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Bottom Pressure Field Induced by Submerged Vehicle in Regular Waves
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作者 YI Wen−bin ZHANG Zhi−hong +4 位作者 DENG Hui MENG Qing−chang XIA Wei−xue WANG Chong LI Pei−hao 《船舶力学》 北大核心 2025年第6期863-877,共15页
The finite volume method was applied to numerically simulate the bottom pressure field induced by regular waves,vehicles in calm water and vehicles in regular waves.The solution of Navier-Stokes(N-S)equations in the v... The finite volume method was applied to numerically simulate the bottom pressure field induced by regular waves,vehicles in calm water and vehicles in regular waves.The solution of Navier-Stokes(N-S)equations in the vicinity of numerical wave tank's boundary was forced towards the wave theoretical solution by incorporating momentum source terms,thereby reducing adverse effects such as wave reflection.Simulations utilizing laminar flow,turbulent flow,and ideal fluid models were all found capable of effectively capturing the waveform and bottom pressure of regular waves,agreeing well with experimental data.In predicting the bottom pressure field of the submerged vehicle,turbulent simulations considering fluid viscosity and boundary layer development provided more accurate predictions for the stern region than inviscid simulations.Due to sphere's diffractive effect,the sphere's bottom pressure field in waves is not a linear superposition of the wave's and the sphere's bottom pressure field.However,a slender submerged vehicle exhibits a weaker diffractive effect on waves,thus the submerged vehicle's bottom pressure field in waves can be approximated as a linear superposition of the wave's and the submerged vehicle's bottom pressure field,which simplifies computation and analysis. 展开更多
关键词 regular wave submerged vehicle bottom pressure field numerical simulation
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Solutions to SU(n+1)Toda systems with cone singularities via toric curves on compact Riemann surfaces
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作者 Jingyu Mu Yiqian Shi and Bin Xu 《中国科学技术大学学报》 北大核心 2025年第5期2-13,1,I0001,共14页
On a compact Riemann surface with finite punctures P_(1),…P_(k),we define toric curves as multivalued,totallyunramified holomorphic maps to P^(n)with monodromy in a maximal torus of PSU(n+1).Toric solutions to SU(n+1... On a compact Riemann surface with finite punctures P_(1),…P_(k),we define toric curves as multivalued,totallyunramified holomorphic maps to P^(n)with monodromy in a maximal torus of PSU(n+1).Toric solutions to SU(n+1)Todasystems on X\{P_(1);…;P_(k)}are recognized by the associated toric curves in.We introduce character n-ensembles as-tuples of meromorphic one-forms with simple poles and purely imaginary periods,generating toric curves on minus finitelymany points.On X,we establish a correspondence between character-ensembles and toric solutions to the SU(n+1)system with finitely many cone singularities.Our approach not only broadens seminal solutions with two conesingularities on the Riemann sphere,as classified by Jost-Wang(Int.Math.Res.Not.,2002,(6):277-290)andLin-Wei-Ye(Invent.Math.,2012,190(1):169-207),but also advances beyond the limits of Lin-Yang-Zhong’s existencetheorems(J.Differential Geom.,2020,114(2):337-391)by introducing a new solution class. 展开更多
关键词 SU(n+1)Toda system regular singularity unitary curve toric solution character ensemble
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Mechanical response identification of local interconnections in board- level packaging structures under projectile penetration using Bayesian regularization
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作者 Xu Long Yuntao Hu Irfan Ali 《Defence Technology(防务技术)》 2025年第7期79-95,共17页
Modern warfare demands weapons capable of penetrating substantial structures,which presents sig-nificant challenges to the reliability of the electronic devices that are crucial to the weapon's perfor-mance.Due to... Modern warfare demands weapons capable of penetrating substantial structures,which presents sig-nificant challenges to the reliability of the electronic devices that are crucial to the weapon's perfor-mance.Due to miniaturization of electronic components,it is challenging to directly measure or numerically predict the mechanical response of small-sized critical interconnections in board-level packaging structures to ensure the mechanical reliability of electronic devices in projectiles under harsh working conditions.To address this issue,an indirect measurement method using the Bayesian regularization-based load identification was proposed in this study based on finite element(FE)pre-dictions to estimate the load applied on critical interconnections of board-level packaging structures during the process of projectile penetration.For predicting the high-strain-rate penetration process,an FE model was established with elasto-plastic constitutive models of the representative packaging ma-terials(that is,solder material and epoxy molding compound)in which material constitutive parameters were calibrated against the experimental results by using the split-Hopkinson pressure bar.As the impact-induced dynamic bending of the printed circuit board resulted in an alternating tensile-compressive loading on the solder joints during penetration,the corner solder joints in the edge re-gions experience the highest S11 and strain,making them more prone to failure.Based on FE predictions at different structural scales,an improved Bayesian method based on augmented Tikhonov regulariza-tion was theoretically proposed to address the issues of ill-posed matrix inversion and noise sensitivity in the load identification at the critical solder joints.By incorporating a wavelet thresholding technique,the method resolves the problem of poor load identification accuracy at high noise levels.The proposed method achieves satisfactorily small relative errors and high correlation coefficients in identifying the mechanical response of local interconnections in board-level packaging structures,while significantly balancing the smoothness of response curves with the accuracy of peak identification.At medium and low noise levels,the relative error is less than 6%,while it is less than 10%at high noise levels.The proposed method provides an effective indirect approach for the boundary conditions of localized solder joints during the projectile penetration process,and its philosophy can be readily extended to other scenarios of multiscale analysis for highly nonlinear materials and structures under extreme loading conditions. 展开更多
关键词 Board-level packaging structure High strain-rate constitutive model Load identification Bayesian regularization Wavelet thresholding method
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The Applications of CRISPR Screening in Aging Research
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作者 XU Jia-Xin JING Yao-Bin +1 位作者 QU Jing LIU Guang-Hui 《中国生物化学与分子生物学报》 CAS CSCD 北大核心 2024年第9期1186-1196,共11页
The advancement of Clustered Regularly Interspaced Short Palindromic Repeats(CRISPR)gene editing technology has revolutionized the comprehension of human genome,propelling molecular and cellular biology research into ... The advancement of Clustered Regularly Interspaced Short Palindromic Repeats(CRISPR)gene editing technology has revolutionized the comprehension of human genome,propelling molecular and cellular biology research into unexplored realms and accelerating progress in life sciences and medicine.CRISPR-based gene screening,recognized for its efficiency and practicality,is widely utilized across diverse biological fields.Aging is a multifaceted process governed by a myriad of genetic and epigenetic factors.Unraveling the genes regulating aging holds promise for understanding this intricate phenomenon and devising strategies for its assessment and intervention.This review provides a comprehensive overview of the progress in CRISPR screening and its applications in aging research,while also offering insights into future directions.CRISPR-based genetic-manipulation tools are positioned as indispensable instruments for mitigating aging and managing age-related diseases. 展开更多
关键词 Clustered regularly Interspaced Short Palindromic Repeats(CRISPR) genetic screening AGING
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嗜热链球菌中CRISPR序列的检测与同源性分析 被引量:9
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作者 邓凯波 霍贵成 《食品科学》 EI CAS CSCD 北大核心 2013年第3期153-157,共5页
为探明内蒙古的8株嗜热链球菌的CRISPR,用PCR方法扩增了其CRISPR序列,并采用生物信息学方法分析和预测了重复序列(direct repeat,DR)的同源性及二级结构。结果表明:除S4只含有一个CRISPR结构外,其余7株嗜热链球菌均检测出3条CRISPR序列... 为探明内蒙古的8株嗜热链球菌的CRISPR,用PCR方法扩增了其CRISPR序列,并采用生物信息学方法分析和预测了重复序列(direct repeat,DR)的同源性及二级结构。结果表明:除S4只含有一个CRISPR结构外,其余7株嗜热链球菌均检测出3条CRISPR序列,远高于CRISPR database公布细菌中具有该结构的比例(46.4%),且分别具特异性的重复序列(DR1~DR3);CRISPR最长达2853bp,最短仅101bp。对DR的二级结构预测发现,DR1~DR3均能形成回文结构,但茎环大小会有差异;在同源性比对中发现,除多数同属或同种外,供试DR还与个别远缘菌种具有高同源性,这种现象证明了供试菌株的CRISPR序列同样存在的水平基因转移,并可能存在其他的进化进程。 展开更多
关键词 嗜热链球菌 clustered regularly interspaced SHORT palindromic repeats(CRISPR)检测 同源性
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关于重尾随机和大偏差的一个注记 被引量:1
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作者 江涛 《高校应用数学学报(A辑)》 CSCD 北大核心 2003年第1期77-80,共4页
设{Xk,k≥1}为一列独立同分布的非负随机变量,且具有共同的分布函数F.记Sn为序列{Xk,k≥1}的前n项部分和.在F属于ERV分布族的假定下,文中证明了关于随机和SN(t)的随机中心化的精细大偏差结果.这里N(t)为一个与{Xk,k≥1}独立的非负整数... 设{Xk,k≥1}为一列独立同分布的非负随机变量,且具有共同的分布函数F.记Sn为序列{Xk,k≥1}的前n项部分和.在F属于ERV分布族的假定下,文中证明了关于随机和SN(t)的随机中心化的精细大偏差结果.这里N(t)为一个与{Xk,k≥1}独立的非负整数值的随机过程. 展开更多
关键词 大偏差 ERV(Extended regularly Varying)族 随机和
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乳酸菌CRISPR-Cas系统同源性分析
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作者 李婉 张丹青 +1 位作者 王娜娜 霍贵成 《食品工业科技》 CAS CSCD 北大核心 2016年第11期134-140,146,共8页
CRISPR-Cas系统为乳酸菌抵抗噬菌体等外源基因元件提供获得性免疫,利用生物信息学方法分析了CRISPR序列及cas基因在乳酸菌种间的同源性关系。利用生物信息学方法预测NCBI中已测序的部分乳酸菌所含CRISPRCas系统,并对重复序列和Cas蛋白... CRISPR-Cas系统为乳酸菌抵抗噬菌体等外源基因元件提供获得性免疫,利用生物信息学方法分析了CRISPR序列及cas基因在乳酸菌种间的同源性关系。利用生物信息学方法预测NCBI中已测序的部分乳酸菌所含CRISPRCas系统,并对重复序列和Cas蛋白序列进行系统发生学分析。结果显示,嗜热链球菌、德氏乳杆菌和瑞士乳杆菌标准菌株均含不同数目的 CRISPR-Cas系统,各类型的重复序列高度保守,Cas蛋白序列同源性较高。CRISPR-Cas系统的同源性与其亚型密切相关,而与菌种亲缘关系有较大差异,证明了CRISPR-Cas系统能够通过基因水平转移传播这一结论。 展开更多
关键词 乳酸菌 clustered regularly interspaced SHORT palindromic repeats(CRISPR)-Cas系统 同源性 重复序列 间隔序列
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CRISPR/Cas9技术构建小鼠癌症模型的初步研究进展 被引量:1
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作者 刘玉颖 杨文涛 +1 位作者 杨桂连 王春凤 《中国免疫学杂志》 CAS CSCD 北大核心 2016年第9期1384-1386,1390,共4页
CRISPR(Clustered regularly interspaced short palindromic repeats)首次在K12大肠杆菌的碱性磷酸酶基因位点附近发现,后统一称为规律成簇间隔短回文重复序列,是在大多数细菌、古细菌中广泛存在的一类独特的DNA规律性重复序列[1]。... CRISPR(Clustered regularly interspaced short palindromic repeats)首次在K12大肠杆菌的碱性磷酸酶基因位点附近发现,后统一称为规律成簇间隔短回文重复序列,是在大多数细菌、古细菌中广泛存在的一类独特的DNA规律性重复序列[1]。Cas(CRISPR-associated)基因是位于CRISPR区域临近处的蛋白质编码基因,而且相对保守。 展开更多
关键词 CRISPR/Cas9 碱性磷酸酶 重复序列 古细菌 基因对 编码基因 核糖核蛋白 regularly 基因位点 基因组分析
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益生菌遗传育种方法研究进展 被引量:1
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作者 高娉娉 刘汉清 +3 位作者 张凤 凌新 郭丽琼 林俊芳 《食品与发酵工业》 CAS CSCD 北大核心 2023年第22期302-310,共9页
益生菌的多样化益生作用使其在人类健康领域发挥着重要作用,基于益生菌生产的药品、食品和膳食补充剂也受到越来越多的关注。目前,研究人员致力于为药品和食品行业选育新型益生菌,以期为食品药品行业的发展提供新的思路。遗传育种为选... 益生菌的多样化益生作用使其在人类健康领域发挥着重要作用,基于益生菌生产的药品、食品和膳食补充剂也受到越来越多的关注。目前,研究人员致力于为药品和食品行业选育新型益生菌,以期为食品药品行业的发展提供新的思路。遗传育种为选育具有有益特性的益生菌菌株提供了一个很好的平台,这对提升益生菌的市场价值和人类健康具有重要意义。为了今后更好的开展益生菌育种工作,该文综述了原生质体融合、基因组重排、常压室温等离子体诱变及基因编辑技术[成簇规律间隔的短回文重复序列相关蛋白(clustered regularly interspaced short palindromic repeats-associated,CRISPR-Cas)技术和碱基编辑技术]等遗传育种技术的研究现状及在益生菌中的应用,并讨论了遗传育种的安全性,旨在为优良益生菌的选育提供参考,促进益生菌资源的开发和利用。 展开更多
关键词 益生菌 原生质体融合 基因组重排 常压室温等离子体 成簇规律间隔的短回文重复序列相关蛋白(clustered regularly interspaced short palindromic repeats-associated CRISPR-Cas) 碱基编辑
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桥梁断面静力三分力系数的人工神经网络识别 被引量:5
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作者 李林 李乔 廖海黎 《西南交通大学学报》 EI CSCD 北大核心 2004年第6期740-743,757,共5页
通过风洞模型试验得到了足够的样本,在此基础上利用MATLAB神经网络工具箱构造了2个BP人工神经网络;采用BR(Bayesianregularization)算法,比较了不同坐标系下的静力三分力系数的训练结果,得出4层网络比较有效且具有较高精度的结论.最后,... 通过风洞模型试验得到了足够的样本,在此基础上利用MATLAB神经网络工具箱构造了2个BP人工神经网络;采用BR(Bayesianregularization)算法,比较了不同坐标系下的静力三分力系数的训练结果,得出4层网络比较有效且具有较高精度的结论.最后,提出了应用人工神经网络需要注意的问题. 展开更多
关键词 静力三分力系数 BR(Bayesian regularization)算法 BP人工神经网络
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E^d带权点集的Regular三角化的构造算法 被引量:3
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作者 吴壮志 怀进鹏 杨钦 《计算机学报》 EI CSCD 北大核心 2002年第11期1243-1249,共7页
该文提出了一种构造带权点集的Regular三角化的算法,此算法统一了构造点集的Delauany三角化的Bowyer/Waston算法.如果采用一种称为Delaunay树的数据结构来辅助点的定位,则算法的效率为 O(nlogn+n[d/2]).与Edelsbrunner和Shah提出的局... 该文提出了一种构造带权点集的Regular三角化的算法,此算法统一了构造点集的Delauany三角化的Bowyer/Waston算法.如果采用一种称为Delaunay树的数据结构来辅助点的定位,则算法的效率为 O(nlogn+n[d/2]).与Edelsbrunner和Shah提出的局部变换算法相比,此算法从理论和实现两方面都要简单一些.算法可以应用到曲线曲面重构和分子建模等领域. 展开更多
关键词 E^d带权点集 Regular三角化 构造算法 Power距离 带权alpha复形 数据结构
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带权点集Laguerre图的增量算法与软件设计研究 被引量:3
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作者 张赋 李旭东 《计算机工程与应用》 CSCD 2012年第30期10-13,18,共5页
Laguerre图作为Voronoi图的推广,在计算几何学、材料科学等领域中有着重要应用。重点讨论了带权点集Regular三角化的增量算法以及根据其对偶性质构造Laguerre图的实现过程;通过研究球填充带权点集对Laguerre图胞体结构特征的影响,在此... Laguerre图作为Voronoi图的推广,在计算几何学、材料科学等领域中有着重要应用。重点讨论了带权点集Regular三角化的增量算法以及根据其对偶性质构造Laguerre图的实现过程;通过研究球填充带权点集对Laguerre图胞体结构特征的影响,在此基础上开发了用于参数化、自动化、可视化构造Laguerre图的软件;利用软件给出了多晶体材料与泡沫材料微结构仿真的应用实例,验证了软件的有效性。 展开更多
关键词 Laguerre图 Regular三角化 增量算法 材料微结构
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三维限定Voronoi网格剖分细化算法 被引量:1
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作者 李吉刚 杨钦 +1 位作者 孟宪海 蔡强 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2009年第1期72-80,共9页
针对分段线性复合形约束条件下的三维限定Voronoi剖分问题,提出一种细化算法.首先证明了分段线性复合形中的元素在最终生成的三维限定Voronoi网格中可表示为Power图结构;受此启发,提出了对限定线段/平面片分别进行一维/二维Power图细化... 针对分段线性复合形约束条件下的三维限定Voronoi剖分问题,提出一种细化算法.首先证明了分段线性复合形中的元素在最终生成的三维限定Voronoi网格中可表示为Power图结构;受此启发,提出了对限定线段/平面片分别进行一维/二维Power图细化以实现三维限定Voronoi网格生成的细化算法,并且证明了该算法对于任意分段线性复合形收敛.最后通过实例验证了文中算法的有效性. 展开更多
关键词 限定Voronoi网格 DELAUNAY三角化 细化算法 Power图 Regular三角化
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基于工艺的自适应数据质量多模型择优预测 被引量:1
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作者 张庆新 崔展博 +3 位作者 陈磊 王路平 马睿 吴毅平 《科学技术与工程》 北大核心 2014年第4期74-79,共6页
针对钢铁企业实际生产过程中,采用单一预测模型进行预测难以把握大规模启停设备用电规律,预测精度较低等问题,根据生产-检修阶段的实际工艺情况,将生产,检修问题采用随机近似贪婪搜索RAGS对复杂特征进行特征选择,建立了一个自适应数据... 针对钢铁企业实际生产过程中,采用单一预测模型进行预测难以把握大规模启停设备用电规律,预测精度较低等问题,根据生产-检修阶段的实际工艺情况,将生产,检修问题采用随机近似贪婪搜索RAGS对复杂特征进行特征选择,建立了一个自适应数据质量的多模型择优预测框架进行建模;将其应用于宝钢电网。仿真结果表明,提出多模型择优预测框架可以准确预测钢铁企业电力日负荷,为实现电力系统能源调度提供决策依据。 展开更多
关键词 特征选择 随机近似贪婪搜 非负最小二乘法(nuclear NORM REGULARIZED linear liast NNLS) 最小二乘支持的重机(LS—SVM) 紧急服务号码(emergencg service number ESN) 多模型择优
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由CRISPR-Cas介导的细菌和古细菌的适应性免疫系统 被引量:1
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作者 郑海青 汪晶波 +2 位作者 刘丹 赵华锋 佟刚强 《中国免疫学杂志》 CAS CSCD 北大核心 2016年第4期605-608,共4页
最新研究发现,微生物有一套以核酸为基础的适应性免疫系统,这改变了之前研究者认为的微生物免疫系统仅局限于固有免疫系统的认识。细菌与古细菌通过整合外源性核酸片段到宿主染色体成簇的规律间隔的短回文重复序列(Clustered regularly... 最新研究发现,微生物有一套以核酸为基础的适应性免疫系统,这改变了之前研究者认为的微生物免疫系统仅局限于固有免疫系统的认识。细菌与古细菌通过整合外源性核酸片段到宿主染色体成簇的规律间隔的短回文重复序列(Clustered regularly interspaced short palindromic repeat sequences,CRISPR)一端,从而获得对病毒及质粒的抗性。 展开更多
关键词 适应性免疫 CRISPR-Cas 古细菌 固有免疫 核酸片段 重复序列 regularly 负超螺旋 DNA 结构域
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Use of X-ray computed tomography to study structures and particle contacts of granite residual soil 被引量:19
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作者 SUN Yin-lei TANG Lian-sheng 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第4期938-954,共17页
A small problem about soil particle regularization and contacts but essential to geotechnical engineering was studied.The soils sourced from Guangzhou and Xiamen were sieved into five different particle scale ranges(d... A small problem about soil particle regularization and contacts but essential to geotechnical engineering was studied.The soils sourced from Guangzhou and Xiamen were sieved into five different particle scale ranges(d<0.075 mm,0.075 mm≤d<0.1 mm,0.1 mm≤d<0.2 mm,0.2 mm≤d<0.5 mm and 0.5 mm≤d<1.0 mm)to study the structures and particle contacts of granite residual soil.The X-ray micro computed tomography method was used to reconstruct the microstructure of granite residual soil.The particle was identified and regularized using principal component analysis(PCA).The particle contacts and geometrical characteristics in 3D space were analyzed and summarized using statistical analyses.The results demonstrate that the main types of contact among the particles are face-face,face-angle,face-edge,edge-edge,edge-angle and angle-angle contacts for particle sizes less than 0.2 mm.When the particle sizes are greater than 0.2 mm,the contacts are effectively summarized as face-face,face-angle,face-edge,edge-edge,edge-angle,angle-angle,sphere-sphere,sphere-face,sphere-edge and sphere-angle contacts.The differences in porosity among the original sample,reconstructed sample and regularized sample are closely related to the water-swelling and water-disintegrable characteristics of granite residual soil. 展开更多
关键词 X-ray computed tomography granite residual soil RECONSTRUCTION REGULARIZATION particle contact
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Measuring internal residual stress in Al-Cu alloy forgings by crack compliance method with optimized parameters 被引量:10
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作者 DONG Fei YI You-ping HUANG Shi-quan 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第11期3163-3174,共12页
Measuring the internal stress of Al alloy forgings accurately is critical for controlling the deformation during the subsequent machine process.In this work,the crack compliance method was used to calculate the intern... Measuring the internal stress of Al alloy forgings accurately is critical for controlling the deformation during the subsequent machine process.In this work,the crack compliance method was used to calculate the internal residual stress of Al-Cu high strength alloys,and the effect of various model parameters of crack compliance method on the calculated precision was studied by combining the numerical simulation and experimental method.The results show that the precision first increased and then decreased with increasing the crack range.The decreased precision when using a high crack range was due to the strain fluctuation during the machining process,and the optimized crack range was 71%of the thickness of forgings.Low orders of Legendre polynomial can result in residual stress curve more smooth,while high orders led to the occurrence of distortion.The Tikhonov regularization method effectively suppressed the distortion of residual stress caused by the fluctuation of strain data,which significantly improved the precision.In addition,The crack compliance method with optimized parameters was used to measure the residual stress of Al-Cu alloy with different quenching methods.The calculated results demonstrated that the distribution of residual stress was obtained accurately. 展开更多
关键词 residual stress crack compliance method crack range interpolation orders Tikhonov regularization method
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New normalized LMS adaptive filter with a variable regularization factor 被引量:9
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作者 LI Zhoufan LI Dan +1 位作者 XU Xinlong ZHANG Jianqiu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第2期259-269,共11页
A new normalized least mean square(NLMS) adaptive filter is first derived from a cost function, which incorporates the conventional one of the NLMS with a minimum-disturbance(MD)constraint. A variable regularization f... A new normalized least mean square(NLMS) adaptive filter is first derived from a cost function, which incorporates the conventional one of the NLMS with a minimum-disturbance(MD)constraint. A variable regularization factor(RF) is then employed to control the contribution made by the MD constraint in the cost function. Analysis results show that the RF can be taken as a combination of the step size and regularization parameter in the conventional NLMS. This implies that these parameters can be jointly controlled by simply tuning the RF as the proposed algorithm does. It also demonstrates that the RF can accelerate the convergence rate of the proposed algorithm and its optimal value can be obtained by minimizing the squared noise-free posteriori error. A method for automatically determining the value of the RF is also presented, which is free of any prior knowledge of the noise. While simulation results verify the analytical ones, it is also illustrated that the performance of the proposed algorithm is superior to the state-of-art ones in both the steady-state misalignment and the convergence rate. A novel algorithm is proposed to solve some problems. Simulation results show the effectiveness of the proposed algorithm. 展开更多
关键词 adaptive filtering normalized least mean SQUARE (NLMS) minimum-disturbance (MD) constraint VARIABLE REGULARIZATION VARIABLE STEP-SIZE NLMS
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Fast cross validation for regularized extreme learning machine 被引量:9
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作者 Yongping Zhao Kangkang Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期895-900,共6页
A method for fast 1-fold cross validation is proposed for the regularized extreme learning machine (RELM). The computational time of fast l-fold cross validation increases as the fold number decreases, which is oppo... A method for fast 1-fold cross validation is proposed for the regularized extreme learning machine (RELM). The computational time of fast l-fold cross validation increases as the fold number decreases, which is opposite to that of naive 1-fold cross validation. As opposed to naive l-fold cross validation, fast l-fold cross validation takes the advantage in terms of computational time, especially for the large fold number such as l 〉 20. To corroborate the efficacy and feasibility of fast l-fold cross validation, experiments on five benchmark regression data sets are evaluated. 展开更多
关键词 extreme learning machine (ELM) regularization theory cross validation neural networks.
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Key factor analysis and model establishment of variation of rock face temperature in a deep open-pit mine 被引量:5
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作者 WANG Yuan DU Cui-feng +1 位作者 JIN Wen-bo WANG Pu-yu 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第7期1786-1798,共13页
In recent years, with the increase of the depth of open-pit mining, the pollution level has been on the rise due to harmful gases and dust occurring in the process of mining. In order to accelerate the diffusion of th... In recent years, with the increase of the depth of open-pit mining, the pollution level has been on the rise due to harmful gases and dust occurring in the process of mining. In order to accelerate the diffusion of these air pollutants, the distributed regularity of the rock face temperature which is directly related to the air ventilation in deep open-pit mines should be studied. Here, we establish the key factors influencing the rock face temperature in a deep open-pit mine. We also present an empirical model of the rock face temperature variation in the deep open-pit mine, of which the performance is interestingly high compared with that of the field test. This study lays a foundation to study the ventilation thermodynamic theory in the deep open-pit mine, which is of great importance for theoretical studies and engineering applications of solving air pollution problem in deep open-pit mines. 展开更多
关键词 deep open-pit mine distributed regularity of rock face temperature dimensional analysis nonlinear regression analysis
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