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基于自适应动量更新策略的Adams算法 被引量:2
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作者 李满园 罗飞 +2 位作者 顾春华 罗勇军 丁炜超 《上海理工大学学报》 CAS CSCD 北大核心 2023年第2期112-119,共8页
Adam算法是目前最常用的优化算法之一,但其面临学习率震荡导致模型不收敛问题,其改进算法AMSGrad也存在梯度递减导致的二阶动量失效问题。针对上述问题,提出了基于自适应动量更新策略的Adams算法。首先,通过为一阶动量和二阶动量引入自... Adam算法是目前最常用的优化算法之一,但其面临学习率震荡导致模型不收敛问题,其改进算法AMSGrad也存在梯度递减导致的二阶动量失效问题。针对上述问题,提出了基于自适应动量更新策略的Adams算法。首先,通过为一阶动量和二阶动量引入自适应更新参数,并在最后的参数更新期间采用较小的一阶动量更新参数,构建了一种自适应的动量更新策略。其次,基于该更新策略,提出了一种能够快速收敛的Adams算法。最后,通过理论分析证明了Adams算法的收敛性。基于文本分类和图像分类的对比实验表明,相比于Adam和AMSGrad算法,Adams收敛速度更快、训练结果更好,且具有优秀的泛化能力;消融实验证明了Adams算法自适应动量更新策略的有效性。 展开更多
关键词 优化算法 自适应动量更新策略 一阶动量 动量
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Vector Product and an Integrable Dynamical System
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作者 Willi-Hans Steeb Yorick Hardy Igor Tanski 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第12期992-994,共3页
We study an autonomous system of first order ordinary differential equations based on the vector product. We show that the system is completely integrable by constructing the first integrals.The connection with Nambu ... We study an autonomous system of first order ordinary differential equations based on the vector product. We show that the system is completely integrable by constructing the first integrals.The connection with Nambu mechanics is established.The extension to higher dimensions is also discussed. 展开更多
关键词 integrable system vector product Nambu mechanics
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First-order perturbation approximation for rock elastic moduli in transversely isotropic media 被引量:7
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作者 WU GuoChen ZHAO XiaoLong +1 位作者 TANG Jie DU ZeYuan 《Science China Earth Sciences》 SCIE EI CAS CSCD 2017年第9期1645-1654,共10页
Seismic anisotropy is a relatively common seismic wave phenomenon in laminated sedimentary rocks such as shale and it can be used to investigate mechanical properties of such rocks and other geological materials. Youn... Seismic anisotropy is a relatively common seismic wave phenomenon in laminated sedimentary rocks such as shale and it can be used to investigate mechanical properties of such rocks and other geological materials. Young's modulus and Poisson's ratio are the most common mechanical properties determined in various rock engineering practices. Approximate and explicit equations are proposed for determining Young's modulus and Poisson's ratio in anisotropic rocks, in which the symmetry plane and symmetry axis of the anisotropy are derived from the constitutive equation of transversely isotropic rock. These equations are based on the media decomposition principle and seismic wave perturbation theory and their accuracy is tested on two sets of laboratory data. A strong correlation is found for Young's modulus in two principal directions and for Poisson's ratio along the symmetry plane. Further, there is an underprediction of Poisson's ratio along the symmetry axis, although the overall behavior follows the trend of the measured data. Tests on a real dataset show that it is necessary to account for anisotropy when characterizing rock mechanical properties of shale. The approximate equations can effectively estimate anisotropic Young's modulus and Poisson's ratio, both of which are critical rock mechanical data input for hydraulic fracturing engineering. 展开更多
关键词 Seismic anisotropy Young's modulus Poisson's ratio Perturbation approximation
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Tensor Fields on Self-Dual Warped AdS_3 Background
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作者 Mohammad A.Ganjali Sadegh Sadeghian 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第10期447-454,共8页
Considering rank s fields obey first order equation of motion, we study the dynamics of such fields in a 3-dimensionaJ self-duaJ space-like warped AdS3 black hole background. We obtain a Klein-Gordon-like equation for... Considering rank s fields obey first order equation of motion, we study the dynamics of such fields in a 3-dimensionaJ self-duaJ space-like warped AdS3 black hole background. We obtain a Klein-Gordon-like equation for tensor fields. By using gauge constraint and traceless condition, we will find the exact solutions of the equations of motion. Then, we will Compute the quasi-normal modes by imposing appropriate boundary conditions at horizon and infinity. 展开更多
关键词 quasi-normal modes higher spin self-dual warped ADS3 Dirichlet conditions
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