 3 m-long RFQ will accelerate a 50 keV proton beam from the ECR source to 3 MeV,and deliver it to the downstream drift tube linac(DTL)with a peak current of 50 mA,pulse length of 0.5 ms and beam duty factor of 2.5%.The inter-vane voltage is designed to increase with the longitudinal position to produce a short RFQ.Coupling plates are therefore not necessary.The cavity cross section and vane-tip geometry are tailored as a function of the longitudinal position,while limiting the peak surface electric field to 1.8 Kilpatrick.The RFQ is designed,manufactured,and installed at Tsinghua University.We also present the tuning and cold test results of the RFQ accelerator.After final tuning,the relative error of the quadrupole field is within 2%,and the admixture of the two dipole modes are less than 2%of the quadrupole mode. 展开更多
关键词 beam VAN CAVITY
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Research on inversion method for complex source-term distributions based on deep neural networks
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作者 Yi‑Sheng Hao Zhen Wu +3 位作者 Yan‑Heng Pu Rui Qiu Hui Zhang Jun‑Li Li 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2023年第12期159-176,共18页
This study proposes a source distribution inversion convolutional neural network (SDICNN), which is deep neural network model for the inversion of complex source distributions, to solve inversion problems involving fi... This study proposes a source distribution inversion convolutional neural network (SDICNN), which is deep neural network model for the inversion of complex source distributions, to solve inversion problems involving fixed-source distributions. A function is developed to obtain the distribution information of complex source terms from radiation parameters at individual sampling points in space. The SDICNN comprises two components:a fully connected network and a convolutional neural network. The fully connected network mainly extracts the parameter measurement information from the sampling points,whereas the convolutional neural network mainly completes the fine inversion of the source-term distribution. Finally, the SDICNN obtains a high-resolution source-term distribution image. In this study, the proposed source-term inversion method is evaluated based on typical geometric scenarios. The results show that, unlike the conventional fully connected neural network, the SDICNN model can extract the two-dimensional distribution features of the source terms, and its inversion results are better. In addition, the effects of the shielding mechanism and number of sampling points on the inversion process are examined. In summary, the result of this study can facilitate the accurate assessment of dose distributions in nuclear facilities. 展开更多
关键词 Source term inversion Monte Carlo Artificial intelligence Neural network
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Multi-frame speckle reduction in OCT using supercontinuum pumped by noise-like pulses
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作者 Chengming Wang Yi-Jing You +8 位作者 Shengnan Ai Wenxin Zhang Wenchao Liao Xiao Zhang Juicheng Hsieh Ning Zhang Bihua Tang Ci-Ling Pan Ping Xue 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2019年第2期86-92,共7页
In most coherent imaging modality,speckle noise is a major cause that blurs the boundary of tissues and degrades the image contrast.By utilizing the unique properties of supercontinuum(SC)generated by noise-like pulse... In most coherent imaging modality,speckle noise is a major cause that blurs the boundary of tissues and degrades the image contrast.By utilizing the unique properties of supercontinuum(SC)generated by noise-like pulses(NLPs)and a simple multi-frame averaging technique,we achieved significant speckle reduction in spectral domain optical coherence tomography(SD-OCT).We quantitatively compared the speckle of our proposed method with those of conventional swept source OCT(SS-OCT)and SD-OCT based on commercial light sources.The experimental results show that SC pumped by NLPs combined with noncoherent averaging method achieves better denoising performance in terms of contrast to noise ratio(CNR). 展开更多
关键词 Noise-like pulses supercontinuum generation speckle reduction optical coherence tomography
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Research on a Monte Carlo global variance reduction method based on an automatic importance sampling method 被引量:2
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作者 Yi-Sheng Hao Zhen Wu +3 位作者 Shen-Shen Gao Rui Qiu Hui Zhang Jun-Li Li 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第5期200-215,共16页
Global variance reduction is a bottleneck in Monte Carlo shielding calculations.The global variance reduction problem requires that the statistical error of the entire space is uniform.This study proposed a grid-AIS m... Global variance reduction is a bottleneck in Monte Carlo shielding calculations.The global variance reduction problem requires that the statistical error of the entire space is uniform.This study proposed a grid-AIS method for the global variance reduction problem based on the AIS method,which was implemented in the Monte Carlo program MCShield.The proposed method was validated using the VENUS-Ⅲ international benchmark problem and a self-shielding calculation example.The results from the VENUS-Ⅲ benchmark problem showed that the grid-AIS method achieved a significant reduction in the variance of the statistical errors of the MESH grids,decreasing from 1.08×10^(-2) to 3.84×10^(-3),representing a 64.00% reduction.This demonstrates that the grid-AIS method is effective in addressing global issues.The results of the selfshielding calculation demonstrate that the grid-AIS method produced accurate computational results.Moreover,the grid-AIS method exhibited a computational efficiency approximately one order of magnitude higher than that of the AIS method and approximately two orders of magnitude higher than that of the conventional Monte Carlo method. 展开更多
关键词 Monte Carlo Global variance reduction Reactor shielding Automatic importance sampling
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基于直线返波型加速管的大功率辐照加速器研制
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作者 史浩 施嘉儒 +7 位作者 刘耀红 刘晋升 张亮 查皓 陈怀璧 韩志伟 贾玮 郭立云 《现代应用物理》 2024年第5期72-80,共9页
针对产业的快速发展及用户端对辐照加速器提高单位产能、节约成本、丰富功能性等方面的迫切需求,研制一款新型高功率、高效率且电子束可调的电子辐照加速器系统。首先引入了等梯度返波管的设计概念,对缩短建场时间、降低功率反射和提升... 针对产业的快速发展及用户端对辐照加速器提高单位产能、节约成本、丰富功能性等方面的迫切需求,研制一款新型高功率、高效率且电子束可调的电子辐照加速器系统。首先引入了等梯度返波管的设计概念,对缩短建场时间、降低功率反射和提升加速结构分流阻抗以及解决束流崩溃问题进行了探索和研究,采用了HFSS对返波加速管进行了3维电磁场仿真,并制造了加速管实物。大功率固态调制器采用Marx发生器形式,采用零电流开关(zero current switch,ZCS)充电,结合FPGA控制绝缘栅双极晶体管(insulate-gate bipolar transistor,IGBT)形成脉冲高压。最终以返波加速管为核心,匹配微波系统、扫描系统、固态脉冲调制器系统等,完成了辐照加速器系统的研制。测试结果表明,系统能量为10.28 MeV,一般工况的功率为24.672 kW,最大功率为28.4 kW,满足设计要求。直线返波加速管配合大功率固态调制器研制的辐照加速器系统技术方案可行,形成的产品实现应用,为电子束辐照技术的发展提供了有力的支撑。 展开更多
关键词 电子辐照加速器 返波型加速结构 磁耦合 等梯度 MARX发生器 固态调制器
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基于智能化的机械设备设计方法研究 被引量:1
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作者 韩文学 《高科技与产业化》 2024年第8期66-67,共2页
在科学技术快速发展的今天,智能化技术已经逐渐深入到了各工业领域中,机械设备设计自然也不例外。因此,探索以智能化为基础的机械设备设计方法就成了提高设计效率,降低成本和提高产品竞争力的一个重要手段。笔者对智能优化算法、机器学... 在科学技术快速发展的今天,智能化技术已经逐渐深入到了各工业领域中,机械设备设计自然也不例外。因此,探索以智能化为基础的机械设备设计方法就成了提高设计效率,降低成本和提高产品竞争力的一个重要手段。笔者对智能优化算法、机器学习模型以及多目标优化策略等在机械设备设计过程中的运用进行探究,从而为建立高效智能设计体系提供参考。 展开更多
关键词 机械设备 智能优化算法 机器学习模型 多目标优化策略
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基于深度学习的交通事件检测系统设计 被引量:1
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作者 屠康 马倩芳 《无线互联科技》 2024年第3期63-65,共3页
建立完善的交通事件检测系统,已经成为我国智能交通系统的重要组成部分。文章从数据和算法2个方面深入分析了交通事件检测场景特征,设计了一种基于深度学习的交通事件检测系统。文章提出了一种混合架构的联合学习网络,通过综合利用ViT和... 建立完善的交通事件检测系统,已经成为我国智能交通系统的重要组成部分。文章从数据和算法2个方面深入分析了交通事件检测场景特征,设计了一种基于深度学习的交通事件检测系统。文章提出了一种混合架构的联合学习网络,通过综合利用ViT和Swin Transformer的优势解决了图像多标签分类问题的挑战;设计了一系列数据增强方法,应对数据不平衡性对深度学习模型的影响,并有效缓解了模型过拟合问题。实验结果表明,该系统在交通事件检测中具有更好的准确性和泛化能力,已应用到多个实际项目并取得了良好的应用效果。 展开更多
关键词 交通事件检测 深度学习 对抗生成网络 TRANSFORMER
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深度学习与大数据的矿物智能分选技术研究
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作者 卞振华 《高科技与产业化》 2024年第8期64-65,共2页
研究旨在探索深度学习与大数据在矿物智能分选技术中的应用方式,评估不同数据集上的分类性能,并提出改善方案,以实现矿物分选过程的准确性和效率的最优化。
关键词 深度学习 大数据 矿物智能分选 准确率
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