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The development of real time data driving multi-axis linkage and synergic movement control system of 3D variable cross-section roll forming machine 被引量:3
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作者 管延智 Li Qiang +2 位作者 Wang Haibo Yang Zhenfeng Zheng Yuting 《High Technology Letters》 EI CAS 2013年第3期261-266,共6页
The three dimensional variable cross-section roll forming is a kind of new metal forming technol- ogy which combines large forming force, multi-axis linkage movement and space synergic movement, and the sequential syn... The three dimensional variable cross-section roll forming is a kind of new metal forming technol- ogy which combines large forming force, multi-axis linkage movement and space synergic movement, and the sequential synergic movement of the ganged roller group is used to complete the metal sheet forming according to the shape of the complicated and variable forming part data. The control system should meet the demands of quick response to the test requirements of the product part. A new kind of real time data driving multi-axis linkage and synergic movement control strategy of 3D roll forming is put forward in the paper. In the new control strategy, the forming data are automatically generated according to the shape of the parts, and the multi-axis linkage movement together with cooperative motion among the six stands of the 3D roll forming machine is driven by the real-time information, and the control nodes are also driven by the forming data. The new control strategy is applied to a 48 axis 3D roll forming machine developed by our research center, and the control servo period is less than 10ms. A forming experiment of variable cross section part is carried out, and the forming preci- sion is better than + 0.5mm by the control strategy. The result of the experiment proves that the control strategy has significant potentiality for the development of 3D roll forming production line with large scale, multi-axis ganged and svner^ic movement 展开更多
关键词 real time data driving variable cross-section roll forming multi-axis ganged synergic movement
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New measurement of ^(63)Cu(γ,n)^(62)Cu cross-section using quasi-monoenergeticγ-ray beam
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作者 Zhi-Cai Li Zi-Rui Hao +16 位作者 Qian-Kun Sun Yu-Long Shen Long-Xiang Liu Hang-Hua Xu Yue Zhang Pu Jiao Meng-Die Zhou Yu-Xuan Yang Sheng Jin Kai-Jie Chen Zhen-Wei Wang Shan Ye Xin-Xiang Li Chun-Wang Ma Hong-Wei Wang Gong-Tao Fan Wen Luo 《Nuclear Science and Techniques》 2025年第2期131-140,共10页
We present new data on the^(63)Cu(γ,n)cross-section studied using a quasi-monochromatic and energy-tunableγbeam produced at the Shanghai Laser Electron Gamma Source to resolve the long-standing discrepancy between e... We present new data on the^(63)Cu(γ,n)cross-section studied using a quasi-monochromatic and energy-tunableγbeam produced at the Shanghai Laser Electron Gamma Source to resolve the long-standing discrepancy between existing measurements and evaluations of this cross-section.Using an unfolding iteration method,^(63)Cu(γ,n)data were obtained with an uncertainty of less than 4%,and the inconsistencies between the available experimental data were discussed.Theγ-ray strength function of^(63)Cu(γ,n)was successfully extracted as an experimental constraint.We further calculated the cross-section of the radiative neutron capture reaction^(62)Cu(n,γ)using the TALYS code.Our calculation method enables the extraction of(n,γ)cross-sections for unstable nuclides. 展开更多
关键词 ^(63)Cu(γ n)reaction cross-section data Quasi-monochromaticbeam Radiative neutron capture reaction
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A novel method for measuring carrier lifetime and capture cross-section by using the negative resistance I-V characteristics of a barrier-type thyristor
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作者 李海蓉 李思渊 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2010年第8期65-69,共5页
A brand new and feasible method for measuring the carrier lifetime and capture cross-section of a barrier by using the negative resistance segment of the I-V characteristics of a barrier-type thyristor(BTH) is put f... A brand new and feasible method for measuring the carrier lifetime and capture cross-section of a barrier by using the negative resistance segment of the I-V characteristics of a barrier-type thyristor(BTH) is put forward.The measuring principle and calculation method are given.The BTH samples are experimentally measured and the results are analyzed in detail. 展开更多
关键词 carrier lifetime capture cross-section barrier-type thyristor
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Bayesian Estimation of Population Size via Capture-Recapture Model with Time Variation and Behavioral Response
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作者 Xiaoyin Wang Zhuoqiong He Dongchu Sun 《Open Journal of Ecology》 2015年第1期1-13,共13页
We consider the problem of population estimation using capture-recapture data, where capture probabilities can vary between sampling occasions and behavioural responses. The original model is not identifiable without ... We consider the problem of population estimation using capture-recapture data, where capture probabilities can vary between sampling occasions and behavioural responses. The original model is not identifiable without further restrictions. The novelty of this article is to expand the current research practice by developing a hierarchical Bayesian approach with the assumption that the odds of recapture bears a constant relationship to the odds of initial capture. A real-data example of deer mice population is given to illustrate the proposed method. Three simulation studies are developed to inspect the performance of the proposed Bayesian estimates. Compared with the maximum likelihood estimates discussed in Chao et al. (2000), the hierarchical Bayesian estimate provides reasonably better population estimation with less mean square error;moreover, it is sturdy to underline relationship between the initial and re-capture probabilities. The sensitivity study shows that the proposed Bayesian approach is robust to the choice of hyper-parameters. The third simulation study reveals that both relative bias and relative RMSE approach zero as population size increases. A R-package is developed and used in both data example and simulation. 展开更多
关键词 BAYES ESTIMATION BEHAVIOURAL Response capture-REcapture MODEL Gibbs Sampling Hierarchical Prior POPULATION ESTIMATION time Variation
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Capture and fission analysis of various superheavy isotopes with ACN=258-280
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作者 Gurjit Kaur Manoj K Sharma 《Communications in Theoretical Physics》 SCIE CAS CSCD 2020年第2期65-74,共10页
The capture and fission analysis of heavy ion induced fusion reactions leading to the formation of Z=107-111 superheavy nuclei has been carried out.Attempts have been made to analyze the synthesis traits,such as excit... The capture and fission analysis of heavy ion induced fusion reactions leading to the formation of Z=107-111 superheavy nuclei has been carried out.Attempts have been made to analyze the synthesis traits,such as excitation functions,formation probabilities,barrier characteristics etc.The l-summed Wong model provides a decent description of available data on capture(σCap)and fusion-fission(σff)cross-sections and hence is exploited to make relevant predictions for future experiments.The capture and fusion-fission excitation functions are predicted for the least explored region of superheavy nuclei(SHN)i.e.Z=107-111.The role of massasymmetry(η),Coulomb factor(ZPZT)deformation and orientations,Businari-Gallone massasymmetry(αBG)fission barrier(Bf)etc is duly explored.The present study concludes that the mass-asymmetric reactions involving 24Mg,30Si,and 36S projectiles are preferred for the synthesis of unknown isotopes of Z=107-111.Alternatively,the doubly magic 48Ca-projectile also provides a competing alternative to produce neutron-rich isotopes of the abovementioned SHN. 展开更多
关键词 capture and FISSION cross-section compound nucleus formation probability QUASI-FISSION
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Cross-sections of the ^(238)U(n,γ) ^(239)U reaction in the 3.0-7.0 MeV energy region measured by relative activation method
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作者 温淳 韩正 罗小兵 《Chinese Physics C》 SCIE CAS CSCD 2023年第2期107-115,共9页
The reaction cross-sections of^(238)U(n,γ)^(239)U have been experimentally determined at neutron energies of6.117±0.119 MeV,4.626±0.086 MeV,and 3.622±0.348 MeV employing the relative activation approac... The reaction cross-sections of^(238)U(n,γ)^(239)U have been experimentally determined at neutron energies of6.117±0.119 MeV,4.626±0.086 MeV,and 3.622±0.348 MeV employing the relative activation approach along with the off-line γ-ray spectroscopy method.The D(d,n)3He reaction was utilized to obtain monoenergetic neutrons of the required energy,and the^(197)Au(n,γ)^(198)Au reaction cross-sections were adopted as the referential standard to ascertain the neutron capture cross-sections of^(238)U.Furthermore,the effects of low-energy scattered neutrons,neutron fluence fluctuations,counting of geometric corrections when measuring γ-rays,and neutron and γ-ray self-absorption caused by the sample thickness have been considered and revised in the present work.For a comparison with experimental results,the cross-sections of the^(238)U(n,γ)^(239)U reaction were calculated theoretically with the original parametric TALYS-1.9 program.The experimental measurements were in contrast to previous experimental re sults and the evaluation data available for ROSFOND-2010,CENDL-3.2 and ENDF/B-VIII.0. 展开更多
关键词 ^(238)U(n γ)^(239)U reaction neutron capture cross-sections off-lineγ-rays spectroscopy method TALYS-1.9 program
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Modification of CaO-based sorbents prepared from calcium acetate for CO_2 capture at high temperature 被引量:9
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作者 Xiaotong Liu Junfei Shi +2 位作者 Liu He Xiaoxun Ma Shisen Xu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第5期572-580,共9页
CaO-based sorbent is considered to be a promising candidate for capturing CO_2 at high temperature. However,the adsorption capacity of CaO decreases sharply with the increase of the carbonation/calcination cycles. In ... CaO-based sorbent is considered to be a promising candidate for capturing CO_2 at high temperature. However,the adsorption capacity of CaO decreases sharply with the increase of the carbonation/calcination cycles. In this study, CaO was derived from calcium acetate(CaAc_2), which was doped with different elements(Mg, Al,Ce, Zr and La) to improve the cyclic stability. The carbonation conversion and cyclic stability of sorbents were tested by thermogravimetric analyzer(TGA). The sorbents were characterized by N_2 isothermal adsorption measurements, scanning electron microscopy(SEM) and X-ray diffraction(XRD). The results showed that the cyclic stabilities of all modified sorbents were improved by doping elements, while the carbonation conversions of sorbents in the 1st cycle were not increased by doping different elements. After 22 cycles, the cyclic stabilities of CaO–Al, CaO–Ce and CaO–La were above 96.2%. After 110 cycles, the cyclic stability of CaO–Al was still as high as 87.1%. Furthermore, the carbonation conversion was closely related to the critical time and specific surface area. 展开更多
关键词 CO2 capture CaO-based sorbent Carbonation conversion Cyclic stability Critical time Mesoporous structure
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Research on a Method to Increase Waveform Capture Rate
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作者 Qin-chuan Zhang Min Li 《通讯和计算机(中英文版)》 2011年第12期1101-1107,共7页
关键词 波形捕获速率 数字存储示波器 随机过程理论 波形检测 映射技术 统计直方图 外部存储器 捕获率
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一种豇豆重花叶病毒IC-RT real-time PCR检测方法的建立 被引量:3
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作者 李彬 粟寒 +2 位作者 吴翠萍 周明华 安榆林 《浙江大学学报(农业与生命科学版)》 CAS CSCD 北大核心 2010年第5期491-496,共6页
为建立豇豆重花叶病毒(Cowpeasevere mosaic virus,CPSMV)免疫捕获-反转录-实时荧光(IC-RTreal-time)PCR分子检测方法,利用从ATCC和DSMZ引进的CPSMV标准毒株,先建立CPSMVRTreal-time PCR检测方法;在此基础上,建立用于CPSMV检测的IC-RTre... 为建立豇豆重花叶病毒(Cowpeasevere mosaic virus,CPSMV)免疫捕获-反转录-实时荧光(IC-RTreal-time)PCR分子检测方法,利用从ATCC和DSMZ引进的CPSMV标准毒株,先建立CPSMVRTreal-time PCR检测方法;在此基础上,建立用于CPSMV检测的IC-RTreal-time PCR方法.结果表明:IC-RTreal-time PCR方法的灵敏度可达500 pg叶组织;该方法具有特异性好、灵敏度高、操作简便等优点,省去了RNA的提取过程,适用于豇豆等豆类种子及种苗中对豇豆重花叶病毒的快速检测. 展开更多
关键词 豇豆重花叶病毒 免疫捕获反转录 实时荧光PCR
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基于机载激光通信的扫描捕获优化设计
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作者 丁泽均 俞建杰 +1 位作者 陈怡 邬佳杰 《计算机测量与控制》 2026年第1期118-124,133,共8页
为适应机载激光通信的平台特殊情况,分析了各类扫描捕获方案并选取了最适合机载平台激光通信的方案;为避免光斑在边缘捕获容易丢失的情况,采用了设置进视场的方式对捕获的方法进行优化,为避免扫描捕获时间过长,采用了对扫描端分区分速... 为适应机载激光通信的平台特殊情况,分析了各类扫描捕获方案并选取了最适合机载平台激光通信的方案;为避免光斑在边缘捕获容易丢失的情况,采用了设置进视场的方式对捕获的方法进行优化,为避免扫描捕获时间过长,采用了对扫描端分区分速的方法进行优化;经理论分析该方案使得光斑最终捕获的位置更加靠近视场中心,避免光斑因无人机振动等平台限制而出现光斑异常丢失的情况,且随着双端距离的不同以及光斑相对于不确定区域中心的距离差异最终扫描捕获时间优化效果呈现正相关,经实验测试该方案实现了一定程度的有益效果,在避免光斑由于无人机抖动而意外丢失的前提下相较于传统方式加快15%左右的扫描捕获时间,满足了实际情况下的应用需求。 展开更多
关键词 激光通信 机载平台 扫描 捕获 方案流程 扫描时间
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基于脉冲耦合神经网络的滚动轴承振动故障诊断方法研究
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作者 艾辛平 乔永利 +2 位作者 申礼 姚玉东 田晶 《航天制造技术》 2026年第1期70-78,共9页
滚动轴承作为航空发动机转子和火箭发动机转轴的重要零件,因工作条件苛刻而故障多发,且危害较大,对其进行准确的故障诊断具有重要意义。首先,对脉冲耦合神经网络(PCNN)进行简化和改进,分析其脉冲耦合特性,建立了基于线性衰减权重动态门... 滚动轴承作为航空发动机转子和火箭发动机转轴的重要零件,因工作条件苛刻而故障多发,且危害较大,对其进行准确的故障诊断具有重要意义。首先,对脉冲耦合神经网络(PCNN)进行简化和改进,分析其脉冲耦合特性,建立了基于线性衰减权重动态门限的二值图像一维化处理方法,提出了以各故障捕获比序列作为滚动轴承振动故障特征。然后,通过设置PCNN的相关参数,探究耦合连接强度对类间方差的影响,确定出耦合连接强度取值,并进行敏感性分析;采用局部线性嵌入算法(LLE)对高维捕获比序列进行降维,以故障样本集间的欧式距离为判据,确定出最优嵌入维度与最近邻样本个数。最后,利用PCNN进行特征提取和LLE降维,分别采用KNN、RF、Adaboost 3种分类器对4种轴承故障进行诊断与比较,进一步提高了轴承故障诊断的正确率,为航空和火箭发动机滚动轴承故障诊断提供了一个有效的方法。 展开更多
关键词 时频分析 脉冲耦合神经网络 捕获比序列 局部线性嵌入 滚动轴承 故障诊断
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飞行时间三维成像技术的现状及展望
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作者 万松 熊良磊 +2 位作者 鞠昀 南卓江 陶卫 《自动化仪表》 2026年第2期1-8,15,共9页
随着新一代智能感知技术的升级与发展,飞行时间(ToF)成像技术作为热点的非接触式测量成像技术,具有工作范围大、空间分辨力高、实时性好等优势。首先,介绍ToF成像技术的测量成像原理。然后,归纳、总结在三维测量与成像过程中的关键技术... 随着新一代智能感知技术的升级与发展,飞行时间(ToF)成像技术作为热点的非接触式测量成像技术,具有工作范围大、空间分辨力高、实时性好等优势。首先,介绍ToF成像技术的测量成像原理。然后,归纳、总结在三维测量与成像过程中的关键技术。最后,详细介绍ToF三维成像技术在智能制造、智慧医疗、自动驾驶、消费电子等领域的应用。结合现阶段ToF三维成像技术亟需解决的难题,为研究人员提供坚实而全面的理论依据。简析ToF三维成像技术应用前景与发展方向,为后续针对ToF三维成像技术的研究提供可行方向与路径。 展开更多
关键词 三维成像 飞行时间 光源调制 反射捕获 点云重建 智能感知及应用
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基于图像识别的提升绳缺陷识别、定位与实时捕捉方法
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作者 周剑波 宋长颖 申辉 《能源与节能》 2026年第2期39-41,45,共4页
提升绳是矿井、电梯等系统的关键承载部件,其安全性至关重要。针对传统检测方法实时性差、误报率高的问题,构建了基于图像识别的提升绳缺陷识别-定位-联动系统。该系统通过结构先验设定ROI(Region of Interest,感兴趣区域),采用多尺度... 提升绳是矿井、电梯等系统的关键承载部件,其安全性至关重要。针对传统检测方法实时性差、误报率高的问题,构建了基于图像识别的提升绳缺陷识别-定位-联动系统。该系统通过结构先验设定ROI(Region of Interest,感兴趣区域),采用多尺度融合模型提升识别精度,结合绳体几何映射与时序跟踪实现动态捕捉与稳定复核,并在控制层实现分级联动。现场验证表明,该系统识别准确率高、误报率低,具备良好的工程适应性。 展开更多
关键词 图像识别 提升绳 缺陷检测 定位 实时捕捉 智能监测
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实时频谱分析仪全捕获最小脉宽幅度比校准方法探究
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作者 姜琳 于文婷 +2 位作者 刘群 赵航 葛笑佳 《科技创新与应用》 2026年第6期160-162,166,共4页
在使用实时频谱分析仪检测信号时,检测到的信号会出现突发变化、跳频这一时变特性。频谱分析仪目前在部队检定规程是使用GJB 8805—2015《宽频带频谱分析仪检定规程》,该规程主要针对扫频式频谱分析仪和矢量信号分析仪,无法对频谱分析... 在使用实时频谱分析仪检测信号时,检测到的信号会出现突发变化、跳频这一时变特性。频谱分析仪目前在部队检定规程是使用GJB 8805—2015《宽频带频谱分析仪检定规程》,该规程主要针对扫频式频谱分析仪和矢量信号分析仪,无法对频谱分析仪的实时性加以计量。实时频谱分析仪能测量时变这个特点,可以对其全捕获最小脉宽幅度比这个参数进行测量,该文针对其校准方法进行实验验证和不确定度分析与评定。 展开更多
关键词 实时频谱分析仪 全捕获最小脉宽幅度比 射频技术 脉冲宽度 信号
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基于模块化设计的LNG船碳捕集系统优化方案
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作者 辛宇亮 《造船技术》 2026年第1期44-46,61,共4页
采用模块化设计方法对液化天然气(Liquefied Natural Gas,LNG)船碳捕集系统进行优化。优化方案包括模块维护流程简化、能效优化策略集成、系统快速化部署和储存模块空间利用优化。对LNG船碳捕集系统优化方案进行不同运行条件下的多组测... 采用模块化设计方法对液化天然气(Liquefied Natural Gas,LNG)船碳捕集系统进行优化。优化方案包括模块维护流程简化、能效优化策略集成、系统快速化部署和储存模块空间利用优化。对LNG船碳捕集系统优化方案进行不同运行条件下的多组测试。结果表明,基于模块化设计的LNG船碳捕集系统在碳捕集效率、系统稳定性和营运成本方面均具有良好的改进,具备较强的应用前景。 展开更多
关键词 液化天然气船 碳捕集系统 模块化设计 能耗 实时部署算法 空间利用
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phenotype-independent“label-capture-release”process for isolating viable circulating tumor cells in real-time drug susceptibility testing
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作者 Zhiqi Lao Xiaoxue Ren +8 位作者 Dehua Zhuang Lingxia Xie Yucong Zhang Wei Li Yue Chen Penghui Li Liping Tong Paul K.Chu Huaiyu Wang 《The Innovation》 2025年第5期64-73,63,共11页
Although various strategies have been proposed for enrichment of circulating tumor cells(CTCs),the clinical outcomes of CTC detection are far from satisfactory.The prevailingmethodologies for CTC detection are general... Although various strategies have been proposed for enrichment of circulating tumor cells(CTCs),the clinical outcomes of CTC detection are far from satisfactory.The prevailingmethodologies for CTC detection are generally oriented towardnaturallyoccurring targets;however,misdetection and interference are prevalent due to the diverse phenotypes and subpopulations of CTCs,which are highly heterogeneous.Here,a CTC isolation system based on the“labelcapture-release”process is demonstrated for the precise and highly efficient enrichment of CTCs fromclinical blood samples.On the basis of the abnormal glycometabolism of tumor cells,the surface of CTCs can be decorated with artificial azido groups.By utilizing bio-orthogonal plates designed with dibenzocyclooctane(DBCO)and disulfide groups,withthe aid of anti-fouling effects,CTCs labeled with azido groups can be captured through a copper-free click reaction and subsequently released via disulfide reduction.The technique has been shown to label tumor cells with the epithelial cell adhesion molecule(EpCAM)+and EpCAM~phenotypes in both adherent and suspended states.Moreover,it effectively isolates all epithelial,interstitial,and hybrid phenotypes of CTCs from clinical blood samples collected from dozens of patients across more than 10 cancer types.Compared to the clinically approved CTC detection system,our strategy demonstrates superior performance from the perspective of broad-spectrum and accurate recognition of heterogeneous CTCs.More importantly,most of the captured CTCs can be released with the retention of living activity,making this technique well suited for downstream applications such as drug susceptibility tests involving viable CTCs. 展开更多
关键词 circulating tumor cells ctcs bio orthogonal click reaction label capture release real time drug susceptibility testing isolation system disulfide reduction phenotype independent circulating tumor cells
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多时间尺度下考虑源-荷协同降碳的综合能源系统分布鲁棒低碳调度 被引量:3
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作者 杨茂 朱一丹 +4 位作者 于欣楠 苏欣 王宇鑫 王金鑫 刘俊良 《电力自动化设备》 北大核心 2025年第2期34-42,共9页
为了降低综合能源系统运行过程中的碳排放水平,并考虑源-荷不确定性对调度结果的影响,提出多时间尺度下考虑源-荷协同降碳的综合能源系统分布鲁棒低碳调度策略。在考虑氢能的储液式碳捕集电厂中加入余热发电装置,建立碳捕集与封存-电制... 为了降低综合能源系统运行过程中的碳排放水平,并考虑源-荷不确定性对调度结果的影响,提出多时间尺度下考虑源-荷协同降碳的综合能源系统分布鲁棒低碳调度策略。在考虑氢能的储液式碳捕集电厂中加入余热发电装置,建立碳捕集与封存-电制氢-有机朗肯循环模型。在荷侧引入综合需求响应,构建源-荷协同降碳机制,结合荷侧的“削峰填谷”进一步降低系统的碳排放。为了减少可再生能源出力不确定性对系统的影响,提出日前-日内多时间尺度滚动优化策略,日前阶段构建基于数据驱动的分布鲁棒优化模型;日内阶段基于日前调度结果,通过短时间尺度滚动优化降低功率波动的影响。算例仿真结果表明:所提模型和策略可以很好地实现系统低碳性和经济性的均衡。 展开更多
关键词 综合能源系统 源-荷协同降碳 碳捕集电厂 分布鲁棒优化 电制氢 多时间尺度
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基于Point-Attention点云分类的激光雷达故障诊断方法研究
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作者 谭光兴 程星 陈海峰 《现代电子技术》 北大核心 2025年第20期10-17,共8页
在智能车辆和自主机器人领域,激光雷达传感器因高精度和可靠性,被广泛应用于环境感知和物体检测,因此其故障诊断尤为重要。激光雷达内部的故障往往有固件提醒,而外部环境因素导致的故障检测挑战较大,比如车辆形变、污垢等导致的激光点... 在智能车辆和自主机器人领域,激光雷达传感器因高精度和可靠性,被广泛应用于环境感知和物体检测,因此其故障诊断尤为重要。激光雷达内部的故障往往有固件提醒,而外部环境因素导致的故障检测挑战较大,比如车辆形变、污垢等导致的激光点云遮挡故障,难以直接在固件层面体现,需通过外部检测进行诊断。为此,提出一种基于Point-Attention激光雷达遮挡故障诊断方法。首先,结合多头几何注意力机制模块与CBAM模块、残差连接机制,增强了模型对点云数据中关键特征的提取能力,提高了分类准确性和鲁棒性;在真实的ScanObjectNN数据集和ModelNet40基准数据集上对Point-Attention模型进行了实验。该模型在分类任务上准确率分别达到了93.7%、82.5%。其次,融合了一种时间特征捕捉机制,从而使模型能够更好地适应现实场景中的时间相关性,进而更准确地处理激光雷达的遮挡故障。实验结果表明,所提方法能有效诊断激光雷达遮挡故障,最佳总体精度达99%以上,为激光雷达故障诊断提供了一种高效准确的解决方案。 展开更多
关键词 激光雷达 故障诊断 点云分类 残差连接 遮挡检测 时间特征捕捉
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应用多变量时间序列演化分析运动激光捕捉数据关键帧自提取
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作者 闫多多 《激光杂志》 北大核心 2025年第5期212-216,共5页
在运动激光捕捉数据关键帧提取过程中,变量之间的动态变化规律容易被忽略,导致提取的关键帧无法完全反映目标的动态特性。针对这一情况,提出应用多变量时间序列演化分析运动激光数据关键帧自提取。通过对激光捕捉数据进行简单预处理和... 在运动激光捕捉数据关键帧提取过程中,变量之间的动态变化规律容易被忽略,导致提取的关键帧无法完全反映目标的动态特性。针对这一情况,提出应用多变量时间序列演化分析运动激光数据关键帧自提取。通过对激光捕捉数据进行简单预处理和特征解析,构建多维时间序列演化模型,设定合适的阈值和条件,确定多变量时间序列中的结构特征变化点。该变化点的位置与关键帧索引相对应,结合原始时间序列的首尾帧,实现对关键帧的自动提取。实验结果表明:面对不同复杂程度的运动激光捕捉数据,提出的运动激光捕捉数据关键帧自提取方法能够提取更准确的关键帧,帧间距离误差小,整体概括性更强。 展开更多
关键词 多变量时间序列 演化分析 激光捕捉数据 关键帧 自提取
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基于自注意力机制的时间序列插补
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作者 徐磊 曾艳 +5 位作者 袁俊峰 岳鲁鹏 殷昱煜 张纪林 薛梅婷 韩猛 《计算机工程》 北大核心 2025年第11期90-99,共10页
船舶轨迹数据作为海上交通的核心数据,可以用于轨迹预测、预警等任务,具有非常明显的时序特征,但海上环境恶劣、通信可靠性差等因素导致收集到的船舶轨迹数据普遍存在数据缺失的问题,对含有缺失数据的时间序列进行学习会严重影响时间序... 船舶轨迹数据作为海上交通的核心数据,可以用于轨迹预测、预警等任务,具有非常明显的时序特征,但海上环境恶劣、通信可靠性差等因素导致收集到的船舶轨迹数据普遍存在数据缺失的问题,对含有缺失数据的时间序列进行学习会严重影响时间序列分析的准确性。当前主流的解决方案是对缺失数据进行近似插补,主要基于卷积模型沿着时间轴对时间序列进行重塑,捕捉时间序列的局部特征,但对长时间序列的全局特征捕捉能力较弱。Transformer模型通过其核心的自注意力机制来捕获时间序列各个时间点之间的关系,从而增强模型对时间序列全局特征的捕捉能力,但注意力机制是通过矩阵乘计算得到的,导致其忽视了时间序列自身的时序性,得到的全局特征权重不具有时间跨度依赖性。因此,针对长时间序列全局特征捕捉的问题,提出一种基于自注意力机制的变体网络GANet。GANet首先通过自注意力机制获得基础的时间序列点之间的全局特征权重矩阵,再使用门控循环单元在时间轴上对全局特征权重矩阵进行遗忘与更新,从而得到具有时间跨度依赖性的全局特征权重矩阵;然后使用该矩阵进行数据重构,对缺失数据进行插补。GANet通过结合自注意力机制与门控机制实现了在捕捉全局特征的同时考虑时间跨度对各个时间点的影响,使得捕获到的全局特征具有时间跨度依赖性。实验结果表明,与现有Autoformer、Informer等模型相比,GANet对于Trajectory、ETT、Electricity数据集具有较好的插补效果。 展开更多
关键词 自注意力机制 门控循环单元 全局特征捕捉 时间跨度依赖性 时间序列插补
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