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Hybrid Policy of Routing and Spectrum Assignment in Elastic Optical Networks
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作者 Joël Adépo Georges Nogbou Anoh Joseph Wognin Vangah 《Open Journal of Applied Sciences》 2023年第12期2387-2394,共8页
The major challenge in elastic optical networks is to determine the path of a connection and to allocate spectral resources on the links of this path. This problem consists of two sub-problems, routing and spectrum al... The major challenge in elastic optical networks is to determine the path of a connection and to allocate spectral resources on the links of this path. This problem consists of two sub-problems, routing and spectrum allocation. In the literature, these sub-problems are solved with a predefined order for all topology node pairs. Recent work proposes hybrid resolution algorithms based on connection demand and network state to provide a solution to these problems. However, the blocking rate of new connection requests has become problematic. In this work, we propose a hybrid routing and spectrum assignment policy to improve blocking rate of new connection requests. The proposed solution consists to change the routing policy of a pair node if the connection request is blocked. This algorithm improves the blocking rate of new connection requests. 展开更多
关键词 ROUTING Spectrum Assignment elastic Optical network
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广义条件梯度法求解非线性elastic-net正则化
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作者 田宇 丁亮 《哈尔滨师范大学自然科学学报》 CAS 2023年第5期14-20,共7页
研究非线性不适定算子方程的求解问题,并且构造了一种用来求解带有罚项约束的非线性elastic-net正则化的迭代算法.这种算法的目的主要是将广义条件梯度算法的方法推广到带有罚项约束的非线性的正则化问题中,进而去构造出一种用于解决ela... 研究非线性不适定算子方程的求解问题,并且构造了一种用来求解带有罚项约束的非线性elastic-net正则化的迭代算法.这种算法的目的主要是将广义条件梯度算法的方法推广到带有罚项约束的非线性的正则化问题中,进而去构造出一种用于解决elastic-net正则化问题的软阈值迭代算法,并且也给出了这种算法的收敛性的证明.该方法放宽了原来的广义条件梯度方法所需的紧集条件. 展开更多
关键词 非线性方程 不适定问题 广义条件梯度算法 elastic-net正则化
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Publisher Correction to:Highly Elastic,Bioresorbable Polymeric Materials for Stretchable,Transient Electronic Systems
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作者 Jeong‑Woong Shin Dong‑Je Kim +12 位作者 Tae‑Min Jang Won Bae Han Joong Hoon Lee Gwan‑Jin Ko Seung Min Yang Kaveti Rajaram Sungkeun Han Heeseok Kang Jun Hyeon Lim Chan‑Hwi Eom Amay JBandodkar Hanul Min Suk‑Won Hwang 《Nano-Micro Letters》 SCIE EI CAS CSCD 2024年第8期417-417,共1页
Due to typesetting mistake,Hanul Min was missed to be denoted as a corresponding author in the article.The type-setter apologizes for this.The original article has been corrected.Open Access This article is licensed u... Due to typesetting mistake,Hanul Min was missed to be denoted as a corresponding author in the article.The type-setter apologizes for this.The original article has been corrected.Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,which permits use,sharing,adaptation,distribution and reproduction in any medium or format,as long as you give appropriate credit to the original author(s)and the source,provide a link to the Creative Commons licence,and indicate if changes were made.The images or other third party material in this article are included in the article’s Creative Commons licence,unless indicated otherwise in a credit line to the material.If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use,you will need to obtain permission directly from the copyright holder. 展开更多
关键词 CREATIVE elastic HIGHLY
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A novel relationship between elastic modulus and void ratio associated with principal stress for coral calcareous sand
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作者 Ran Gao Jianhong Ye 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第3期1033-1048,共16页
Elastic moduli,e.g.shear modulus G and bulk modulus K,are important parameters of geotechnical materials,which are not only the indices for the evaluation of the deformation ability of soils but also the important bas... Elastic moduli,e.g.shear modulus G and bulk modulus K,are important parameters of geotechnical materials,which are not only the indices for the evaluation of the deformation ability of soils but also the important basic parameters for the development of the constitutive models of geotechnical materials.In this study,a series of triaxial loading-unloading-reloading shear tests and isotropic loading-unloadingreloading tests are conducted to study several typical mechanical properties of coral calcareous sand(CCS),and the void ratio evolution during loading,unloading and reloading.The test results show that the stress-strain curves during multiple unloading processes are almost parallel,and their slopes are much greater than the deformation modulus at the initial stage of loading.The relationship between the confining pressure and the volumetric strain can be defined approximately by a hyperbolic equation under the condition of monotonic loading of confining pressure.Under the condition of confining pressure unloading,the evolution of void ratio is linear in the e-lnp0 plane,and these lines are a series of almost parallel lines if there are multiple processes of unloading.Based on the experimental results,it is found that the modified Hardin formulae for the elastic modulus estimation have a significant deviation from the tested values for CCS.Based on the experimental results,it is proposed that the elastic modulus of soils should be determined by the intersection line of two spatial surfaces in the G/K-e-p’/pa space(pa:atmosphere pressure).“Ye formulation”is further proposed for the estimation of the elastic modulus of CCS.This new estimation formulation for soil elastic modulus would provide a new method to accurately describe the mechanical behavior of granular soils. 展开更多
关键词 Coral calcareous sand(CCS) elastic shear modulus elastic bulk modulus Triaxial test Estimation formulation Ye formulation
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Theoretical analysis of the elastic Kelvin-Helmholtz instability in explosive weldings
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作者 Yuanbo Sun Jianning Gou +5 位作者 Cheng Wang Qiang Zhou Rui Liu Pengwan Chen Tonghui Yang Xiang Zhao 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期521-528,共8页
By considering the joint effects of the Kelvin-Helmholtz(KH) and Rayleigh-Taylor(RT) instabilities, this paper presents an interpretation of the wavy patterns that occur in explosive welding. It is assumed that the el... By considering the joint effects of the Kelvin-Helmholtz(KH) and Rayleigh-Taylor(RT) instabilities, this paper presents an interpretation of the wavy patterns that occur in explosive welding. It is assumed that the elasticity of the material at the interface effectively determines the wavelength, because explosive welding is basically a solid-state welding process. To this end, an analytical model of elastic hydrodynamic instabilities is proposed, and the most unstable mode is selected in the solid phase. Similar approaches have been widely used to study the interfacial behavior of solid metals in high-energy-density physics. By comparing the experimental and theoretical results, it is concluded that thermal softening,which significantly reduces the shear modulus, is necessary and sufficient for successful welding. The thermal softening is verified by theoretical analysis of the increase in temperature due to the impacting and sliding of the flyer and base plates, and some experimental observations are qualitatively validated.In summary, the combined effect of the KH and RT instabilities in solids determines the wavy morphology, and our theoretical results are in good qualitative agreement with experimental and numerical observations. 展开更多
关键词 Explosive welding Hydrodynamic instabilities elasticITY
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Linearized waveform inversion for vertical transversely isotropic elastic media:Methodology and multi-parameter crosstalk analysis
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作者 Ke Chen Lu Liu +5 位作者 Li-Nan Xu Fei Hu Yuan Yang Jia-Hui Zuo Le-Le Zhang Yang Zhao 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期252-271,共20页
Seismic migration and inversion are closely related techniques to portray subsurface images and identify hydrocarbon reservoirs.Seismic migration aims at obtaining structural images of subsurface geologic discontinuit... Seismic migration and inversion are closely related techniques to portray subsurface images and identify hydrocarbon reservoirs.Seismic migration aims at obtaining structural images of subsurface geologic discontinuities.More specifically,seismic migration estimates the reflectivity function(stacked average reflectivity or pre-stack angle-dependent reflectivity)from seismic reflection data.On the other hand,seismic inversion quantitatively estimates the intrinsic rock properties of subsurface formulations.Such seismic inversion methods are applicable to detect hydrocarbon reservoirs that may exhibit lateral variations in the inverted parameters.Although there exist many differences,pre-stack seismic migration is similar with the first iteration of the general linearized seismic inversion.Usually,seismic migration and inversion techniques assume an acoustic or isotropic elastic medium.Unconventional reservoirs such as shale and tight sand formation have notable anisotropic property.We present a linearized waveform inversion(LWI)scheme for weakly anisotropic elastic media with vertical transversely isotropic(VTI)symmetry.It is based on two-way anisotropic elastic wave equation and simultaneously inverts for the localized perturbations(ΔVp_(0)/Vp_(0)/Vs_(0)/Vs_(0)/,Δ∈,Δδ)from the long-wavelength reference model.Our proposed VTI-elastic LWI is an iterative method that requires a forward and an adjoint operator acting on vectors in each iteration.We derive the forward Born approximation operator by perturbation theory and adjoint operator via adjoint-state method.The inversion has improved the quality of the images and reduces the multi-parameter crosstalk comparing with the adjoint-based images.We have observed that the multi-parameter crosstalk problem is more prominent in the inversion images for Thomsen anisotropy parameters.Especially,the Thomsen parameter is the most difficult to resolve.We also analyze the multi-parameter crosstalk using scattering radiation patterns.The linearized waveform inversion for VTI-elastic media presented in this article provides quantitative information of the rock properties that has the potential to help identify hydrocarbon reservoirs. 展开更多
关键词 elastic ANISOTROPY Least-squares imaging Waveform inversion Computational geophysics
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Determining the effective elastic thickness through cross-correlation between isostatic disturbances
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作者 Nelson Ribeiro-Filho Cristiano Mendel Martins +2 位作者 Raissa Moraes Baldez Ivaldevingles Rodrigues de Souza Júnior Franck Eitel Kemgang Ghomsi 《Geodesy and Geodynamics》 EI CSCD 2024年第3期241-251,共11页
The elastic thickness parameter was estimated using the mobile correlation technique between the observed isostatic disturbance and the gravity disturbance calculated through direct gravimetric modeling. We computed t... The elastic thickness parameter was estimated using the mobile correlation technique between the observed isostatic disturbance and the gravity disturbance calculated through direct gravimetric modeling. We computed the vertical flexure value of the crust for a specific elastic thickness using a given topographic dataset. The gravity disturbance due to the topography was determined after the calculation. A grid of values for the elastic thickness parameter was generated. Then, a moving correlation was performed between the observed gravity data(representing actual surface data) and the calculated data from the forward modeling. The optimum elastic thickness of the particular point corresponded to the highest correlation coefficient. The methodology was tested on synthetic data and showed that the synthetic depth closely matched the original depth, including the elastic thickness value. To validate the results, the described procedure was applied to a real dataset from the Barreirinhas Basin, situated in the northeastern region of Brazil. The results show that the obtained crustal depth is highly correlated with the depth from known models. Additionally, we noted that the elastic thickness behaves as expected, decreasing from the continent towards the ocean. Based on the results, this method has the potential to be employed as a direct estimate of crustal depth and elastic thickness for any region. 展开更多
关键词 ISOSTASY elastic thickness Isostatic disturbance Moho depth CROSS-CORRELATION
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Hamiltonian system for the inhomogeneous plane elasticity of dodecagonal quasicrystal plates and its analytical solutions
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作者 孙志强 侯国林 +1 位作者 乔艳芬 刘金存 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第1期581-590,共10页
A Hamiltonian system is derived for the plane elasticity problem of two-dimensional dodecagonal quasicrystals by introducing the simple state function. By using symplectic elasticity approach, the analytic solutions o... A Hamiltonian system is derived for the plane elasticity problem of two-dimensional dodecagonal quasicrystals by introducing the simple state function. By using symplectic elasticity approach, the analytic solutions of the phonon and phason displacements are obtained further for the quasicrystal plates. In addition, the effectiveness of the approach is verified by comparison with the data of the finite integral transformation method. 展开更多
关键词 Hamiltonian system symplectic elasticity QUASICRYSTALS analytic solution state function
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Research on the flow stability and noise reduction characteristics of quasi-periodic elastic support skin
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作者 Lu Chen Shao-gang Liu +5 位作者 Dan Zhao Li-qiang Dong Kai Li Shuai Tang Jin Cui Hong Guo 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期222-236,共15页
To enhance flow stability and reduce hydrodynamic noise caused by fluctuating pressure,a quasiperiodic elastic support skin composed of flexible walls and elastic support elements is proposed for fluid noise reduction... To enhance flow stability and reduce hydrodynamic noise caused by fluctuating pressure,a quasiperiodic elastic support skin composed of flexible walls and elastic support elements is proposed for fluid noise reduction.The arrangement of the elastic support element is determined by the equivalent periodic distance and quasi-periodic coefficient.In this paper,a dynamic model of skin in a fluid environment is established.The influence of equivalent periodic distance and quasi-periodic coefficient on flow stability is investigated.The results suggest that arranging the elastic support elements in accordance with the quasi-periodic law can effectively enhance flow stability.Meanwhile,the hydrodynamic noise calculation results demonstrate that the skin exhibits excellent noise reduction performance,with reductions of 10 dB in the streamwise direction,11 dB in the spanwise direction,and 10 dB in the normal direction.The results also demonstrate that the stability analysis method can serve as a diagnostic tool for flow fields and guide the design of noise reduction structures. 展开更多
关键词 Flow stability Quasi-period Flexible wall elastic support element Hydrodynamic noise
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Analytical solution for the effective elastic properties of rocks with the tilted penny-shaped cracks in the transversely isotropic background
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作者 Zheng-Qian Ma Xing-Yao Yin +2 位作者 Zhao-Yun Zong Yuan-Yuan Tan Ya-Ming Yang 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期221-243,共23页
Seismic prediction of cracks is of great significance in many disciplines,for which the rock physics model is indispensable.However,up to now,multitudinous analytical models focus primarily on the cracked rock with th... Seismic prediction of cracks is of great significance in many disciplines,for which the rock physics model is indispensable.However,up to now,multitudinous analytical models focus primarily on the cracked rock with the isotropic background,while the explicit model for the cracked rock with the anisotropic background is rarely investigated in spite of such case being often encountered in the earth.Hence,we first studied dependences of the crack opening displacement tensors on the crack dip angle in the coordinate systems formed by symmetry planes of the crack and the background anisotropy,respectively,by forty groups of numerical experiments.Based on the conclusion from the experiments,the analytical solution was derived for the effective elastic properties of the rock with the inclined penny-shaped cracks in the transversely isotropic background.Further,we comprehensively analyzed,according to the developed model,effects of the crack dip angle,background anisotropy,filling fluid and crack density on the effective elastic properties of the cracked rock.The analysis results indicate that the dip angle and background anisotropy can significantly either enhance or weaken the anisotropy degrees of the P-and SH-wave velocities,whereas they have relatively small effects on the SV-wave velocity anisotropy.Moreover,the filling fluid can increase the stiffness coefficients related to the compressional modulus by reducing crack compliance parameters,while its effects on shear coefficients depend on the crack dip angle.The increasing crack density reduces velocities of the dry rock,and decreasing rates of the velocities are affected by the crack dip angle.By comparing with exact numerical results and experimental data,it was demonstrated that the proposed model can achieve high-precision estimations of stiffness coefficients.Moreover,the assumption of the weakly anisotropic background results in the consistency between the proposed model and Hudson's published theory for the orthorhombic rock. 展开更多
关键词 Effective elastic property Tilted crack Transverse isotropy Analytical solution Crack opening displacement
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Dynamic characteristics of multi-span spinning beams with elastic constraints under an axial compressive force
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作者 Xiaodong GUO Zhu SU Lifeng WANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2024年第2期295-310,共16页
A theoretical model for the multi-span spinning beams with elastic constraints under an axial compressive force is proposed.The displacement and bending angle functions are represented through an improved Fourier seri... A theoretical model for the multi-span spinning beams with elastic constraints under an axial compressive force is proposed.The displacement and bending angle functions are represented through an improved Fourier series,which ensures the continuity of the derivative at the boundary and enhances the convergence.The exact characteristic equations of the multi-span spinning beams with elastic constraints under an axial compressive force are derived by the Lagrange equation.The efficiency and accuracy of the present method are validated in comparison with the finite element method(FEM)and other methods.The effects of the boundary spring stiffness,the number of spans,the spinning velocity,and the axial compressive force on the dynamic characteristics of the multi-span spinning beams are studied.The results show that the present method can freely simulate any boundary constraints without modifying the solution process.The elastic range of linear springs is larger than that of torsion springs,and it is not affected by the number of spans.With an increase in the axial compressive force,the attenuation rate of the natural frequency of a spinning beam with a large number of spans becomes larger,while the attenuation rate with an elastic boundary is lower than that under a classic simply supported boundary. 展开更多
关键词 multi-span spinning beam elastic constraint improved Fourier series free vibration semi-analytical solution
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Design and fabrication of compound varifocal lens driven by polydimethylsiloxane film elastic deformation
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作者 缪文浩 韩泽峰 +3 位作者 赵瑞 梁忠诚 寇松峰 徐荣青 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第2期342-346,共5页
A compound varifocal lens based on electromagnetic drive technology is designed and fabricated, where the polydimethylsiloxane(PDMS) film acts as a driving component, while the PDMS biconvex lens and the plane-concave... A compound varifocal lens based on electromagnetic drive technology is designed and fabricated, where the polydimethylsiloxane(PDMS) film acts as a driving component, while the PDMS biconvex lens and the plane-concave lens form a coaxial compound lens system. The plane-concave lens equipped with driving coils is installed directly above the PDMS lens surrounded by the annular magnet. When different currents are applied, the annular magnet moves up and down, driving the PDMS film to undergo elastic deformation, and then resulting in longitudinal movement of the PDMS lens. The position change of the PDMS lens changes the focal length of the compound lens system. To verify the feasibility and practicability of this design, a prototype of our compound lens system is fabricated in experiment. Our proposed compound lens shows that its zoom ability reaches 9.28 mm when the current ranges from -0.20 A to 0.21 A. 展开更多
关键词 compound varifocal lens PDMS film elastic deformation focal length electromagnetic force zoom ability
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Impacts of artificial dams on terrestrial water storage changes and the Earth's elastic load response during 1950-2016: A case study of medium and large reservoirs in Chinese mainland
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作者 Linsong Wang Mingtao Zhu +2 位作者 Yulong Zhong Jianwei Sun Zhenran Peng 《Geodesy and Geodynamics》 EI CSCD 2024年第3期252-263,共12页
The construction of dams for intercepting and storing water has altered surface water distributions, landsea water exchanges, and the load response of the solid Earth. The lack of accurate estimation of reservoir prop... The construction of dams for intercepting and storing water has altered surface water distributions, landsea water exchanges, and the load response of the solid Earth. The lack of accurate estimation of reservoir properties through the land surface and hydrological models can lead to water storage simulation and extraction errors. This impact is particularly evident in many artificial reservoirs in China. The study aims to comprehensively assess the spatiotemporal distribution and trends of water storage in medium and large reservoirs(MLRs) in Chinese mainland during 1950-2016, and to investigate the gravity,displacement, and strain effects induced by the reservoir mass concentration using the load elasticity theory. In addition, the impoundment contributions of MLRs to the relative sea level changes were assessed using a sea-level equation. The results show impoundment increases in the MLRs during1950-2016, particularly in the Yangtze River(Changjiang) and southern basins, causing significant elastic load effects in the surrounding areas of the reservoirs and increasing the relative sea level in China's offshore. However, long-term groundwater estimation trends are overestimated and underestimated in the Yangtze River and southwestern basins, respectively, due to the neglect of the MLRs impacts or the uncertainty of the hydrological model's output(e.g., soil moisture, etc.). The construction of MLRs may reduce the water mass input from land to the ocean, thus slowing global sea level rise. The results of the impact of human activities on the regional water cycle provide important references and data support for improving the integration of hydrological models, evaluating Earth's viscoelastic responses under longterm reservoir storage, enhancing in-situ and satellite geodetic measurements, and identifying the main factors driving sea level changes. 展开更多
关键词 Man-made dams Terrestrial water storage elastic load response Sea level changes Chinese mainland
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Edge computing oriented virtual optical network mapping scheme based on fragmentation prediction
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作者 何烁 BAI Huifeng +1 位作者 HUO Chao ZHANG Ganghong 《High Technology Letters》 EI CAS 2024年第2期158-163,共6页
As edge computing services soar,the problem of resource fragmentation situation is greatly worsened in elastic optical networks(EON).Aimed to solve this problem,this article proposes the fragmentation prediction model... As edge computing services soar,the problem of resource fragmentation situation is greatly worsened in elastic optical networks(EON).Aimed to solve this problem,this article proposes the fragmentation prediction model that makes full use of the gate recurrent unit(GRU)algorithm.Based on the fragmentation prediction model,one virtual optical network mapping scheme is presented for edge computing driven EON.With the minimum of fragmentation degree all over the whole EON,the virtual network mapping can be successively conducted.Test results show that the proposed approach can reduce blocking rate,and the supporting ability for virtual optical network services is greatly improved. 展开更多
关键词 elastic optical networks virtual optical network fragmentation self-awareness edge computing
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基于lasso和elastic net的宽度学习系统网络结构稀疏方法 被引量:8
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作者 褚菲 苏嘉铭 +3 位作者 梁涛 陈俊龙 王雪松 马小平 《控制理论与应用》 EI CAS CSCD 北大核心 2020年第12期2543-2550,共8页
本文提出了一种基于lasso和elastic net的宽度学习系统(BLS)网络结构稀疏方法,将标准BLS目标函数中的L2范数分别替换为lasso和elastic net,利用这两种正则化技术来约束网络输出权重,衡量每个网络节点输出权重对预测的影响程度,将多余的... 本文提出了一种基于lasso和elastic net的宽度学习系统(BLS)网络结构稀疏方法,将标准BLS目标函数中的L2范数分别替换为lasso和elastic net,利用这两种正则化技术来约束网络输出权重,衡量每个网络节点输出权重对预测的影响程度,将多余的节点进行剔除,提高了网络结构的稀疏性.通过对一些回归数据集进行实验,可以看到本文提出的方法在不损失预测精度的前提下,同时简化了网络结构. 展开更多
关键词 宽度学习系统 网络结构 lasso elastic net
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光谱分析中Elastic Net变量选择与降维方法 被引量:4
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作者 赵安新 汤晓君 +2 位作者 宋娅 张钟华 刘君华 《红外与激光工程》 EI CSCD 北大核心 2014年第6期1977-1981,共5页
在利用红外光谱进行多组分混合气体定量分析建模中,须根据各目标气体成分的光谱特点进行光谱维数降维和特征变量选择。以甲烷、乙烷、丙烷、异丁烷、正丁烷、异戊烷和正戊烷等7种气体为分析目标,采用最小绝对收缩和选择算子(LASSO)与弹... 在利用红外光谱进行多组分混合气体定量分析建模中,须根据各目标气体成分的光谱特点进行光谱维数降维和特征变量选择。以甲烷、乙烷、丙烷、异丁烷、正丁烷、异戊烷和正戊烷等7种气体为分析目标,采用最小绝对收缩和选择算子(LASSO)与弹性网络(ElasticNet)方法进行目标气体数据预处理。针对LASSO和Elastic Net方法参数优化选择的问题,采用均方误差和预测偏差最小两个准则进行参数的优化选取。对4cm-1的实测光谱数据,采用LASSO和ElasticNet方法分别在0.0019和0.0021均方误差条件下使得维度从2542维分别降为2维和3维,LASSO的交叉灵敏度最大和最小为10.2718%和1.4205%,ElasticNet分别为5.4945%和0.7493%。结果表明:Elastic Net在用于光谱定量分析的数据预处理中具有一定的优势,为准确建立定量分析模型奠定了基础。 展开更多
关键词 气体红外光谱定量分析 正则化算法 特征波长选择 LASSO elastic net
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Adaptive Elastic Net方法在Logistic回归模型中的应用(英文) 被引量:4
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作者 李春红 黄登香 戴洪帅 《工程数学学报》 CSCD 北大核心 2015年第5期759-771,共13页
本文将adaptive Elastic Net方法应用于Logistic回归模型,研究并证明其具有Oracle性质,并利用数值模拟及实际例子将其与Lasso、adaptive Lasso、Elastic Net方法的估计结果进行比较,从结果可以看出,adaptive Elastic Net方法效果更优.
关键词 elastic net ADAPTIVE Lasso ADAPTIVE elastic net Logistic对数线性模型 Oracle性质
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基于Elastic Net特征变量选择的SCR入口NO_(x)软测量模型 被引量:7
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作者 王印松 陈瑞杰 《中国测试》 CAS 北大核心 2021年第12期79-86,共8页
在传统选择性催化还原反应器(selective catalytic reduction,SCR)入口NO_(x)软测量研究中,选取相关变量大多是基于机理分析方法,具有一定主观性。针对这一问题,提出Elastic Net方法结合最小二乘支持向量机(least squares support vecto... 在传统选择性催化还原反应器(selective catalytic reduction,SCR)入口NO_(x)软测量研究中,选取相关变量大多是基于机理分析方法,具有一定主观性。针对这一问题,提出Elastic Net方法结合最小二乘支持向量机(least squares support vector machine,LSSVM)的SCR入口NO_(x)软测量模型。首先采用Elastic Net对潜在相关变量进行变量选择,该方法无需机理分析,避免变量选择的主观性。此外,Elastic Net克服最小绝对收敛和选择算子(least absolute shrinkage and selection operator,LASSO)变量选择时因数据内部存在共线性和群组效应而影响选择效果的问题。然后利用LSSVM具有的训练速度较快、泛化性能优良和非线性逼近能力强等优点,建立Elastic Net-LSSVM软测量模型。现场数据仿真结果表明:Elastic Net-LSSVM与LSSVM相比,在预测时均方根误差减小8.45%,使预测更准确,验证软测量模型的有效性,可为烟气脱硝系统的控制优化提供参考。 展开更多
关键词 NO_(x)软测量 elastic net 特征变量选择 LSSVM
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Elastic Net方法在Cox模型变量选择中的研究 被引量:3
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作者 李春红 韦新星 《西南大学学报(自然科学版)》 CAS CSCD 北大核心 2015年第7期95-101,共7页
将Elastic Net方法运用于Cox模型的变量选择中,建立EN-Cox模型,证明了Cox模型的Elastic Net估计具有组效应性质.数值模拟验证了Elastic Net方法能将强相关变量全部选入Cox模型,而Lasso方法无此功效.数值实例验证了Elastic Net方法运用于... 将Elastic Net方法运用于Cox模型的变量选择中,建立EN-Cox模型,证明了Cox模型的Elastic Net估计具有组效应性质.数值模拟验证了Elastic Net方法能将强相关变量全部选入Cox模型,而Lasso方法无此功效.数值实例验证了Elastic Net方法运用于Cox模型的可行性,表明EN-Cox在拟合效果和预测能力方面均优于传统Cox模型. 展开更多
关键词 elastic net方法 COX模型 变量选择 强相关 组效应性质
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面板数据的贝叶斯Elastic Net分位数回归方法及其应用研究 被引量:2
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作者 唐礼智 李雨佳 赵力静 《统计研究》 CSSCI 北大核心 2020年第3期94-113,共20页
本文首次将Elastic Net这种用于高度相关变量的惩罚方法用于面板数据的贝叶斯分位数回归,并基于非对称Laplace先验分布推导所有参数的后验分布,进而构建Gibbs抽样。为了验证模型的有效性,本文将面板数据的贝叶斯Elastic Net分位数回归方... 本文首次将Elastic Net这种用于高度相关变量的惩罚方法用于面板数据的贝叶斯分位数回归,并基于非对称Laplace先验分布推导所有参数的后验分布,进而构建Gibbs抽样。为了验证模型的有效性,本文将面板数据的贝叶斯Elastic Net分位数回归方法(BQR. EN)与面板数据的贝叶斯分位数回归方法(BQR)、面板数据的贝叶斯Lasso分位数回归方法(BLQR)、面板数据的贝叶斯自适应Lasso分位数回归方法(BALQR)进行了多种情形下的全方位比较,结果表明BQR. EN方法适用于具有高度相关性、数据维度很高和尖峰厚尾分布特征的数据。进一步地,本文就BQR. EN方法在不同扰动项假设、不同样本量的情形展开模拟比较,验证了新方法的稳健性和小样本特性。最后,本文选取互联网金融类上市公司经济增加值(EVA)作为实证研究对象,检验新方法在实际问题中的参数估计与变量选择能力,实证结果符合预期。 展开更多
关键词 elastic net 分位数回归 贝叶斯估计 面板数据
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