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Ocean singularity analysis and global heat flow prediction reveal anomalous bathymetry and heat flow 被引量:1
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作者 Yang Zhang Qiuming Cheng +1 位作者 Tao Hong Junjie Ji 《Geoscience Frontiers》 2025年第3期193-204,共12页
The investigations of physical attributes of oceans,including parameters such as heat flow and bathymetry,have garnered substantial attention and are particularly valuable for examining Earth’s thermal structures and... The investigations of physical attributes of oceans,including parameters such as heat flow and bathymetry,have garnered substantial attention and are particularly valuable for examining Earth’s thermal structures and dynamic processes.Nevertheless,classical plate cooling models exhibit disparities when predicting observed heat flow and seafloor depth for extremely young and old lithospheres.Furthermore,a comprehensive analysis of global heat flow predictions and regional ocean heat flow or bathymetry data with physical models has been lacking.In this study,we employed power-law models derived from the singularity theory of fractal density to meticulously fit the latest ocean heat flow and bathymetry.Notably,power-law models offer distinct advantages over traditional plate cooling models,showcasing robust self-similarity,scale invariance,or scaling properties,and providing a better fit to observed data.The outcomes of our singularity analysis concerning heat flow and bathymetry across diverse oceanic regions exhibit a degree of consistency with the global ocean spreading rate model.In addition,we applied the similarity method to predict a higher resolution(0.1°×0.1°)global heat flow map based on the most recent heat flow data and geological/geophysical observables refined through linear correlation analysis.Regions displaying significant disparities between predicted and observed heat flow are closely linked to hydrothermal vent fields and active structures.Finally,combining the actual bathymetry and predicted heat flow with the power-law models allows for the quantitative and comprehensive detection of anomalous regions of ocean subsidence and heat flow,which deviate from traditional plate cooling models.The anomalous regions of subsidence and heat flow show different degrees of anisotropy,providing new ideas and clues for further analysis of ocean topography or hydrothermal circulation of mid-ocean ridges. 展开更多
关键词 Heat flow BATHYMETRY Fractal density Power-law model singularity analysis Similarity method
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Co-Evolution of Magmatic and Sedimentary Fluxes Coupling with Supercontinents:Insight from Singularity Analysis of Deep-Time Geological Records
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作者 Molei Zhao Guoxiong Chen +2 位作者 Jie Yang Yuanzhi Zhou Qiuming Cheng 《Journal of Earth Science》 2025年第5期2308-2316,共9页
Continental crust is the long-term achievements of Earth's evolution across billions of years.The continental rocks could have been modified by various types of geological processes,such as metamorphism,weathering... Continental crust is the long-term achievements of Earth's evolution across billions of years.The continental rocks could have been modified by various types of geological processes,such as metamorphism,weathering,and reworking.Therefore,physical or chemical properties of rocks through time record the composite effects of geological,biological,hydrological,and climatological processes.Temporal variations in these time series datasets could provide important clues for understanding the co-evolution of different layers on Earth.However,deciphering Earth's evolution in deep time is challenged by incompleteness,singularity,and intermittence of geological records associated with extreme geological events,hindering a rigorous assessment of the underlying coupling mechanisms.Here,we applied the recently developed local singularity analysis and wavelet analysis method to deep-time U-Pb age spectra and sedimentary abundance record across the past 3.5 Gyrs.Standard cross-correlation analysis suggests that the singularity records of marine sediment accumulations and magmatism intensity at continental margin are correlated negatively(R^(2)=0.8),with a delay of~100 Myr.Specifically,wavelet coherence analysis suggests a~500-800 Myr cycle of correlation between two records,implying a coupling between the major downward processes(subduction and recycling sediments)and upward processes(magmatic events)related to the aggregation and segregation of supercontinents.The results clearly reveal the long-term cyclic feedback mechanism between sediment accumulation and magmatism intensity through aggregation of supercontinents. 展开更多
关键词 singularity theory deep-time data magmatic and sedimentary fluxes CO-EVOLUTION big data tectonics
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ON SINGULARITY FORMATION FOR 3-D ZERO PRESSURE FLOW
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作者 Wei HUO 《Acta Mathematica Scientia》 2025年第3期937-950,共14页
We provide the breakdown mechanism of pressureless gases when the initial vor-ticity is zero.In other words,the maximum norm of the divergence and Ilull control the breakdown of the solution.Then we show that the solu... We provide the breakdown mechanism of pressureless gases when the initial vor-ticity is zero.In other words,the maximum norm of the divergence and Ilull control the breakdown of the solution.Then we show that the solution must blow up for certain initial data in both non-relativistic and relativistic settings. 展开更多
关键词 pressureless gases singularity RELATIVITY
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Positive Periodic Solutions to a Second-order Nonlinear Differential Equation with an Indefinite Singularity
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作者 YUAN Shujing LI Shaowen CHENG Zhibo 《数学理论与应用》 2025年第1期81-93,共13页
In this paper,we provide new sufficient conditions for the existence of positive periodic solutions for a class of indefinite singular differential equation x′′(t)+a(t)x(t)=h(t)/x^(ρ)(t)+g(t)x^(δ)(t)+e(t),whereρ... In this paper,we provide new sufficient conditions for the existence of positive periodic solutions for a class of indefinite singular differential equation x′′(t)+a(t)x(t)=h(t)/x^(ρ)(t)+g(t)x^(δ)(t)+e(t),whereρandδare two positive constants and 0<δ≤1,h,e∈L^(1)(R/TZ),g∈L^(1)(R/TZ)is positive.Our proofs are based on the fixed point theorems(Schauder’s fixed point theorem and Krasnoselskii-Guo fixed point theorem)and the positivity of the associated Green function. 展开更多
关键词 Schauder fixed point theorem Krasnoselskii-Guo fixed point theorem Indefinite singular Sublinear and semilinear Positive periodic solution
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Singularity-free Green's function for EM sources embedded in a stratified medium 被引量:3
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作者 翁爱华 刘云鹤 +1 位作者 殷长春 贾定宇 《Applied Geophysics》 SCIE CSCD 2016年第1期25-36,217,218,共14页
We present a method to unify the calculation of Green's functions for an electromagnetic(EM) transmitting source embedded in a homogeneous stratified medium.A virtual interface parallel to layer interfaces is intro... We present a method to unify the calculation of Green's functions for an electromagnetic(EM) transmitting source embedded in a homogeneous stratified medium.A virtual interface parallel to layer interfaces is introduced through the source location.The potentials for Green's function are derived by decomposing the partial wave solutions to Helmholtz's equations into upward and downward within boundaries.The amplitudes of the potentials in each stratum are obtained recursively from the initial amplitudes at the source level.The initial amplitudes are derived by coupling with the transmitting sources and following the discontinuity of the tangential electric and magnetic fields at the source interface.Only the initial terms are related to the transmitting sources and thus need to be modified for different transmitters,whereas the kernel connected with the stratified media stays unchanged.Hence,the present method can be easily applied to EM transmitting sources with little modification.The application of the proposed method to the marine controlled-source electromagnetic method(MCSEM) demonstrates its simplicity and flexibility. 展开更多
关键词 EM Marine EM Green's function stratified medium singularity
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Singularity Analysis of 2-DOF Planar Seven-bar MechanismsUsed in Hybrid Actuators
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作者 方新国 邹慧君 梁庆华 《Journal of Donghua University(English Edition)》 EI CAS 2004年第4期118-123,共6页
Based on the Jacobian matrices relating the input speeds with the output speeds of linkages, a general method, which is used for solving the singularities of planar multi-loop multi-DOF linkages, is presented. The fou... Based on the Jacobian matrices relating the input speeds with the output speeds of linkages, a general method, which is used for solving the singularities of planar multi-loop multi-DOF linkages, is presented. The four kinds of singularities of 2-DOF planar seven-bar linkages used in hybrid actuators are analyzed in detail by this method. Its five kinds of singular positions whose characteristics are discussed respectively are discovered. Three approaches are proposed on how to avoid the singular positions of planar multi-loop multi-DOF linkages. Based on the assemblability of planar single-loop N-bar chains or linkages, the geometry conditions are investigated and discovered to avoid the singular positions of the linkages. In order to versify aforementioned conclusions, a case is given in which the singular curves are plotted and simulated. 展开更多
关键词 Velocity matrice ASSEMBLABILITY Seven-bar mechanism singularity.
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Singularity-free expression of magnetic field of cuboid under undulating terrain 被引量:4
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作者 匡星涛 杨海 +1 位作者 朱晓颖 李伟 《Applied Geophysics》 SCIE CSCD 2016年第2期238-248,416,共12页
Most of the current computing methods used to determine the magnetic field of a uniformly magnetized cuboid assume that the observation point is located in the upper half space without a source. However, such methods ... Most of the current computing methods used to determine the magnetic field of a uniformly magnetized cuboid assume that the observation point is located in the upper half space without a source. However, such methods may generate analytical singularities for conditions of undulating terrain. Based on basic geomagnetic field theories, in this study an improved magnetic field expression is derived using an integration method of variable substitution, and all singularity problems for the entire space without a source are discussed and solved. This integration process is simpler than that of previous methods, and final integral results with a more uniform form. AT at all points in the source-flee space can be calculated without requiring coordinate transformation; thus forward modeling is also simplified. Corresponding model tests indicate that the new magnetic field expression is more correct because there is no analytical singularity and can be used with undulating terrain. 展开更多
关键词 Undulating terrain magnetic field of cuboid variable substitution analytical singularity
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Integral Representation of the Manifold Solution for New Class of the Volterra Type Integral Equation with a Boundary Singularity in the Case, When Kernel Contain Logarithmic Singularity and its Power
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作者 Nusrat Rajabov 《Journal of Mathematics and System Science》 2016年第1期23-37,共15页
In this work we suggestion new methods investigation the model Volterra type integral equation with logarithmic singularity, kernel which consisting from composition polynomial function with logarithmic singularity an... In this work we suggestion new methods investigation the model Volterra type integral equation with logarithmic singularity, kernel which consisting from composition polynomial function with logarithmic singularity and function with singular point. The problem investigation this type integral equation at n = 2m reduce to problem investigate the Volterra type integral equation (1) for n = 2 the theory for which was constructed in [2]. In this work, we investigation integral equation (1) at = 2m + 1 In this case, we investigate integral equation (1) reduction it's to m integral equation type [2] φ(x)+∫xa[p1+p2 ln(x-a/t-a)]φ(t)/t-a dt=f(x)and one the following integral equation [1] ω(x)+p3∫xω(t)/ a t-adt=g(x). 展开更多
关键词 singular kernel volterra type integral equation boundary singularity logarithmic singularity.
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一类三维系统高阶奇点退化Hopf分岔的环性
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作者 姚洁 王勤龙 《广西师范大学学报(自然科学版)》 北大核心 2026年第1期102-109,共8页
本文研究一类三维系统在高阶奇点处发生的退化Hopf分岔。基于中心流形定理,给出一种直接计算奇点量的形式级数方法,避免将原三维系统转化为平面约化方程的繁琐过程,该算法对应的线性递推公式易于执行。具体研究一类四次系统,解决其高阶... 本文研究一类三维系统在高阶奇点处发生的退化Hopf分岔。基于中心流形定理,给出一种直接计算奇点量的形式级数方法,避免将原三维系统转化为平面约化方程的繁琐过程,该算法对应的线性递推公式易于执行。具体研究一类四次系统,解决其高阶奇点的中心与退化Hopf分岔环性问题。 展开更多
关键词 高阶奇点 退化Hopf环性 中心问题 奇点量
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Singularity theories and methods for characterizing mineralization processes and mapping geo-anomalies for mineral deposit prediction 被引量:9
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作者 Qiuming Cheng Pengda Zhao 《Geoscience Frontiers》 SCIE CAS 2011年第1期67-79,共13页
In this paper, we show that geo-anomalies can be delineated for mineral deposit prediction according to singularity theories developed to characterize nonlinear mineralization processes. Associ- ating singularity and ... In this paper, we show that geo-anomalies can be delineated for mineral deposit prediction according to singularity theories developed to characterize nonlinear mineralization processes. Associ- ating singularity and geo-anomalies makes it possible to quantitatively study geo-anomalies with modern nonlinear theories and methods. This paper introduces a newly developed singularity analysis of nonlinear mineralization processes and nonlinear methods for characterizing and mapping geo-anomalies for mineral deposit prediction. Mineral deposits, as the products of singular mineralization processes caused by geo-anomalies, can be characterized by means of fractal or multifractal models. It has been shown that singularity can characterize the degree of geo-abnormality, and this has been demonstrated to be useful for mapping anomalies of undiscovered mineral deposits. The study of mineralization and mineral deposits from a nonlinear process point of view is a new but promising research direction. This study emphasizes the relationships between geo-anomalies and singularity, including singular processes resulting in singularity and geo-anomalies, the characterization of singularity and geo-anomalies and the identification of geo-anomalies for mineral deposit prediction. The concepts and methods are demon- strated using a case study of Sn mineral deposit prediction in the Gejiu mineral district in Yunnan, China. 展开更多
关键词 Singular mineralization singularity Geo-anomaly Mineral potential mapping GIS
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Analysis and Application of the Singularity Locus of the Stewart Platform 被引量:10
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作者 MA Jianming HUANG Qitao +1 位作者 XIONG Haiguo HAN Junwei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第1期133-140,共8页
The direct use of the determinant of Jacobian matrix being equal to zero for the singularity analysis is generally difficult which is due to complexity of the Jacobian matrix of 6-DOF parallel manipulators,especially ... The direct use of the determinant of Jacobian matrix being equal to zero for the singularity analysis is generally difficult which is due to complexity of the Jacobian matrix of 6-DOF parallel manipulators,especially for Stewart platform.Recently,several scholars make their great contribution to the effective solution of this problem,but neither of them find the right answer.This paper gives a brief analysis of the kinematics of the Stewart platform and derives the Jacobian matrices of the system through the velocity equation.On the basis of the traditional classification of singularities,the second type of singularity is investigated.An assumption of any three of the six variables of the Stewart platform as constant is made,then the analytical expression of singularity locus equation of the second type singularity which contains another three pose variables is obtained.The singularity locus is represented in the three-dimensional space through the derived equation.The correctness and validity of the proposed method are verified through examples.Finally,the singularity analysis of an electric Stewart platform in its desired workspace and reachable workspace is implemented.Thus,one can easily identify whether singularity exists in a given workspace of a Stewart platform and determine whether the existed singularity can be avoided through the proposed method.The proposed method also provides theoretical principle for the design and application of the Stewart platform and has great significance for the trajectory planning and control. 展开更多
关键词 parallel manipulator Stewart platform Jacobian matrix singularity locus WORKSPACE
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Singularity Analysis of a 3-RPS Parallel Manipulator Using Geometric Algebra 被引量:14
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作者 LI Qinchuan XIANG Ji'nan +1 位作者 CHAI Xinxue WU Chuanyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第6期1204-1212,共9页
Singular configurations must be avoided in path planning and control of a parallel manipulator.However,most studies rarely focus on an overall singularity loci distribution of lower-mobility parallel mechanisms.Geomet... Singular configurations must be avoided in path planning and control of a parallel manipulator.However,most studies rarely focus on an overall singularity loci distribution of lower-mobility parallel mechanisms.Geometric algebra is employed in analysis of singularity of a 3-RPS parallel manipulator.Twist and wrench in screw theory are represented in geometric algebra.Linear dependency of twists and wrenches are described by outer product in geometric algebra.Reciprocity between twists and constraint wrenches are reflected by duality.To compute the positions of the three spherical joints of the 3-RPS parallel manipulator,Tilt-and-Torsion angles are used to describe the orientation of the moving platform.The outer product of twists and constraint wrenches is used as an index for closeness to singularity(ICS)of the 3-RPS parallel manipulator.An overall and thorough perspective of the singularity loci distribution of the 3-RPS parallel manipulator is disclosed,which is helpful to design,trajectory planning and control of this kind of parallel manipulator. 展开更多
关键词 singularity parallel manipulator geometric algebra
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Geometric Analysis of Singularity for Single-Gimbal Control Moment Gyro Systems 被引量:8
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作者 汤亮 徐世杰 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2005年第4期295-303,共9页
This research is focused on the singularity analysis for single-gimbal control moment gyros systems (SCMGs) which include two types, with constant speed (CSCMG) or variable speed (VSCMG) rotors. Through angular ... This research is focused on the singularity analysis for single-gimbal control moment gyros systems (SCMGs) which include two types, with constant speed (CSCMG) or variable speed (VSCMG) rotors. Through angular momentum hypersurfaces of singular states, the passable and impassable singular points are discriminated easily, meanwhile the information about how much the angular momentum workspace as well as the steering capability available is provided directly. It is obvious that the null motions of steering laws are more effective for the five pyramid configuration(FPC) than for the pyramid configuration(PC) from the singular plots. The possible degenerate hyperbolic singular points of the preceding configurations are calculated and the distinctness of them is denoted by the Gaussian curvature. Furthermore, failure problems to steer integrated power and attitude control system (IPACS) are also analyzed. A sufficient condition of choosing configurations of VSCMGs to guarantee the IPACS steering is given. The angular momentum envelops of VSCMGs, in a given energy and a limited range of rotor speeds, are plotted. The connection and distinctness between CSCMGs and VSCMGs are obtained from the point of view of envelops. 展开更多
关键词 attitude control single-gimbal control moment gyros singularity geometric analysis angular momentum hypersurfaces store energy
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METH0D USED IN SINGULARITY RESEARCH BASED 0N KINEMATICS AND ITS EXAMPLE IN APPLICATION 被引量:8
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作者 Li Yanwen Huang Zhen Robotics Research Center,Yanshan University,Qinhuangdao 066004, China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第2期161-165,共5页
First the kinematic principle of singularity is proved, that is theintersecting point of three normal planes of three velocities at three non-collinear points in arigid body lying in the plane determined by the three ... First the kinematic principle of singularity is proved, that is theintersecting point of three normal planes of three velocities at three non-collinear points in arigid body lying in the plane determined by the three corresponding points. It is a sufficient andnecessary condition that the velocities of three non-collinear points in a rigid body can determinea screw motion of the body. Based on this principle, a simple and direct new method to distinguishthe singularity of the parallel manipulator is derived. With this new kinematic method, the 3-RPSparallel manipulator is studied. Its singularity loci are obtained for some orientations for thefirst time and verified with Grassmann line geometry and screw theory and the force Jacobian matrix. 展开更多
关键词 Parallel manipulator 3-RPS Kinematic method singularity
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Reciprocal Screw Theory Based Singularity Analysis of a Novel 3-DOF Parallel Manipulator 被引量:7
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作者 FANG Hairong FANG Yuefa ZHANG Ketao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期647-653,共7页
Singularity analysis is an essential issue for the development and application of parallel manipulators.Most of the existing researches focus on the singularity of parallel manipulators are carried out based on the st... Singularity analysis is an essential issue for the development and application of parallel manipulators.Most of the existing researches focus on the singularity of parallel manipulators are carried out based on the study of Jacobian matrices.A 3-DOF parallel manipulator with symmetrical structure is presented.The novel parallel manipulator employs only revolute joints and consists of four closed-loop subchains connecting to both base and platform via revolute joints.The closed-loop subchain in each chain-leg is a spherical 6R linkage.The motion characteristics of the output link in the spherical 6R linkage with symmetrical structure are analyzed based on the interrelationships between screw systems.The constraints that are exerted on the platform by each chain-leg are investigated applying the concept of generalized kinematic pair in terms of equivalent screw system.Considering the geometric characteristics of the parallel manipulator,the singularity criteria of the parallel manipulator corresponding to different configurations are revealed based on the dependency of screw system and line geometry.The existing conditions of certain configuration that a singularity must occur are determined.This paper presents a new way of singularity analysis based on disposition of constraint forces on the geometrically identified constraint plane and the proposed approach is capable of avoiding the complexity in solving the Jacobian matrices. 展开更多
关键词 parallel manipulator singularity screw theory grassmann line geometry
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Variation of singularity of earthquake-size distribution with respect to tectonic regime 被引量:4
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作者 Qiu-Ming Cheng Hong-Yun Sun 《Geoscience Frontiers》 SCIE CAS CSCD 2018年第2期453-458,共6页
Frequency-size relation of earthquakes in a region can be approximated by the Gutenberg-Richter law(GR). This power-law model involves two parameters: a-value measuring seismic activity or earthquake productivity, and... Frequency-size relation of earthquakes in a region can be approximated by the Gutenberg-Richter law(GR). This power-law model involves two parameters: a-value measuring seismic activity or earthquake productivity, and b-value describing the relation between frequencies of small and large earthquakes.The spatial and temporal variations of these two parameters, especially the b-value, have been substantially investigated. For example, it has been shown that b-value depends inversely on differential stress. The b-value has also been utilized as earthquake precursor in large earthquake prediction.However, the physical meaning and properties of b-value including its value range still remain as an open fundamental question. We explore the property of b-value from frequency-size GR model in a new form which relates average energy release and probability of large earthquakes. Based on this new form of GR relation the b-value can be related to the singularity index(1-2/3 b) of fractal energy-probability power-law model. This model as applied to the global database of earthquakes with size M ≥ 5 from 1964 to 2015 indicates a systematic increase of singularity from earthquakes occurring on mid-ocean ridges, to those in subduction zones and in collision zones. 展开更多
关键词 Fractals singularity POWER-LAW DISTRIBUTION Plate TECTONICS Mathematical model Spatial DISTRIBUTION
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Singularity analysis for single gimbal control moment gyroscope system using space expansion method 被引量:5
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作者 Yunhua WU Feng HAN +2 位作者 Bing HUA Zhiming CHEN Feng YU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第4期782-794,共13页
Control Moment Gyroscope(CMG) is an effective candidate for agile satellites and large spacecraft attitude control because of its powerful torque amplification capability. The most serious situation, however, in usi... Control Moment Gyroscope(CMG) is an effective candidate for agile satellites and large spacecraft attitude control because of its powerful torque amplification capability. The most serious situation, however, in using CMG is the inherent geometric singularity problem, where there's no torque output along a particular direction. Space expansion method has been proposed in this work for the singularity analysis. Based on inverse mapping transformation, an expanded Jacobian matrix which is a full rank square matrix is obtained. The singular angle sets of the 3-parallel cluster and pyramid cluster are distinguished using space expansion method. An effective hybrid steering strategy, able to deal with the elliptic singularity, is further proposed. Simulation results demonstrate the excellent performance of the proposed steering logic compared to the generalized singular robust logic and pseudo inverse logic in terms of energy consumption and torque error. 展开更多
关键词 Agile spacecraft Control moment gyro singularity analysis Space expansion method Steering strategy
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Solution with Singularity of Order One for Singular Integral Equation with Hilbert Kernal 被引量:6
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作者 Zhong Shou-guo Chen Jing-song 《Wuhan University Journal of Natural Sciences》 CAS 2004年第1期6-12,共7页
The basic sets of solutions in classH(orH*)for the characteristic equation and its adjoint equation with Hilbert kernel are given respectively.Thus the expressions of solutions and its solvable conditions are simplifi... The basic sets of solutions in classH(orH*)for the characteristic equation and its adjoint equation with Hilbert kernel are given respectively.Thus the expressions of solutions and its solvable conditions are simplified.On this basis the solutions and the solvable conditions in classH_(1)as well as the generalized Noether theorem for the complete equation are obtained. 展开更多
关键词 Hilbert kernel solution with singularity of order one basic set of solutions Noether theorem characteristic equation and its adjoint equation
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优化组合预测模型在手足口病发病预测中的应用
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作者 田伟杰 高倩 +2 位作者 杨锟 赵志荣 陈健 《公共卫生与预防医学》 2026年第1期58-62,共5页
目的针对2020—2023年手足口病发病异常波动导致的建模预测问题,探索疫情后手足口病发病的科学精准预测方法。方法使用季节指数对数据进行前处理,分别用传统的季节性自回归移动平均(SARIMA)模型、奇异谱分析(SSA)-ARIMA模型、ARIMA-长... 目的针对2020—2023年手足口病发病异常波动导致的建模预测问题,探索疫情后手足口病发病的科学精准预测方法。方法使用季节指数对数据进行前处理,分别用传统的季节性自回归移动平均(SARIMA)模型、奇异谱分析(SSA)-ARIMA模型、ARIMA-长短期记忆递归神经网络(LSTM)模型和SSA-ARIMA-LSTM模型,拟合2013—2023年的发病情况,预测2024年手足口病发病情况,收集的真实的2024年数据作为测试集,比较模型的预测性能。结果构建的模型拟合性能方面,ARIMA模型MAE为107.50、RMSE为144.53,SSA-ARIMA模型MAE为2.84、RMSE为4.33,ARIMA-LSTM模型MAE为99.46、RMSE为131.59,SSA-ARIMA-LSTM模型MAE为96.35、RMSE为132.13;模型预测性能方面,ARIMA模型MAE为151.64、RMSE为146.70,SSA-ARIMA模型MAE为41.22、RMSE为57.01,ARIMA-LSTM模型MAE为220.75、RMSE为257.89,SSA-ARIMA-LSTM模型MAE为58.83、RMSE为72.06。结论SSA-ARIMA模型的拟合度最好,预测准确度最高,适用于对手足口病的发病趋势进行预测分析。 展开更多
关键词 手足口病 自回归移动平均模型 奇异谱分析 长短期记忆递归神经网络模型
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Targeted Sub-Attomole Cancer Biomarker Detection Based on Phase Singularity 2D Nanomaterial-Enhanced Plasmonic Biosensor 被引量:3
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作者 Yuye Wang Shuwen Zeng +11 位作者 Aurelian Crunteanu Zhenming Xie Georges Humbert Libo Ma Yuanyuan Wei Aude Brunel Barbara Bessette Jean-Christophe Orlianges Fabrice Lalloué Oliver GSchmidt Nanfang Yu Ho-Pui Ho 《Nano-Micro Letters》 SCIE EI CAS CSCD 2021年第6期284-294,共11页
Detection of small cancer biomarkers with low molecular weight and a low concentration range has always been challenging yet urgent in many clinical applications such as diagnosing early-stage cancer,monitoring treatm... Detection of small cancer biomarkers with low molecular weight and a low concentration range has always been challenging yet urgent in many clinical applications such as diagnosing early-stage cancer,monitoring treatment and detecting relapse.Here,a highly enhanced plasmonic biosensor that can overcome this challenge is developed using atomically thin two-dimensional phase change nanomaterial.By precisely engineering the configuration with atomically thin materials,the phase singularity has been successfully achieved with a significantly enhanced lateral position shift effect.Based on our knowledge,it is the first experimental demonstration of a lateral position signal change>340μm at a sensing interface from all optical techniques.With this enhanced plasmonic effect,the detection limit has been experimentally demonstrated to be 10^(-15) mol L^(−1) for TNF-α cancer marker,which has been found in various human diseases including inflammatory diseases and different kinds of cancer.The as-reported novel integration of atomically thin Ge_(2)Sb_(2)Te_(5) with plasmonic substrate, which results in a phase singularity and thus a giant lateral position shift, enables the detection of cancer markers with low molecular weight at femtomolar level. These results will definitely hold promising potential in biomedical application and clinical diagnostics. 展开更多
关键词 2D nanomaterials Cancer marker detection Phase singularity Surface plasmon
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