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Bifurcation Analysis of a Nonlinear Vibro-Impact System with an Uncertain Parameter via OPA Method
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作者 Dongmei Huang Dang Hong +2 位作者 Wei Li Guidong Yang Vesna Rajic 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第1期509-524,共16页
In this paper,the bifurcation properties of the vibro-impact systems with an uncertain parameter under the impulse and harmonic excitations are investigated.Firstly,by means of the orthogonal polynomial approximation(... In this paper,the bifurcation properties of the vibro-impact systems with an uncertain parameter under the impulse and harmonic excitations are investigated.Firstly,by means of the orthogonal polynomial approximation(OPA)method,the nonlinear damping and stiffness are expanded into the linear combination of the state variable.The condition for the appearance of the vibro-impact phenomenon is to be transformed based on the calculation of themean value.Afterwards,the stochastic vibro-impact systemcan be turned into an equivalent high-dimensional deterministic non-smooth system.Two different Poincarésections are chosen to analyze the bifurcation properties and the impact numbers are identified for the periodic response.Consequently,the numerical results verify the effectiveness of the approximation method for analyzing the considered nonlinear system.Furthermore,the bifurcation properties of the system with an uncertain parameter are explored through the high-dimensional deterministic system.It can be found that the excitation frequency can induce period-doubling bifurcation and grazing bifurcation.Increasing the randomintensitymay result in a diffusion-based trajectory and the impact with the constraint plane,which induces the topological behavior of the non-smooth system to change drastically.It is also found that grazing bifurcation appears in advance with increasing of the random intensity.The stronger impulse force can result in the appearance of the diffusion phenomenon. 展开更多
关键词 Orthogonal polynomial approximation vibro-impact systems non-smooth systems grazing bifurcation
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PERIODIC VIBRO-IMPACTS AND THEIR STABILITY OF A DUAL COMPONENT SYSTEM 被引量:17
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作者 金栋平 胡海岩 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1997年第4期366-376,共11页
The coexisting periodic impacting motions and their multiplicity of a kind of dual component systems under harmonic excitation are analytically derived. The stability condition of a periodic impacting motion is given ... The coexisting periodic impacting motions and their multiplicity of a kind of dual component systems under harmonic excitation are analytically derived. The stability condition of a periodic impacting motion is given by analyzing the propagation of small, arbitrary perturbation from that motion. In numerical simulations, the periodic impacting motions are classified according to the system states before and after an impact. The numerical results show that there exist many types of vibro-impacts and the bifurcation of periodic vibro-impacts is not smooth. 展开更多
关键词 vibro-impact STABILITY MULTIPLICITY
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Hopf-flip bifurcation of high dimensional maps and application to vibro-impact systems 被引量:9
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作者 Jianhua Xie Wangcai Ding +1 位作者 E.H. Dowell L. N. Virgin 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2005年第4期402-410,共9页
This paper addresses the problem of Hopf-flip bifurcation of high dimensional maps. Using the center manifold theorem, we obtain a three dimensional reduced map through the projection technique. The reduced map is fur... This paper addresses the problem of Hopf-flip bifurcation of high dimensional maps. Using the center manifold theorem, we obtain a three dimensional reduced map through the projection technique. The reduced map is further transformed into its normal form whose coefficients are determined by that of the original system. The dynamics of the map near the Hopf-flip bifurcation point is approximated by a so called “time-2τ^2 map” of a planar autonomous differential equation. It is shown that high dimensional maps may result in cycles of period two, tori T^1 (Hopf invariant circles), tori 2T^1 and tori 2T^2 depending both on how the critical eigenvalues pass the unit circle and on the signs of resonant terms' coefficients. A two-degree-of-freedom vibro-impact system is given as an example to show how the procedure of this paper works. It reveals that through Hopf-flip bifurcations, periodic motions may lead directly to different types of motion, such as subharmonic motions, quasi-periodic motions, motions on high dimensional tori and even to chaotic motions depending both on change in direction of the parameter vector and on the nonlinear terms of the first three orders. 展开更多
关键词 MAPS vibro-impact dynamics Hopf-flip bifurcation TORUS CHAOS
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Lyapunov exponent calculation of a two-degree-of-freedom vibro-impact system with symmetrical rigid stops 被引量:3
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作者 李群宏 谭洁燕 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第4期123-131,共9页
A two-degree-of-freedom vibro-impact system having symmetrical rigid stops and subjected to periodic excitation is investigated in this paper. By introducing local maps between different stages of motion in the whole ... A two-degree-of-freedom vibro-impact system having symmetrical rigid stops and subjected to periodic excitation is investigated in this paper. By introducing local maps between different stages of motion in the whole impact process, the Poincare map of the system is constructed. Using the Poincare map and the Gram Schmidt orthonormalization, a method of calculating the spectrum of Lyapunov exponents of the above vibro-impact system is presented. Then the phase portraits of periodic and chaotic attractors for the system and the corresponding convergence diagrams of the spectrum of Lyapunov exponents are given out through the numerical simulations. To further identify the validity of the aforementioned computation method, the bifurcation diagram of the system with respect to the bifurcation parameter and the corresponding largest Lyapunov exponents are shown. 展开更多
关键词 vibro-impact system Poincare map Gram-Schmidt orthonormalization Lyapunov exponent
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Analysis of force and energy density transferred to barrier in a single degree of freedom vibro-impact system 被引量:1
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作者 J.Marzbanrad M.Shahsavar B.Beyranvand 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1351-1359,共9页
A mass-spring-damper linear oscillator with a limiting stop barrier is presented. Modeling non-smooth processes in mechanical engineering is a complex problem. It is especially for the systems with more than a single ... A mass-spring-damper linear oscillator with a limiting stop barrier is presented. Modeling non-smooth processes in mechanical engineering is a complex problem. It is especially for the systems with more than a single degree of freedom. But recent studies in dynamical systems have been applied to single degree of freedom systems. The vibrating system, consisting of an oscillator with amplitude of motion limited by a barrier, is known as a vibro-impact system. The amount of force and kinetic energy transferred to a barrier has an important application in designing of engineering systems that undergo the vibro-impact phenomenon. The results show the effect of changing restitution coefficient of a barrier on the amount of force and energy absorbed. 展开更多
关键词 vibro-impact impact OSCILLATOR energy density RESTITUTION COEFFICIENT
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Multi-valued responses and dynamic stability of a nonlinear vibro-impact system with a unilateral non-zero offset barrier 被引量:1
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作者 徐伟 黄冬梅 谢文贤 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第3期91-99,共9页
In this paper, multi-valued responses and dynamic properties of a nonlinear vibro-impact system with a unilateral nonzero offset barrier are studied. Based on the Krylov-Bogoliubov averaging method and Zhuravlev non-s... In this paper, multi-valued responses and dynamic properties of a nonlinear vibro-impact system with a unilateral nonzero offset barrier are studied. Based on the Krylov-Bogoliubov averaging method and Zhuravlev non-smooth trans- formation, the frequency response, stability conditions, and the equation of backbone curve are derived. Results show that in some conditions impact system may have two or four steady-state solutions, which are interesting and not mentioned for a vibro-impact system with the existence of frequency island phenomena. Then, the classification of the steady-state solutions is discussed, and it is shown that the nontrivial steady-state solutions may lose stability by saddle node bifurcation and Hopf bifurcation. Furthermore, a criterion for avoiding the jump phenomenon is derived and verified. Lastly, it is found that the distance between the system's static equilibrium position and the barrier can lead to jump phenomenon under hardening type of nonlinearity stiffness. 展开更多
关键词 vibro-impact system multi-valued response frequency island stability
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Stochastic responses of Duffing–Van der Pol vibro-impact system under additive colored noise excitation 被引量:1
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作者 李超 徐伟 +1 位作者 王亮 李东喜 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第11期159-165,共7页
A response analysis procedure is developed for a vibro-impact system excited by colored noise. The non-smooth transformation is used to convert the vibro-impact system into a new system without impact term. With the h... A response analysis procedure is developed for a vibro-impact system excited by colored noise. The non-smooth transformation is used to convert the vibro-impact system into a new system without impact term. With the help of the modified quasi-conservative averaging, the total energy of the new system can be approximated as a Markov process, and the stationary probability density function (PDF) of the total energy is derived. The response PDFs of the original system are obtained using the analytical solution of the stationary PDF of the total energy. The validity of the theoretical results is tested through comparison with the corresponding simulation results. Moreover, stochastic bifurcations are also explored. 展开更多
关键词 vibro-impact system colored noise non-smooth transformation stochastic bifurcation
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Dynamical behaviour of a controlled vibro-impact system 被引量:1
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作者 王亮 徐伟 李颖 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第7期2446-2450,共5页
In this paper, we give a controlled two-degree-of-freedom (TDOF) vibro-impact system based on the damping control law, and then investigate the dynamical behaviour of this system. According to numerical simulation, ... In this paper, we give a controlled two-degree-of-freedom (TDOF) vibro-impact system based on the damping control law, and then investigate the dynamical behaviour of this system. According to numerical simulation, we find that this control scheme can suppress chaos to periodic orbit successfully. Furthermore, the feasibility and the robustness of the controller are confirmed, separately. We also find that this scheme cannot only suppress chaos, but also generate chaos in this system. 展开更多
关键词 damping control law CHAOS two-degree-of-freedom (TDOF) vibro-impact system
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Optimization for vibro-impact nonlinear energy sink under randomexcitation 被引量:1
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作者 Jiamin Qian Lincong Chen 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2022年第5期322-325,共4页
As a promising vibration control device, the vibro-impact nonlinear energy sink (VI-NES) gathered extensively attention in recent years. However, general optimization procedures have not been available forthe design o... As a promising vibration control device, the vibro-impact nonlinear energy sink (VI-NES) gathered extensively attention in recent years. However, general optimization procedures have not been available forthe design of VI-NES subjected to random excitations. To this end, this paper constitutes a research effortto address this gap. Specifically, the approximate analytical solution of the system stochastic responseis obtained in conjunction with non-smooth conversion and stochastic averaging methodology. Takingadvantages of this approximate solution, the variance of the system is defined and easily minimized tocalculate the optimal parameters for VI-NES. In addition, the results computed by this way fairly correlatewith direct numeric simulations. 展开更多
关键词 Vibration control vibro-impact NES Stochastic averaging OPTIMIZATION
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COEXISTING PERIODIC ORBITS IN VIBRO-IMPACTING DYNAMICAL SYSTEMS
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作者 李群宏 陆启韶 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第3期261-273,共13页
A method is presented to seek for coexisting periodic orbits which may be stable or unstable in piecewise-linear vibro-impacting systems. The conditions for coexistence of single impact periodic orbits are derived, an... A method is presented to seek for coexisting periodic orbits which may be stable or unstable in piecewise-linear vibro-impacting systems. The conditions for coexistence of single impact periodic orbits are derived, and in particular, it is investigated in details how to assure that no other impacts will happen in an evolution period of a single impact periodic motion. Furthermore, some criteria for nonexistence of single impact periodic orbits with specific periods are also established. Finally, the stability of coexisting periodic orbits is discussed, and the corresponding computation formula is given. Examples of numerical simulation are in good agreement with the theoretic analysis. 展开更多
关键词 vibro-impact system periodic orbit EXISTENCE STABILITY
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Resonance response of a single-degree-of-freedom nonlinear vibro-impact system to a narrow-band random parametric excitation
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作者 苏敏邦 戎海武 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第6期64-71,共8页
The resonant response of a single-degree-of-freedom nonlinear vibro-impact oscillator with a one-sided barrier to a narrow-band random parametric excitation is investigated. The narrow-band random excitation used here... The resonant response of a single-degree-of-freedom nonlinear vibro-impact oscillator with a one-sided barrier to a narrow-band random parametric excitation is investigated. The narrow-band random excitation used here is a bounded random noise. The analysis is based on a special Zhuravlev transformation, which reduces the system to one without impacts, thereby permitting the applications of random averaging over "fast" variables. The averaged equations are solved exactly and an algebraic equation of the amplitude of the response is obtained for the ease without random disorder. The methods of linearization and moment are used to obtain the formula of the mean-square amplitude approximately for the case with random disorder. The effects of damping, detuning, restitution factor, nonlinear intensity, frequency and magnitude of random excitations are analysed. The theoretical analyses are verified by numerical results. Theoretical analyses and numerical simulations show that the peak response amplitudes will reduce at large damping or large nonlinear intensity and will increase with large amplitude or frequency of the random excitations. The phenomenon of stochastic jump is observed, that is, the steady-state response of the system will jump from a trivial solution to a large non-trivial one when the amplitude of the random excitation exceeds some threshold value, or will jump from a large non-trivial solution to a trivial one when the intensity of the random disorder of the random excitation exceeds some threshold value. 展开更多
关键词 nonlinear vibro-impact system resonance response random averaging method stochastic lump
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Stationary response of colored noise excited vibro-impact system
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作者 王剑龙 冷小磊 刘先斌 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第6期169-175,共7页
The generalized cell mapping(GCM) method is used to obtain the stationary response of a single-degree-of-freedom.Vibro-impact system under a colored noise excitation. In order to show the advantage of the GCM method, ... The generalized cell mapping(GCM) method is used to obtain the stationary response of a single-degree-of-freedom.Vibro-impact system under a colored noise excitation. In order to show the advantage of the GCM method, the stochastic averaging method is also presented. Both of the two methods are tested through concrete examples and verified by the direct numerical simulation. It is shown that the GCM method can well predict the stationary response of this noise-perturbed system no matter whether the noise is wide-band or narrow-band, while the stochastic averaging method is valid only for the wide-band noise. 展开更多
关键词 vibro-impact system stationary probability density function stochastic averaging method generalized cell mapping method
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单自由度含干摩擦碰撞振动系统周期运动转迁及共存特征
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作者 李得洋 李孟 +3 位作者 吴少培 李国芳 丁旺才 丁杰 《振动与冲击》 EI CSCD 北大核心 2024年第10期52-63,共12页
在参数平面和状态平面内,研究了一类单自由度含干摩擦和弹性约束碰撞振动系统周期运动的分布、转迁及共存特征。首先,给出了系统各运动状态(滑动、黏着及碰撞)的衔接条件,并利用响应微扰计算方法得到系统的Floquet矩阵。其次,由相轨线... 在参数平面和状态平面内,研究了一类单自由度含干摩擦和弹性约束碰撞振动系统周期运动的分布、转迁及共存特征。首先,给出了系统各运动状态(滑动、黏着及碰撞)的衔接条件,并利用响应微扰计算方法得到系统的Floquet矩阵。其次,由相轨线与黏着面的关系将系统在参数平面内的运动划分为六种类型,根据Floquet乘子和滑移分岔发生的几何条件判定相邻周期运动在转迁时的稳定性和分岔类型,并基于胞映射和打靶法分析稳定及不稳定周期运动共存及转迁特征。研究发现,在相邻的多态共存区边界线交点处,系统在不同初始状态下存在分岔共存现象。由于间隙和干摩擦广泛存在于实际机械系统中,研究此类系统的动力学特性,对后续系统参数的设计及各种动力学行为的控制具有重要的意义。 展开更多
关键词 碰撞振动 干摩擦 分岔 吸引子共存 转迁特征
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一类双边碰撞振动系统的随机响应研究
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作者 钱佳敏 陈林聪 刘世川 《应用力学学报》 CAS CSCD 北大核心 2024年第1期115-120,共6页
碰撞过程凭借瞬时冲击模型得以简化,但采用经典的Newton恢复系数模型为计算带来了误差。本研究引入修正的恢复系数模型取代经典的Newton恢复系数模型,预测了一类宽带噪声激励下双边碰撞振动系统的随机动力学响应。位移的碰撞条件借助自... 碰撞过程凭借瞬时冲击模型得以简化,但采用经典的Newton恢复系数模型为计算带来了误差。本研究引入修正的恢复系数模型取代经典的Newton恢复系数模型,预测了一类宽带噪声激励下双边碰撞振动系统的随机动力学响应。位移的碰撞条件借助自由振动系统被转化为能量的碰撞条件。根据系统的能量水平,系统的运动可被分为双边碰撞和无碰撞振动两类。进一步地,两类运动的平均漂移系数和扩散系数可借助能量包线随机平均法求解获得。在此基础上,建立并求解对应的Fokker-Plank-Kolmogorov (FPK)方程,进而得到系统的稳态响应。最后,将所提方法应用于Duffing振子,讨论了屈服速度、挡板间距和噪声激励对响应的影响,并用蒙特卡罗模拟验证了所述方法的有效性。 展开更多
关键词 瞬时冲击模型 恢复系数 双边碰撞振动 宽带噪声 随机平均法
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THE CRITERION OF HIGHER PERIOD ON CONTROLLING CHAOS IN A VIBRO-IMPACT SYSTEM 被引量:1
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作者 张永祥 林梅 俞建宁 《工程力学》 EI CSCD 北大核心 2009年第3期31-35,共5页
针对工程实际中一类碰撞振动系统的混沌行为,设计了一种动态间歇反馈控制策略,仅对不碰撞时刻进行动态反馈,该方法易于操作,选择参数范围较广,能有效节约控制能量,理论分析表明混沌吸引子中的不稳定周期轨道可以稳定化,并以此控... 针对工程实际中一类碰撞振动系统的混沌行为,设计了一种动态间歇反馈控制策略,仅对不碰撞时刻进行动态反馈,该方法易于操作,选择参数范围较广,能有效节约控制能量,理论分析表明混沌吸引子中的不稳定周期轨道可以稳定化,并以此控制方法为例,采用Poincare映射和功率谱相结合技术能有效判别倍化出的各种形式的时·稳定高周期轨道和nH概周期轨道。该方法能准确识别混沌控制后高倍周期数和概周期吸引不变圈数,它对于碰撞振动系统的优化设计、振动控制及安全运行提供了理论参考。 展开更多
关键词 碰撞振动 混沌控制 动态间歇反馈 Poincarc映射 功率谱
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Reliability and control of strongly nonlinear vibro-impact system under external and parametric Gaussian noises
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作者 LIU Li XU Wei +1 位作者 YANG GuiDong HUANG DongMei 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2020年第9期1837-1845,共9页
This paper mainly focuses on reliability and the optimal bounded control for maximizing system reliability of a strongly nonlinear vibro-impact system. Firstly, the new stochastic averaging in which the impact conditi... This paper mainly focuses on reliability and the optimal bounded control for maximizing system reliability of a strongly nonlinear vibro-impact system. Firstly, the new stochastic averaging in which the impact condition is converted to the system energy is applied to obtain the averaged It? stochastic differential equation, by which the associated Backward Kolmogorov(BK)equation and Generalized Pontryagin(GP) equation are derived. Then, the dynamical programming equations are obtained based on the dynamical programming principle, by which the optimal bounded control for maximizing system reliability is devised.Finally, the effects of the bounded control and noise intensity on the reliability of the vibro-impact system are discussed in detail;meanwhile, the influence of impact conditions on the system's reliability is also studied. The feasibility and effectiveness of the proposed analytical method are substantiated by numerical results obtained from Monte-Carlo simulation. 展开更多
关键词 vibro-impact system first-passage failure stochastic averaging method stochastic optimal control
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一类碰撞振动系统混沌运动的QPSO-RBFNN控制 被引量:1
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作者 卫晓娟 周方伟 +1 位作者 李宁洲 丁旺才 《机械科学与技术》 CSCD 北大核心 2023年第6期842-849,共8页
针对难以建立精确数学模型时的碰撞振动系统混沌运动控制问题,提出一种采用QPSO算法优化RBFNN的参数反馈混沌控制方法。利用分岔图、Lyapunov指数谱图、Poincaré截面图和相图分析了混沌运动与系统特定参数条件间的关联关系及表现特... 针对难以建立精确数学模型时的碰撞振动系统混沌运动控制问题,提出一种采用QPSO算法优化RBFNN的参数反馈混沌控制方法。利用分岔图、Lyapunov指数谱图、Poincaré截面图和相图分析了混沌运动与系统特定参数条件间的关联关系及表现特征,基于RBFNN设计了参数反馈混沌控制器,并将最大Lyapunov指数作为加权项构建适应度函数,以引导QPSO算法优化控制器的参数并量化评价混沌控制效果。仿真研究中,进一步分析了QPSO算法的控制参数(即收缩扩张系数)对混沌控制效果的影响。 展开更多
关键词 碰撞振动系统 混沌控制 QPSO RBFNN LYAPUNOV指数
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小内径管道检测用振动驱动机器人的设计与试验
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作者 郭瑞 朱清东 +1 位作者 郭俞良 姚红良 《动力学与控制学报》 2023年第1期89-96,共8页
针对目前胶囊机器人普遍存在爬行速度慢、远程操控过程复杂的问题,开发了用于小内径管道检测的振动驱动机器人.基于非光滑多体动力学,建立了样机动力学特性的数学模型,在建模中考虑了摩擦和冲击两种非光滑非线性,数值分析了机器人的运... 针对目前胶囊机器人普遍存在爬行速度慢、远程操控过程复杂的问题,开发了用于小内径管道检测的振动驱动机器人.基于非光滑多体动力学,建立了样机动力学特性的数学模型,在建模中考虑了摩擦和冲击两种非光滑非线性,数值分析了机器人的运动行为及参数影响.进行了机器人样机的研制,包含微控制器、无线控制模块等,并在透明亚克力管道中进行测试.机器人长50mm,直径28mm,可以达到7.5mm/s的最大前进速度和-3.5mm/s的最大后退速度.研究证明了该型振动驱动机器人进行小内径管道检测的可行性. 展开更多
关键词 振动驱动 冲击振动 非光滑系统 动力学建模
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雨滴冲击下薄板结构声振特性研究
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作者 孟令军 李春通 王德禹 《噪声与振动控制》 CSCD 北大核心 2023年第5期74-81,共8页
为了研究降雨冲击船体结构所产生的振动和噪声对舱室乘客舒适性的影响,开展降雨模型冲击薄板结构的声振特性研究。单雨滴冲击外部结构所致声振分析是降雨冲击下声振特性研究的基础,因此,以薄板结构为目标对象,建立单雨滴冲击和连续雨滴... 为了研究降雨冲击船体结构所产生的振动和噪声对舱室乘客舒适性的影响,开展降雨模型冲击薄板结构的声振特性研究。单雨滴冲击外部结构所致声振分析是降雨冲击下声振特性研究的基础,因此,以薄板结构为目标对象,建立单雨滴冲击和连续雨滴冲击的载荷模型,利用Comsol软件研究薄板结构在雨滴冲击下声振耦合特性,分析雨滴参数和结构特征对辐射声功率影响。研究发现:雨滴大小对结构的声振特性影响显著;结构刚度对结构在雨滴连续冲击下产生的声功率级响应分布有明显影响;雨滴作用下结构的加筋类型与是否加筋对其产生的振动声辐射有显著影响,且选取合适的结构加筋方式有利于降低结构的振动声辐射;不同材质的薄板结构在雨滴冲击下的辐射声功率略有差异。研究结果对于预测舱室结构在降雨作用下产生的声能大小和对噪声进行控制具有参考价值。 展开更多
关键词 振动与波 薄板结构 雨滴冲击 声振耦合 瞬态激振 有限元分析
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碰撞振动系统混沌的RBFNN参数反馈控制
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作者 周方伟 卫晓娟 +1 位作者 李宁洲 李得洋 《传感器与微系统》 CSCD 北大核心 2023年第3期108-111,116,共5页
针对一类含间隙单自由度刚性碰撞振动系统的混沌运动控制问题,提出一种基于梯度下降法与径向基函数神经网络(RBFNN)相结合的参数反馈混沌控制方法。基于RBFNN设计了参数反馈混沌控制器,构建了以Poincaré截面上相邻两点距离及控制... 针对一类含间隙单自由度刚性碰撞振动系统的混沌运动控制问题,提出一种基于梯度下降法与径向基函数神经网络(RBFNN)相结合的参数反馈混沌控制方法。基于RBFNN设计了参数反馈混沌控制器,构建了以Poincaré截面上相邻两点距离及控制器输出能量最小为目标的适应度函数,以引导梯度下降法完成混沌控制器参数的在线优化,并利用Lyapunov方法证明了控制系统的稳定性。该方法可适用于模型未知或难以建立精确数学模型的混沌控制。 展开更多
关键词 碰撞振动系统 混沌控制 径向基函数神经网络 梯度下降法
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