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Multi-parameter Sensitivity Analysis and Application Research in the Robust Optimization Design for Complex Nonlinear System 被引量:4
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作者 MA Tao ZHANG Weigang +1 位作者 ZHANG Yang TANG Ting 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第1期55-62,共8页
The current research of complex nonlinear system robust optimization mainly focuses on the features of design parameters, such as probability density functions, boundary conditions, etc. After parameters study, high-d... The current research of complex nonlinear system robust optimization mainly focuses on the features of design parameters, such as probability density functions, boundary conditions, etc. After parameters study, high-dimensional curve or robust control design is used to find an accurate robust solution. However, there may exist complex interaction between parameters and practical engineering system. With the increase of the number of parameters, it is getting hard to determine high-dimensional curves and robust control methods, thus it's difficult to get the robust design solutions. In this paper, a method of global sensitivity analysis based on divided variables in groups is proposed. By making relevant variables in one group and keeping each other independent among sets of variables, global sensitivity analysis is conducted in grouped variables and the importance of parameters is evaluated by calculating the contribution value of each parameter to the total variance of system response. By ranking the importance of input parameters, relatively important parameters are chosen to conduct robust design analysis of the system. By applying this method to the robust optimization design of a real complex nonlinear system-a vehicle occupant restraint system with multi-parameter, good solution is gained and the response variance of the objective function is reduced to 0.01, which indicates that the robustness of the occupant restraint system is improved in a great degree and the method is effective and valuable for the robust design of complex nonlinear system. This research proposes a new method which can be used to obtain solutions for complex nonlinear system robust design. 展开更多
关键词 complex nonlinear system global sensitivity analysis robust optimization design grouped variables
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Application of complex nonlinear modes to determine dry whip motion in a rubbing rotor system 被引量:5
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作者 Pingchao YU Yanhong MA +1 位作者 Jie HONG Guo CHEN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第1期209-225,共17页
Dry whip motion is an instability of rubbing rotor system and may cause catastrophic failures of rotating machinery.Up to now,the related mechanisms of the dry whip is still not well understood.This paper aims to buil... Dry whip motion is an instability of rubbing rotor system and may cause catastrophic failures of rotating machinery.Up to now,the related mechanisms of the dry whip is still not well understood.This paper aims to build the relationship between the complex nonlinear modes and the dry whip motion,and propose an effective method to predict the response characteristics and existence boundary of the dry whip through complex nonlinear modes.For the first time,the paper discusses how to use the complex nonlinear modes to predict the dry whip systematically,and as a consequence,the mechanism of the relationship between the complex nonlinear mode and the dry whip is revealed.The results show that the Backward Whirl(BW)mode motion of the rubbing rotor system dominates the response characteristics and the existence boundary of dry whip.The whirl amplitude and whirl frequency of dry whip are equal to the modal amplitude and modal frequency of the BW mode at the jump up point where the modal damping is equal to zero.The existence boundary corresponds to the critical rotation speed where the minimum of the modal damping of the BW mode motion is exactly equal to zero.Moreover,the proposed nonlinear modal method in this article is very effective for the prediction of dry whip of the more complicated practical rotor system,which has been verified by applying the predicted method into a rubbing rotor test rig. 展开更多
关键词 complex nonlinear mode Dry whip Existence boundary Response characteristics
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Nonlinear Hilbert Boundary Value Problem of Negative Index for Nonlinear Elliptic Complex Equation 被引量:1
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作者 陈冬贵 《Chinese Quarterly Journal of Mathematics》 CSCD 1992年第3期9-17,共9页
This paper deals with a nonlinear boundary value problem for a complex equation W_z = H(Z,W,W_z),Z ∈G : |Z|<1 with boundary eondition of the form I.l-i Re[Z-W(Z)] = ψ(Z,W(Z)) + Re[λ_0+sum from k=1 to |n|-1(λ_k ... This paper deals with a nonlinear boundary value problem for a complex equation W_z = H(Z,W,W_z),Z ∈G : |Z|<1 with boundary eondition of the form I.l-i Re[Z-W(Z)] = ψ(Z,W(Z)) + Re[λ_0+sum from k=1 to |n|-1(λ_k + iλ_k)Z^k],Z∈Γ:|z|=1 k--1 in which the index is negative. By establishing a priori estimate and using the imbdding method combined with the the Newton interation procedure, it is proved that the above problem is solvable and the solution is unique in C^l+a(g) ,O<a<]. 展开更多
关键词 negative index nonlinear complex EQUATION boundary value problem
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The oblique derivative problem for nonlinear elliptic complex equations of second order in multiply connected unbounded domains
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作者 WEN Guo-chun 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2013年第2期127-137,共11页
In this article,we discuss that an oblique derivative boundary value problem for nonlinear uniformly elliptic complex equation of second order with the boundary conditions in a multiply connected unbounded domain D.Th... In this article,we discuss that an oblique derivative boundary value problem for nonlinear uniformly elliptic complex equation of second order with the boundary conditions in a multiply connected unbounded domain D.The above boundary value problem will be called Problem P.Under certain conditions,by using the priori estimates of solutions and Leray-Schauder fixed point theorem,we can obtain some results of the solvability for the above boundary value problem(0.1) and(0.2). 展开更多
关键词 Oblique derivative problem nonlinear elliptic complex equation multiply connected unboundeddomain.
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Set-Membership Filtering Approach to Dynamic Event-Triggered Fault Estimation for a Class of Nonlinear Time-Varying Complex Networks
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作者 Xiaoting Du Lei Zou Maiying Zhong 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第3期638-648,共11页
The present study addresses the problem of fault estimation for a specific class of nonlinear time-varying complex networks,utilizing an unknown-input-observer approach within the framework of dynamic event-triggered ... The present study addresses the problem of fault estimation for a specific class of nonlinear time-varying complex networks,utilizing an unknown-input-observer approach within the framework of dynamic event-triggered mechanism(DETM).In order to optimize communication resource utilization,the DETM is employed to determine whether the current measurement data should be transmitted to the estimator or not.To guarantee a satisfactory estimation performance for the fault signal,an unknown-input-observer-based estimator is constructed to decouple the estimation error dynamics from the influence of fault signals.The aim of this paper is to find the suitable estimator parameters under the effects of DETM such that both the state estimates and fault estimates are confined within two sets of closed ellipsoid domains.The techniques of recursive matrix inequality are applied to derive sufficient conditions for the existence of the desired estimator,ensuring that the specified performance requirements are met under certain conditions.Then,the estimator gains are derived by minimizing the ellipsoid domain in the sense of trace and a recursive estimator parameter design algorithm is then provided.Finally,a numerical example is conducted to demonstrate the effectiveness of the designed estimator. 展开更多
关键词 Dynamic event-triggered mechanism(DETM) fault estimation nonlinear time-varying complex networks set-member-ship filtering unknown input observer
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Nonlinear Dynamics in a Nonextensive Complex Plasma with Viscous Electron Fluids
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作者 M.R. Hossen S.A. Ema A.A. Mamun 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第6期67-70,共4页
Cylindrical and spherical dust-electron-acoustic (DEA) shock waves and double layers in an unmagnetized, col- lisionless, complex or dusty plasma system are carried out. The plasma system is assumed to be composed o... Cylindrical and spherical dust-electron-acoustic (DEA) shock waves and double layers in an unmagnetized, col- lisionless, complex or dusty plasma system are carried out. The plasma system is assumed to be composed of inertial and viscous cold electron fluids, nonextensive distributed hot electrons, Maxwellian ions, and negatively charged stationary dust grains. The standard reductive perturbation technique is used to derive the nonlinear dynamical equations, that is, the nonplanar Burgers equation and the nonplanar further Burgers equation. They are also numerically analyzed to investigate the basic features of shock waves and double layers (DLs). It is observed that the roles of the viscous cold electron fluids, nonextensivity of hot electrons, and other plasma parameters in this investigation have significantly modified the basic features (such as, polarity, amplitude and width) of the nonplanar DEA shock waves and DLs. It is also observed that the strength of the shock is maximal for the spherical geometry, intermediate for cylindrical geometry, while it is minimal for the planar geometry. The findings of our results obtained from this theoretical investigation may be useful in understanding the nonlinear phenomena associated with the nonplanar DEA waves in both space and laboratory plasmas. 展开更多
关键词 in on IS AS IT of nonlinear Dynamics in a Nonextensive complex Plasma with Viscous Electron Fluids with
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Fractional-Order Modeling and Dynamical Analysis of a Francis Hydro-Turbine Governing System with Complex Penstocks
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作者 Feifei Wang Diyi Chen +1 位作者 Beibei Xu Hao Zhang 《Transactions of Tianjin University》 EI CAS 2018年第1期32-44,共13页
This paper investigates the stability of the Francis hydro-turbine governing system with complex penstocks in the grid-connected mode. Firstly, a novel fractional-order nonlinear mathematical model of a Francis hydro-... This paper investigates the stability of the Francis hydro-turbine governing system with complex penstocks in the grid-connected mode. Firstly, a novel fractional-order nonlinear mathematical model of a Francis hydro-turbine governing system with complex penstocks is built from an engineering application perspective. This model is described by state-space equations and is composed of the Francis hydro-turbine model, the fractional-order complex penstocks model, the third-order generator model, and the hydraulic speed governing system model. Based on stability theory for a fractional-order nonlinear system, this study discovers a basic law of the bifurcation points of the above system with a change in the fractional-order a. Secondly, the stable region of the governing system is investigated in detail,and nonlinear dynamical behaviors of the system are identified and studied exhaustively via bifurcation diagrams, time waveforms, phase orbits, Poincare maps, power spectrums and spectrograms. Results of these numerical experiments provide a theoretical reference for further studies of the stability of hydropower stations. 展开更多
关键词 Hydro-turbine governing system complex PENSTOCKS FRACTIONAL-ORDER nonlinearITY BIFURCATION
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A weak condition for secant method to solve systems of nonlinear equations
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作者 LIANG Ke-wei HAN Dan-fu +1 位作者 ZHANG Hong ZHU Cheng-yan 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2009年第1期90-96,共7页
In this paper, a new weak condition for the convergence of secant method to solve the systems of nonlinear equations is proposed. A convergence ball with the center x0 is replaced by that with xl, the first approximat... In this paper, a new weak condition for the convergence of secant method to solve the systems of nonlinear equations is proposed. A convergence ball with the center x0 is replaced by that with xl, the first approximation generated by the secant method with the initial data x-1 and x0. Under the bounded conditions of the divided difference, a convergence theorem is obtained and two examples to illustrate the weakness of convergence conditions are provided. Moreover, the secant method is applied to a system of nonlinear equations to demonstrate the viability and effectiveness of the results in the paper. 展开更多
关键词 secant method Banach space radius of convergence systems of nonlinear equations complexITY
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A Novel Evolutionary-Fuzzy Control Algorithm for Complex Systems 被引量:1
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作者 王攀 徐承志 +1 位作者 冯珊 徐爱华 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第3期52-60,共9页
This paper presents an adaptive fuzzy control scheme based on modified genetic algorithm. In the control scheme, genetic algorithm is used to optimze the nonlinear quantization functions of the controller and some key... This paper presents an adaptive fuzzy control scheme based on modified genetic algorithm. In the control scheme, genetic algorithm is used to optimze the nonlinear quantization functions of the controller and some key parameters of the adaptive control algorithm. Simulation results show that this control scheme has satisfactory performance in MIMO systems, chaotic systems and delay systems. 展开更多
关键词 Modified genetic algorithm nonlinear quantization factor Adaptive fuzzy controller ITAE index complex systems.
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Identification of the Nonlinear Distributions of Elements with Multifractal: A Case Study of the Er’renshan Ore Field, NW China
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作者 GONG Qiuli LIU Yanpeng 《Acta Geologica Sinica(English Edition)》 2025年第5期1509-1526,共18页
Geochemical surveys are essential for understanding the spatial distribution of ore-forming elements.However,these surveys often involve compositional data,the weight concentrations,which do not meet the requirements ... Geochemical surveys are essential for understanding the spatial distribution of ore-forming elements.However,these surveys often involve compositional data,the weight concentrations,which do not meet the requirements of statistical methods due to the closure effect.In this study,we applied an integrated approach combining compositional data,multifractal,and multivariate statistical analyses to identify the nonlinear complexity of the spatial distributions of elemental concentrations in the Er’renshan ore field.Initially,the raw concentrations were transformed into log-ratios following the principles of composition data theory to alleviate the impact of the closure effect.Multifractal analysis was then conducted to characterise the nonlinear complexity of the concentration distributions.Furthermore,principal component analysis(PCA)and factor analysis(FA)were applied to identify spurious correlations and the potential factors controlling the distribution patterns.The results demonstrate that:a)the raw data are biased,while the log-ratio data are unbiased and more reliable;b)the spatial distributions of elemental concentrations exhibit nonlinear complexity;and c)the elemental distribution in the study area is largely controlled by structural factors. 展开更多
关键词 nonlinear complexity compositional data FRACTAL multivariate statistical analysis element distribution
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Comparing dynamical systems concepts and techniques for biomechanical analysis 被引量:4
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作者 Richard E.A.van Emmerik Scott W.Ducharme +1 位作者 Avelino C.Amado Joseph Hamill 《Journal of Sport and Health Science》 SCIE 2016年第1期3-13,共11页
Traditional biomechanical analyses of human movement are generally derived from linear mathematics.While these methods can be useful in many situations,they do not describe behaviors in human systems that are predomin... Traditional biomechanical analyses of human movement are generally derived from linear mathematics.While these methods can be useful in many situations,they do not describe behaviors in human systems that are predominately nonlinear.For this reason,nonlinear analysis methods based on a dynamical systems approach have become more prevalent in recent literature.These analysis techniques have provided new insights into how systems(1) maintain pattern stability,(2) transition into new states,and(3) are governed by short-and long-term(fractal) correlational processes at different spatio-temporal scales.These different aspects of system dynamics are typically investigated using concepts related to variability,stability,complexity,and adaptability.The purpose of this paper is to compare and contrast these different concepts and demonstrate that,although related,these terms represent fundamentally different aspects of system dynamics.In particular,we argue that variability should not uniformly be equated with stability or complexity of movement.In addition,current dynamic stability measures based on nonlinear analysis methods(such as the finite maximal Lyapunov exponent) can reveal local instabilities in movement dynamics,but the degree to which these local instabilities relate to global postural and gait stability and the ability to resist external perturbations remains to be explored.Finally,systematic studies are needed to relate observed reductions in complexity with aging and disease to the adaptive capabilities of the movement system and how complexity changes as a function of different task constraints. 展开更多
关键词 Adaptability complexity Dynamical systems nonlinear dynamics Stability Variability
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Closed form soliton solutions of three nonlinear fractional models through proposed improved Kudryashov method
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作者 Zillur Rahman M Zulfikar Ali Harun-Or Roshid 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第5期192-205,共14页
We introduce a new integral scheme namely improved Kudryashov method for solving any nonlinear fractional differential model.Specifically,we apply the approach to the nonlinear space-time fractional model leading the ... We introduce a new integral scheme namely improved Kudryashov method for solving any nonlinear fractional differential model.Specifically,we apply the approach to the nonlinear space-time fractional model leading the wave to spread in electrical transmission lines(s-tfETL),the time fractional complex Schrödinger(tfcS),and the space-time M-fractional Schrödinger-Hirota(s-tM-fSH)models to verify the effectiveness of the proposed approach.The implementing of the introduced new technique based on the models provides us with periodic envelope,exponentially changeable soliton envelope,rational rogue wave,periodic rogue wave,combo periodic-soliton,and combo rational-soliton solutions,which are much interesting phenomena in nonlinear sciences.Thus the results disclose that the proposed technique is very effective and straight-forward,and such solutions of the models are much more fruitful than those from the generalized Kudryashov and the modified Kudryashov methods. 展开更多
关键词 improved Kudryashov method fractional electrical transmission line equation fractional nonlinear complex Schrödinger equation M-fractional Schrödinger-Hirota(s-tM-fSH)
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COMPLEX INNER PRODUCT AVERAGING METHOD FOR CALCULATING NORMAL FORM OF ODE 被引量:1
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作者 CHEN Yu-shu(陈予恕) +1 位作者 SUN Hong-jun(孙洪军) 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2001年第12期1368-1374,共7页
This paper puts forward a complex inner product averaging method for calculating normal form of ODE. Compared with conventional averaging method, the theoretic analytical process has such simple forms as to realize co... This paper puts forward a complex inner product averaging method for calculating normal form of ODE. Compared with conventional averaging method, the theoretic analytical process has such simple forms as to realize computer program easily. Results can be applied in both autonomous and non-autonomous systems. At last, an example is resolved to verify the method. 展开更多
关键词 nonlinear dynamic system normal form complex inner product averaging method
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Theoretical convergence analysis of complex Gaussian kernel LMS algorithm
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作者 Wei Gao Jianguo Huang +1 位作者 Jing Han Qunfei Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第1期39-50,共12页
With the vigorous expansion of nonlinear adaptive filtering with real-valued kernel functions,its counterpart complex kernel adaptive filtering algorithms were also sequentially proposed to solve the complex-valued no... With the vigorous expansion of nonlinear adaptive filtering with real-valued kernel functions,its counterpart complex kernel adaptive filtering algorithms were also sequentially proposed to solve the complex-valued nonlinear problems arising in almost all real-world applications.This paper firstly presents two schemes of the complex Gaussian kernel-based adaptive filtering algorithms to illustrate their respective characteristics.Then the theoretical convergence behavior of the complex Gaussian kernel least mean square(LMS) algorithm is studied by using the fixed dictionary strategy.The simulation results demonstrate that the theoretical curves predicted by the derived analytical models consistently coincide with the Monte Carlo simulation results in both transient and steady-state stages for two introduced complex Gaussian kernel LMS algonthms using non-circular complex data.The analytical models are able to be regard as a theoretical tool evaluating ability and allow to compare with mean square error(MSE) performance among of complex kernel LMS(KLMS) methods according to the specified kernel bandwidth and the length of dictionary. 展开更多
关键词 nonlinear adaptive filtering complex Gaussian kernel convergence analysis non-circular data kernel least mean square(KLMS).
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基于复杂性理论的家庭智能安防系统设计研究
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作者 姚敬旭 《包装工程》 北大核心 2025年第12期542-556,共15页
目的基于复杂性理论,探讨家庭智能安防系统在多元用户需求、动态生活场景与技术演化中的非线性交互特征,以揭示传统设计范式的局限性并提出新的设计策略。方法采用复杂适应系统理论(CAS),分析家庭智能安防产品的服务触点断裂现象,并构... 目的基于复杂性理论,探讨家庭智能安防系统在多元用户需求、动态生活场景与技术演化中的非线性交互特征,以揭示传统设计范式的局限性并提出新的设计策略。方法采用复杂适应系统理论(CAS),分析家庭智能安防产品的服务触点断裂现象,并构建包含主体适应性规则、环境感知层与动态反馈回路的三维设计模型。结果通过重构设备间的非层级化关联网络,可实现儿童误触防护与老人应急响应的自组织协同,并且基于非线性交互设计的智能报警系统在应对宠物活动、临时访客等干扰变量时,具备更强的容错进化能力。结论突破了传统功能主义设计的局限性,为家庭安防产品系统提供了从“机械叠加”到“生态适应”的理论转型路径,推动了“人-机-环境”共生关系的设计理念革新。 展开更多
关键词 复杂性理论 家庭安防系统 非线性交互 动态适应性设计
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A Novel Multi-Modal Neurosymbolic Reasoning Intelligent Algorithm for BLMP Equation
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作者 Hanwen Zhang Runfa Zhang Qirang Liu 《Chinese Physics Letters》 2025年第10期13-17,共5页
The(3+1)-dimensional Boiti-Leon-Manna-Pempinelli(BLMP)equation serves as a crucial nonlinear evolution equation in mathematical physics,capable of characterizing complex nonlinear dynamic phenomena in three-dimensiona... The(3+1)-dimensional Boiti-Leon-Manna-Pempinelli(BLMP)equation serves as a crucial nonlinear evolution equation in mathematical physics,capable of characterizing complex nonlinear dynamic phenomena in three-dimensional space and one-dimensional time.With broad applications spanning fluid dynamics,shallow water waves,plasma physics,and condensed matter physics,the investigation of its solutions holds significant importance.Traditional analytical methods face limitations due to their dependence on bilinear forms.To overcome this constraint,this letter proposes a novel multi-modal neurosymbolic reasoning intelligent algorithm(MMNRIA)that achieves 100%accurate solutions for nonlinear partial differential equations without requiring bilinear transformations.By synergistically integrating neural networks with symbolic computation,this approach establishes a new paradigm for universal analytical solutions of nonlinear partial differential equations.As a practical demonstration,we successfully derive several exact analytical solutions for the(3+1)-dimensional BLMP equation using MMNRIA.These solutions provide a powerful theoretical framework for studying intricate wave phenomena governed by nonlinearity and dispersion effects in three-dimensional physical space. 展开更多
关键词 intelligent algorithm dimensional Boiti Leon Manna Pempinelli equation fluid dynamicsshallow water wavesplasma physicsand nonlinear evolution equation condensed matter physicsthe neurosymbolic reasoning characterizing complex nonlinear dynamic phenomena analytical methods
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复杂牵连运动下船用转子-轴承系统的非线性动力学研究
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作者 杜宝祥 李明 《机械强度》 北大核心 2025年第5期46-54,共9页
为揭示复杂牵连运动(垂荡、横荡、艏摇和纵摇)下船用转子-轴承系统的非线性动力学行为,基于Lagrange方程建立了包含非线性油膜力和牵连惯性力的转子-轴承系统的动力学模型。主要分析了转子转速和牵连运动参数对系统非线性动力学行为的... 为揭示复杂牵连运动(垂荡、横荡、艏摇和纵摇)下船用转子-轴承系统的非线性动力学行为,基于Lagrange方程建立了包含非线性油膜力和牵连惯性力的转子-轴承系统的动力学模型。主要分析了转子转速和牵连运动参数对系统非线性动力学行为的影响。结果表明,考虑垂荡、横荡、艏摇、纵摇耦合运动后,比不考虑此运动时系统的振幅及油膜涡动区间要大;受耦合牵连运动的影响,转子会在较低转速下发生明显偏转;在一定转速下,随着垂荡幅值、横荡频率或横荡幅值的增加,系统振动响应出现由油膜涡动引起的幅值突跳现象,系统运动状态历经准周期和混沌,而随横荡频率、艏摇幅值、艏摇频率、纵摇幅值或纵摇频率的增加,系统始终处于准周期振动状态,但转子的振动幅值有不同程度的增大。 展开更多
关键词 复杂牵连运动 船用转子-轴承系统 非线性动力学 非线性油膜力
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On the study of nonlinear dynamics of complex chemical reaction systems
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作者 XIN Houwen HOU Zhonghuai 《Science China Chemistry》 SCIE EI CAS 2006年第1期1-11,共11页
With ever-increasing attentions being paid to complex systems such as the life system, soft matter, and nano-systems, theoretical studies of non-equilibrium nonlinear problems involved in chemical dynamics are now of ... With ever-increasing attentions being paid to complex systems such as the life system, soft matter, and nano-systems, theoretical studies of non-equilibrium nonlinear problems involved in chemical dynamics are now of general interest. In this mini-review, we mainly give a brief introduction to some frontier topics in this field, namely, nonlinear state-state dynamics, nonlinear chemical dynamics on complex networks, and nonlinear dynamics in mesoscopic chemical reaction systems. Deep study of these topics will make great contribution to discovering new laws of chemical dynamics, to exploring new control methods of complex chemical processes, to figuring out the very roles of chemical proc-esses in the life system, and to crosslinking the scientific study of chemistry, physics and biology. 展开更多
关键词 complex CHEMICAL REACTION systems nonlinear dynamics.
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Research Group for Nonlinear Dynamics and Complex Systems, Shaanxi Normal University
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《Frontiers of physics》 SCIE CSCD 2017年第6期F0003-F0003,共1页
Overview The research group for nonlinear dynamics and complex systems is a virtual team comprised of some young re- searchers of common research interest in the School of Physics and Information Technology with the a... Overview The research group for nonlinear dynamics and complex systems is a virtual team comprised of some young re- searchers of common research interest in the School of Physics and Information Technology with the aim of improving the local academic environment and promoting scientific collaborations domestically and worldwide. The research interest of the group is currently focused on the dynamical behaviors of various nonlinear systems, with the subjects investigated ranging from classical to quantum systems, from low dimensional to spatiotemporal systems. 展开更多
关键词 Research Group nonlinear Dynamics complex systems Shaanxi Normal University
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基于全局敏感性分析和动态代理模型的复杂非线性系统优化设计方法 被引量:11
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作者 张扬 张维刚 +1 位作者 马桃 唐婷 《机械工程学报》 EI CAS CSCD 北大核心 2015年第4期126-131,共6页
针对复杂非线性系统多参数优化设计不仅计算工作量大,而且难以获得理论上最优解的问题,提出将全局敏感性分析和动态代理模型技术相结合的多参数多目标优化策略。通过基于方差的Sobol全局敏感性分析精简系统模型,确定敏感参数,并构造基... 针对复杂非线性系统多参数优化设计不仅计算工作量大,而且难以获得理论上最优解的问题,提出将全局敏感性分析和动态代理模型技术相结合的多参数多目标优化策略。通过基于方差的Sobol全局敏感性分析精简系统模型,确定敏感参数,并构造基于敏感参数的多目标代理模型,采用NSGA-II遗传优化算法得到当代最优解。优化过程中,代理模型和搜索空间不断更新,最优解附近的精度不断提高,直到满足优化迭代的收敛准则。将本方法应用于某汽车乘员约束系统的概念优化设计中,乘员的头部损伤指标(Head injury criterion,HIC)、胸部3 ms伤害指标C3ms和胸部压缩量D分别降低了11.3%、11.8%和9.4%,优化结果和最优解附近的精度都优于静态代理模型与NSGA-II遗传优化算法,取得明显的优化效果,证明了研究方法的有效性。 展开更多
关键词 全局敏感性分析 动态代理模型 复杂非线性系统 多参数优化
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