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A Modified PRP-HS Hybrid Conjugate Gradient Algorithm for Solving Unconstrained Optimization Problems
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作者 LI Xiangli WANG Zhiling LI Binglan 《应用数学》 北大核心 2025年第2期553-564,共12页
In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradien... In this paper,we propose a three-term conjugate gradient method for solving unconstrained optimization problems based on the Hestenes-Stiefel(HS)conjugate gradient method and Polak-Ribiere-Polyak(PRP)conjugate gradient method.Under the condition of standard Wolfe line search,the proposed search direction is the descent direction.For general nonlinear functions,the method is globally convergent.Finally,numerical results show that the proposed method is efficient. 展开更多
关键词 Conjugate gradient method Unconstrained optimization Sufficient descent condition Global convergence
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Impact of radiation,melting,and chemical reaction on magnetohydrodynamics nanoparticle aggregation flow across parallel plates
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作者 Ram Prakash SHARMA J.K.MADHUKESH +3 位作者 Sunendra SHUKLA Amal ABDULRAHMAN B.C.PRASANNAKUMARA K.V.NAGARAJA 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第10期3715-3729,共15页
The heat transfer between two corresponding plates,disks,and concentric pipes has many applications,including water cleansing and lubrication.Furthermore,TiO_(2)-water-based nanofluids are used widely because it is us... The heat transfer between two corresponding plates,disks,and concentric pipes has many applications,including water cleansing and lubrication.Furthermore,TiO_(2)-water-based nanofluids are used widely because it is useful for operating and controlling the temperature,especially in photovoltaic technology and solar panels.Motivated by these applications,the current study is based on the nanoparticle aggregation effect on magnetohydrodynamics(MHD)flow via rotating parallel plates with the chemical reaction.To achieve maximum heat transportation,the Bruggeman model is used to adapt the Maxwell model.Also,melting and thermal radiation effects are considered in the modeling to discuss heat transport.The Runge-Kutta-Fehlberg 4th−5th order method is used to attain numerical solutions.The main focus of this study is to see the thermodynamic behavior considering several aspects of nanoparticle aggregation.The heat transfer rate between the parallel plates is enhanced by improving the thermophoresis,radiation,and Brownian motion parameters.The rise in Schmidt number and chemical reaction rate parameter decreases the concentration distribution.This study will be helpful in enhancing the thermal efficiency of photovoltaic technology in solar plates,water purifying,thermal management of electronic devices,designing effective cooling systems,and other sustainable technologies. 展开更多
关键词 nanoparticle aggregation thermal radiation parallel plates magnetic field chemical reaction
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带学习的同步隐私保护频繁模式挖掘 被引量:4
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作者 郭宇红 童云海 +1 位作者 唐世渭 吴冷冬 《软件学报》 EI CSCD 北大核心 2011年第8期1749-1760,共12页
为了提高挖掘结果的准确性,提出基于样例学习和项集同步随机化的隐私保护频繁模式挖掘方法(learning and synchronized privacy preserving frequent pattern mining,简称LS-PPFM).该方法充分利用不需要隐私保护的个体数据,首先对不需... 为了提高挖掘结果的准确性,提出基于样例学习和项集同步随机化的隐私保护频繁模式挖掘方法(learning and synchronized privacy preserving frequent pattern mining,简称LS-PPFM).该方法充分利用不需要隐私保护的个体数据,首先对不需要保护的数据学习,得到样例数据中蕴涵的强关联项,然后在对数据随机化时,将强关联项绑定在一起作同步随机化变换,以保持项与项之间的潜在关联性.实验结果表明,相对于项独立随机化,LS-PPFM能够在略微牺牲一定的隐私保护性的情况下,显著提高频繁模式挖掘结果的准确性. 展开更多
关键词 有指导的 基于学习的 随机化 隐私保护 频繁模式挖掘
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大气中的波流相互作用研究进展 被引量:8
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作者 何金海 胡亮 杨松 《热带气象学报》 CSCD 北大核心 2008年第1期1-10,共10页
简要回顾了近年来关于波动同纬向平均流相互作用的研究进展,重点讨论了E-P通量和波作用守恒理论的研究进展,同时,还介绍了波流作用稳定性问题的理论研究动态。
关键词 波流相互作用 E-P通量 稳定性
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结合进化算法的深度强化学习方法研究综述 被引量:18
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作者 吕帅 龚晓宇 +2 位作者 张正昊 韩帅 张峻伟 《计算机学报》 EI CAS CSCD 北大核心 2022年第7期1478-1499,共22页
深度强化学习是目前机器学习领域中重要的研究分支之一,它可以通过直接与环境进行交互实现端到端的学习,对高维度和大规模的问题有着很好的解决能力.虽然深度强化学习已经取得了瞩目的成果,但其仍面临着对环境探索能力不足、鲁棒性差、... 深度强化学习是目前机器学习领域中重要的研究分支之一,它可以通过直接与环境进行交互实现端到端的学习,对高维度和大规模的问题有着很好的解决能力.虽然深度强化学习已经取得了瞩目的成果,但其仍面临着对环境探索能力不足、鲁棒性差、容易受到由欺骗性奖励导致的欺骗性梯度影响等问题.进化算法普遍具有较好的全局搜索能力、良好的鲁棒性和并行性等优点,因此将进化算法与深度强化学习结合用于弥补深度强化学习不足的方法成为了当前研究的热点.该文主要关注进化算法在无模型的深度强化学习方法中的应用,首先简单介绍了进化算法和强化学习基本方法,之后详细阐述了两类结合进化算法的强化学习方法,分别是进化算法引导策略搜索的强化学习和结合进化算法的深度强化学习,同时对这些方法进行了对比与分析,最后对该领域的研究重点和发展趋势进行了探究. 展开更多
关键词 强化学习 深度强化学习 进化算法 遗传算法 进化策略
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钢筋受压黏结滑移模型 被引量:3
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作者 李海涛 DeeksAJ 苏小卒 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2011年第11期3545-3550,共6页
为研究钢筋的受压黏结滑移关系,采用分辨率较高的激光位移计,对一批短锚长试件进行系列推出试验研究,得到精确度较高的黏结滑移值及完整的试验黏结滑移关系曲线,描述钢筋在混凝土中的受压黏结滑移破坏全过程:弹性阶段、局部滑移阶段、... 为研究钢筋的受压黏结滑移关系,采用分辨率较高的激光位移计,对一批短锚长试件进行系列推出试验研究,得到精确度较高的黏结滑移值及完整的试验黏结滑移关系曲线,描述钢筋在混凝土中的受压黏结滑移破坏全过程:弹性阶段、局部滑移阶段、滑移上升段、滑移下降段和残余段。在对试验得到的较短锚长试件推出试验结果分析的基础上,经统计回归和分析,提出钢筋的受压黏结滑移曲线模型,并与试验结果进行对比。 展开更多
关键词 钢筋 推出试验 黏结滑移模型
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澳洲500N钢筋与混凝土受拉黏结滑移模型研究
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作者 李海涛 Andrew John DEEKS 苏小卒 《建筑材料学报》 EI CAS CSCD 北大核心 2012年第3期322-326,333,共6页
为了研究澳洲500N钢筋与混凝土的受拉黏结滑移关系,采用分辨率较高的激光位移传感器,对一批短锚长试件进行了系列拔出试验研究,得到精确度较高的黏结滑移值及完整的试验黏结滑移关系曲线,详细描述了澳洲500N钢筋在混凝土中的受拉黏结滑... 为了研究澳洲500N钢筋与混凝土的受拉黏结滑移关系,采用分辨率较高的激光位移传感器,对一批短锚长试件进行了系列拔出试验研究,得到精确度较高的黏结滑移值及完整的试验黏结滑移关系曲线,详细描述了澳洲500N钢筋在混凝土中的受拉黏结滑移破坏全过程:弹性阶段、局部滑移阶段、滑移上升段、滑移下降段和残余段.在对试验得到的较短锚长构件拔出试验结果分析的基础之上,经统计回归和分析,提出了澳洲500N钢筋与混凝土的受拉黏结滑移连续型曲线模型,并和试验结果做了对比. 展开更多
关键词 500N高强钢筋 拔出试验 黏结滑移模型
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室内3D点云模型的门窗检测 被引量:7
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作者 沈乐 李桂清 +2 位作者 冼楚华 江洋 熊赟晖 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2019年第9期1494-1501,共8页
为了检测室内3D场景中的门窗信息,提出一种3D-2D-3D的门窗检测算法.首先在3D室内场景点云模型中多角度旋转拍照,获取点云的2D图像;然后对2D图像进行门窗目标的粗检测,得到门窗在图像中的大致范围,并将此2D信息返回到3D点云数据中,得到... 为了检测室内3D场景中的门窗信息,提出一种3D-2D-3D的门窗检测算法.首先在3D室内场景点云模型中多角度旋转拍照,获取点云的2D图像;然后对2D图像进行门窗目标的粗检测,得到门窗在图像中的大致范围,并将此2D信息返回到3D点云数据中,得到包含门窗的局部点云数据;最后提取局部点云数据的轮廓线及其交点,通过优化得到门窗特征角点的位置信息.实验结果表明,采用这种“整体-局部”策略的算法能有效地检测出3D室内场景中门窗的位置信息. 展开更多
关键词 室内场景 点云 目标检测 门窗检测 特征角点
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Stability and Stabilization of Networked Control Systems with Bounded Packet Dropout 被引量:9
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作者 SUN Ye-Guo QIN Shi-Yin 《自动化学报》 EI CSCD 北大核心 2011年第1期113-117,共5页
在这份报纸,与围住的包退学学生一起的联网的控制系统(NCS ) 的一个类的稳定性和稳定问题被调查。一条反复的途径被建议作为 Markovian 与围住的包退学学生一起为 NCS 建模跳线性系统(MJLS ) 。MJLS 的转变可能性由于网络的复杂性是部... 在这份报纸,与围住的包退学学生一起的联网的控制系统(NCS ) 的一个类的稳定性和稳定问题被调查。一条反复的途径被建议作为 Markovian 与围住的包退学学生一起为 NCS 建模跳线性系统(MJLS ) 。MJLS 的转变可能性由于网络的复杂性是部分未知的。在考虑下面的系统是更一般的,它完全用盖住系统知道并且完全未知的转变可能性作为二个空间案例。而且, sensor-to-controller 和 controller-to-actuator 包退学学生同时被考虑。为内在的系统的随机的稳定性和稳定的足够的条件经由线性矩阵不平等(LMI ) 被导出明确的表达。最后,二个解说性的例子被给表明建议结果的有效性。 展开更多
关键词 控制系统 稳定性 NCSs HVAC
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An improved estimation of distribution algorithm for multi-compartment electric vehicle routing problem 被引量:6
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作者 SHEN Yindong PENG Liwen LI Jingpeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第2期365-379,共15页
The multi-compartment electric vehicle routing problem(EVRP)with soft time window and multiple charging types(MCEVRP-STW&MCT)is studied,in which electric multi-compartment vehicles that are environmentally friendl... The multi-compartment electric vehicle routing problem(EVRP)with soft time window and multiple charging types(MCEVRP-STW&MCT)is studied,in which electric multi-compartment vehicles that are environmentally friendly but need to be recharged in course of transport process,are employed.A mathematical model for this optimization problem is established with the objective of minimizing the function composed of vehicle cost,distribution cost,time window penalty cost and charging service cost.To solve the problem,an estimation of the distribution algorithm based on Lévy flight(EDA-LF)is proposed to perform a local search at each iteration to prevent the algorithm from falling into local optimum.Experimental results demonstrate that the EDA-LF algorithm can find better solutions and has stronger robustness than the basic EDA algorithm.In addition,when comparing with existing algorithms,the result shows that the EDA-LF can often get better solutions in a relatively short time when solving medium and large-scale instances.Further experiments show that using electric multi-compartment vehicles to deliver incompatible products can produce better results than using traditional fuel vehicles. 展开更多
关键词 multi-compartment vehicle routing problem electric vehicle routing problem(EVRP) soft time window multiple charging type estimation of distribution algorithm(EDA) Lévy flight
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Passive detection of copy-paste forgery between JPEG images 被引量:5
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作者 李香花 赵于前 +2 位作者 廖苗 F.Y.Shih Y.Q.Shi 《Journal of Central South University》 SCIE EI CAS 2012年第10期2839-2851,共13页
A blind digital image forensic method for detecting copy-paste forgery between JPEG images was proposed.Two copy-paste tampering scenarios were introduced at first:the tampered image was saved in an uncompressed forma... A blind digital image forensic method for detecting copy-paste forgery between JPEG images was proposed.Two copy-paste tampering scenarios were introduced at first:the tampered image was saved in an uncompressed format or in a JPEG compressed format.Then the proposed detection method was analyzed and simulated for all the cases of the two tampering scenarios.The tampered region is detected by computing the averaged sum of absolute difference(ASAD) images between the examined image and a resaved JPEG compressed image at different quality factors.The experimental results show the advantages of the proposed method:capability of detecting small and/or multiple tampered regions,simple computation,and hence fast speed in processing. 展开更多
关键词 image forensic JPEG compression copy-paste tbrgery passive detection tampered image compressed image
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Influence of porosity distribution on nonlinear free vibration and transient responses of porous functionally graded skew plates 被引量:5
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作者 Naveen Kumar H S Subhaschandra Kattimani TNguyen-Thoi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第6期1918-1935,共18页
This article deals with the investigation of the effects of porosity distributions on nonlinear free vibration and transient analysis of porous functionally graded skew(PFGS)plates.The effective material properties of... This article deals with the investigation of the effects of porosity distributions on nonlinear free vibration and transient analysis of porous functionally graded skew(PFGS)plates.The effective material properties of the PFGS plates are obtained from the modified power-law equations in which gradation varies through the thickness of the PFGS plate.A nonlinear finite element(FE)formulation for the overall PFGS plate is derived by adopting first-order shear deformation theory(FSDT)in conjunction with von Karman’s nonlinear strain displacement relations.The governing equations of the PFGS plate are derived using the principle of virtual work.The direct iterative method and Newmark’s integration technique are espoused to solve nonlinear mathematical relations.The influences of the porosity distributions and porosity parameter indices on the nonlinear frequency responses of the PFGS plate for different skew angles are studied in various parameters.The effects of volume fraction grading index and skew angle on the plate’s nonlinear dynamic responses for various porosity distributions are illustrated in detail. 展开更多
关键词 Porous functionally graded skew plates Porosity distributions Nonlinear transient response Nonlinear frequency ratio Nonlinear frequency parameter
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Fuzzy smooth support vector machine with different smooth functions 被引量:5
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作者 Chuandong Qin Sanyang Liu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期460-466,共7页
Smooth support vector machine (SSVM) changs the normal support vector machine (SVM) into the unconstrained op- timization by using the smooth sigmoid function. The method can be solved under the Broyden-Fletcher-G... Smooth support vector machine (SSVM) changs the normal support vector machine (SVM) into the unconstrained op- timization by using the smooth sigmoid function. The method can be solved under the Broyden-Fletcher-Goldfarb-Shanno (BFGS) algorithm and the Newdon-Armijio (NA) algorithm easily, however the accuracy of sigmoid function is not as good as that of polyno- mial smooth function. Furthermore, the method cannot reduce the influence of outliers or noise in dataset. A fuzzy smooth support vector machine (FSSVM) with fuzzy membership and polynomial smooth functions is introduced into the SVM. The fuzzy member- ship considers the contribution rate of each sample to the optimal separating hyperplane and makes the optimization problem more accurate at the inflection point. Those changes play a positive role on trials. The results of the experiments show that those FSSVMs can obtain a better accuracy and consume the shorter time than SSVM and lagrange support vector machine (LSVM). 展开更多
关键词 smooth support vector machine (SSVM) fuzzy sig- moid function polynomial smooth function fuzzy membership Broyden-Fletcher-Gddfarb-Shanno (BFGS).
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Numerical prediction of inner turbulent flow in conical diffuser by using a new five-point scheme and DLR k-ε turbulence model 被引量:2
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作者 蒋光彪 何永森 +1 位作者 舒适 肖映雄 《Journal of Central South University》 SCIE EI CAS 2008年第S1期181-186,共6页
The internal turbulent flow in conical diffuser is a very complicated adverse pressure gradient flow.DLR k-ε turbulence model was adopted to study it.The every terms of the Laplace operator in DLR k-ε turbulence mod... The internal turbulent flow in conical diffuser is a very complicated adverse pressure gradient flow.DLR k-ε turbulence model was adopted to study it.The every terms of the Laplace operator in DLR k-ε turbulence model and pressure Poisson equation were discretized by upwind difference scheme.A new full implicit difference scheme of 5-point was constructed by using finite volume method and finite difference method.A large sparse matrix with five diagonals was formed and was stored by three arrays of one dimension in a compressed mode.General iterative methods do not work wel1 with large sparse matrix.With algebraic multigrid method(AMG),linear algebraic system of equations was solved and the precision was set at 10-6.The computation results were compared with the experimental results.The results show that the computation results have a good agreement with the experiment data.The precision of computational results and numerical simulation efficiency are greatly improved. 展开更多
关键词 conical DIFFUSER turbulent flow DLR k-ε turbulence model 5-point scheme ALGEBRAIC MULTIGRID method(AMG)
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Tensile bond anchorage properties of Australian 500N steel bars in concrete 被引量:2
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作者 李海涛 A.J.Deeks +1 位作者 苏小卒 黄东升 《Journal of Central South University》 SCIE EI CAS 2012年第10期2718-2725,共8页
In order to investigate the tensile bond anchorage properties of Australian 500N steel bars in concrete, 111 pullout tests were conducted. The precise bond slip values have been gained by using the laser displacement ... In order to investigate the tensile bond anchorage properties of Australian 500N steel bars in concrete, 111 pullout tests were conducted. The precise bond slip values have been gained by using the laser displacement sensor with high resolution, including the complete bond-slip curves. How the main anchorage factors such as concrete strength, bar diameter (8, I0, 12, 16, 20, 24, 28, 32 and 36 mm) the concrete covered, embedded length and transverse reinforcement influencing the bond anchorage properties was studied under tensile condition. The process of the tensile force-slip failure for Australian 500N reinforcing steel can be divided into five stages: elastic stage, local slip stage, slip in ascent stage, slip in descent stage and remnant stage. The formula for calculating the tensile bond strength of Australian 500N reinforcing bar in concrete was proposed according to the test results, including the consistent model for tensile bond-slip relationship. 展开更多
关键词 Australian 500N steel bars pullout test embedded length tensile bond strength bond-slip relationship concretestrength bar diameter
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Static and free vibration analyses of functionally graded porous variable-thickness plates using an edge-based smoothed finite element method 被引量:3
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作者 Trung Thanh Tran Quoc-Hoa Pham Trung Nguyen-Thoi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第3期971-986,共16页
The main purpose of this paper is to present numerical results of static bending and free vibration of functionally graded porous(FGP) variable-thickness plates by using an edge-based smoothed finite element method(ES... The main purpose of this paper is to present numerical results of static bending and free vibration of functionally graded porous(FGP) variable-thickness plates by using an edge-based smoothed finite element method(ES-FEM) associate with the mixed interpolation of tensorial components technique for the three-node triangular element(MITC3), so-called ES-MITC3. This ES-MITC3 element is performed to eliminate the shear locking problem and to enhance the accuracy of the existing MITC3 element. In the ES-MITC3 element, the stiffness matrices are obtained by using the strain smoothing technique over the smoothing domains formed by two adjacent MITC3 triangular elements sharing an edge. Materials of the plate are FGP with a power-law index(k) and maximum porosity distributions(U) in the forms of cosine functions. The influences of some geometric parameters, material properties on static bending, and natural frequency of the FGP variable-thickness plates are examined in detail. 展开更多
关键词 Functionally graded porous(FGP)plates Edge-based smoothed finite element method(ES-FEM) Mixed interpolation of tensorial components(MITC) Static bending Free vibration
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Spectral matching algorithm based on nonsubsampled contourlet transform and scale-invariant feature transform 被引量:4
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作者 Dong Liang Pu Yan +2 位作者 Ming Zhu Yizheng Fan Kui Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期453-459,共7页
A new spectral matching algorithm is proposed by us- ing nonsubsampled contourlet transform and scale-invariant fea- ture transform. The nonsubsampled contourlet transform is used to decompose an image into a low freq... A new spectral matching algorithm is proposed by us- ing nonsubsampled contourlet transform and scale-invariant fea- ture transform. The nonsubsampled contourlet transform is used to decompose an image into a low frequency image and several high frequency images, and the scale-invariant feature transform is employed to extract feature points from the low frequency im- age. A proximity matrix is constructed for the feature points of two related images. By singular value decomposition of the proximity matrix, a matching matrix (or matching result) reflecting the match- ing degree among feature points is obtained. Experimental results indicate that the proposed algorithm can reduce time complexity and possess a higher accuracy. 展开更多
关键词 point pattern matching nonsubsampled contourlet transform scale-invariant feature transform spectral algorithm.
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Influence of active constrained layer damping on the coupled vibration response of functionally graded magneto-electro-elastic plates with skewed edges 被引量:3
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作者 M.Vinyas D.Harursampath T.Nguyen-Thoi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第5期1019-1038,共20页
This article makes the first attempt in assessing the influence of active constrained layer damping(ACLD)treatment towards precise control of frequency responses of functionally graded skew-magneto-electroelastic(FGSM... This article makes the first attempt in assessing the influence of active constrained layer damping(ACLD)treatment towards precise control of frequency responses of functionally graded skew-magneto-electroelastic(FGSMEE)plates by employing finite element methods.The materials are functionally graded across the thickness of the plate in terms of modest power-law distributions.The principal equations of motion of FGSMEE are derived via Hamilton’s principle and solved using condensation technique.The effect of ACLD patches are modelled by following the complex modulus approach(CMA).Additionally,distinctive emphasis is laid to evaluate the influence of geometrical skewness on the attenuation capabilities of the plate.The accuracy of the current analysis is corroborated with comparison of previous researches of similar kind.Additionally,a complete parametric study is directed to understand the combined impacts of various factors like coupling fields,patch location,fiber orientation of piezoelectric patch in association with skew angle and power-law index. 展开更多
关键词 Vibration control Functionally graded MEE plates Skew angle Active constrained layer damping(ACLD) PATCHES
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Image decomposition and staircase effect reduction based on total generalized variation 被引量:2
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作者 Jianlou Xu Xiangchu Feng +1 位作者 Yan Hao Yu Han 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第1期168-174,共7页
Total variation (TV) is widely applied in image process-ing. The assumption of TV is that an image consists of piecewise constants, however, it suffers from the so-cal ed staircase effect. In order to reduce the sta... Total variation (TV) is widely applied in image process-ing. The assumption of TV is that an image consists of piecewise constants, however, it suffers from the so-cal ed staircase effect. In order to reduce the staircase effect and preserve the edges when textures of image are extracted, a new image decomposition model is proposed in this paper. The proposed model is based on the to-tal generalized variation method which involves and balances the higher order of the structure. We also derive a numerical algorithm based on a primal-dual formulation that can be effectively imple-mented. Numerical experiments show that the proposed method can achieve a better trade-off between noise removal and texture extraction, while avoiding the staircase effect efficiently. 展开更多
关键词 total variation (TV) image decomposition staircaseeffect total generalized variation.
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Heat transfer and nanofluid flow over a porous plate with radiation and slip boundary conditions 被引量:5
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作者 Hamid MALEKI Jalal ALSARRAF +2 位作者 Abbas MOGHANIZADEH Hassan HAJABDOLLAHI Mohammad Reza SAFAEI 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第5期1099-1115,共17页
Presence of different terms with various values can alter the thermal behavior of the nanofluids flow over porous surfaces.The aim of this research is to study the influence of nanoparticles volume fraction,nanopartic... Presence of different terms with various values can alter the thermal behavior of the nanofluids flow over porous surfaces.The aim of this research is to study the influence of nanoparticles volume fraction,nanoparticles type,suction or injection,the heat generation or absorption,the Eckert number,thermal and velocity slip parameters,and radiation on the velocity and temperature fields on the flow and heat transfer over a porous flat plate.Four different types of nanoparticles including metal nanoparticles (Cu),metal oxide nanoparticles (Al2O3) and carbon-based nanomaterials (MWCNTs and SWCNTs) which were dispersed in the water (as based fluid) are studied.The governing equations are converted into the ordinary differential equations using similarity solution and solved numerically by the RKF45 algorithm.The results of the simulations showed a contradiction with the results of other researchers who expressed that using nanoparticles with higher thermal conductivity and volume fraction led to increasing heat transfer rate in nanofluids;this study proves that,in some cases,boosting the volume fraction of nanoparticles has a potential to decrease the heat transfer rate due to significant changes in values of some parameters including radiation,heat generation,and viscous dissipation. 展开更多
关键词 RADIATION slip condition porous surface heat generation/absorption viscous dissipation NANOFLUID
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