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Nonlinear robust adaptive control for bidirectional stabilization system of all-electric tank with unknown actuator backlash compensation and disturbance estimation
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作者 Shusen Yuan Wenxiang Deng +1 位作者 Jianyong Yao Guolai Yang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期144-158,共15页
Since backlash nonlinearity is inevitably existing in actuators for bidirectional stabilization system of allelectric tank,it behaves more drastically in high maneuvering environments.In this work,the accurate trackin... Since backlash nonlinearity is inevitably existing in actuators for bidirectional stabilization system of allelectric tank,it behaves more drastically in high maneuvering environments.In this work,the accurate tracking control for bidirectional stabilization system of moving all-electric tank with actuator backlash and unmodeled disturbance is solved.By utilizing the smooth adaptive backlash inverse model,a nonlinear robust adaptive feedback control scheme is presented.The unknown parameters and unmodelled disturbance are addressed separately through the derived parametric adaptive function and the continuous nonlinear robust term.Because the unknown backlash parameters are updated via adaptive function and the backlash effect can be suppressed successfully by inverse operation,which ensures the system stability.Meanwhile,the system disturbance in the high maneuverable environment can be estimated with the constructed adaptive law online improving the engineering practicality.Finally,Lyapunov-based analysis proves that the developed controller can ensure the tracking error asymptotically converges to zero even with unmodeled disturbance and unknown actuator backlash.Contrast co-simulations and experiments illustrate the advantages of the proposed approach. 展开更多
关键词 Bidirectional stabilization system Robust control Adaptive control backlash inverse Disturbance estimation
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Robust adaptive precision motion control of tank horizontal stabilizer based on unknown actuator backlash compensation
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作者 Shu-Sen Yuan Wen-Xiang Deng +1 位作者 Jian-Yong Yao Guo-Lai Yang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第2期72-83,共12页
Backlash nonlinearity inevitably exists in the actuator of tank horizontal stabilizer and has adverse effect on the system control performance,however,how to effectively eliminate its effect remains a pending issue.To... Backlash nonlinearity inevitably exists in the actuator of tank horizontal stabilizer and has adverse effect on the system control performance,however,how to effectively eliminate its effect remains a pending issue.To solve this problem,a robust adaptive precision motion controller is presented in this paper to address uncertainties and unknown actuator backlash of tank horizontal actuator.The controller handles the modeling uncertainties including parameter uncertainties and unmodeled disturbances by integrating adaptive feedforward compensation and continuous nonlinear robust law.Based on the backstepping method,a smooth backlash inverse model is constructed by combining the adaptive idea.Meanwhile,the unknown backlash parameters of the system can be approximated through the parameter adaptation,and the impact of the actuator backlash nonlinearity is effectively compensated via the inverse operation,which can availably improve the tracking performance.Moreover,the adaptive law can update the disturbance ranges of tank horizontal stabilizer online in real time,which enhances the feasibility in practical engineering applications.Furthermore,the stability analysis based on Lyapunov function shows that with the existence of unmodeled disturbances and unknown actuator backlash,the designed controller guarantees excellent asymptotic output tracking performance.Extensive comparative results verify the effectiveness of the proposed control strategy. 展开更多
关键词 TANK Horizontal stabilizer Adaptive control Robust control backlash inverse
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基于Backlash描述函数的神经网络迟滞非线性模型
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作者 赵彤 翟亚伟 禹小姣 《青岛科技大学学报(自然科学版)》 CAS 北大核心 2012年第3期315-320,共6页
利用Backlash描述函数的实部和虚部构造一个函数,将其进行叠加,从而建立了一个新颖的迟滞非线性模型。以所建模型的输出作为神经网络的输入信号之一,建立了一个神经网络迟滞模型。实验结果验证了所提模型的有效性。
关键词 backlash描述函数 迟滞非线性 神经网络
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Backlash Error Measurement and Compensation on the Vertical Machining Center
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作者 Huanlao Liu Xiaoning Xue Guangyu Tan 《Engineering(科研)》 2010年第6期403-407,共5页
The position errors in the axis direction of a vertical machine center have been measured by means of the VM101 linear encored measurement system. The character of the backlash error is discussed;results show that the... The position errors in the axis direction of a vertical machine center have been measured by means of the VM101 linear encored measurement system. The character of the backlash error is discussed;results show that the backlash error has great influence on the position error. The position accuracy is enhanced after the backlash errors are compensated. 展开更多
关键词 POSITION ERROR backlash ERROR ERROR Model Artificial NEURAL NETWORK
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Effect analysis of friction and damping on anti-backlash gear based on dynamics model with time-varying mesh stiffness 被引量:7
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作者 杨政 尚建忠 罗自荣 《Journal of Central South University》 SCIE EI CAS 2013年第12期3461-3470,共10页
A nonlinear model of anti-backlash gear with time-varying friction and mesh stiffness was proposed for the further study on dynamic characteristics of anti-backlash gear. In order to improve the model precision, appli... A nonlinear model of anti-backlash gear with time-varying friction and mesh stiffness was proposed for the further study on dynamic characteristics of anti-backlash gear. In order to improve the model precision, applied force analysis was completed in detail, and single or double tooth meshing states of two gear pairs at any timing were determined according to the meshing characteristic of anti-backlash gear. The influences of friction and variations of damping ratio on dynamic transmission error were analyzed finally by numerical calculation and the results show that anti-backlash gear can increase the composite mesh stiffness comparing with the mesh stiffness of the normal gear pair. At the pitch points where the frictions change their signs, additional impulsive effects are observed. The width of impulsive in the same value of center frequency is wider than that without friction, and the amplitude is lower. When gear pairs mesh in and out, damping can reduce the vibration and impact. 展开更多
关键词 啮合特性 刚度模型 齿轮副 无摩擦 阻尼比 消隙 时变 非线性模型
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Predictive control for mechanical system with backlash based on hybrid model 被引量:2
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作者 Dou Lihua Dong Lingxun Chen Jie Xia Yuanqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第6期1301-1308,共8页
The mechanical system with backlash is distinguished between a"backlash mode"and a"contact mode".The inherent switching between the two operating modes makes the system a prime example of hybrid sy... The mechanical system with backlash is distinguished between a"backlash mode"and a"contact mode".The inherent switching between the two operating modes makes the system a prime example of hybrid system.For eliminating the bad effect of backlash, a piecewise affine(PWA) model of the mechanical servo system with backlash is built.The optimal control of constrained PWA system is obtained by taking advantage of model predictive control(MPC) method, and the explicit solution of MPC in a look-up table form is figured out by combining the dynamic programming and multi-parametric quadratic programming, thereby establishing an explicit hybrid model predictive controller.Furthermore, a piecewise quadratic(PWQ) function for guaranteeing the stability of closed-loop control is found by formulating the search of PWQ function as a semi-definite programming problem.In the tracking experiments, it is demonstrated that the explicit hybrid model predictive controller has a good traction control effect on the mechanical system with backlash.The error meets the demands of real system.Further, compared to the direct on-line computation, the computation burden is reduced by the explicit solution, thereby being suitable for real-time control of system with short sampling time. 展开更多
关键词 模型预测控制 机械系统 混合模型 最优控制系统 半正定规划 联系方式 模式切换 系统模型
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Grazing bifurcation analysis of a relative rotation system with backlash non-smooth characteristic 被引量:1
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作者 刘爽 王兆龙 +2 位作者 赵双双 李海滨 李建雄 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第7期279-287,共9页
Grazing bifurcation of a relative rotation system with backlash non-smooth characteristic is studied along with the change of the external excitation in this paper. Considering the oil film, backlash, time-varying sti... Grazing bifurcation of a relative rotation system with backlash non-smooth characteristic is studied along with the change of the external excitation in this paper. Considering the oil film, backlash, time-varying stiffness and time-varying error, the dynamical equation of a relative rotation system with a backlash non-smooth characteristic is deduced by applying the elastic hydrodynamic lubrication(EHL) and the Grubin theories. In the process of relative rotation, the occurrence of backlash will lead to the change of dynamic behaviors of the system, and the system will transform from the meshing state to the impact state. Thus, the zero-time discontinuous mapping(ZDM) and the Poincare mapping are deduced to analyze the local dynamic characteristics of the system before as well as after the moment that the backlash appears(i.e.,the grazing state). Meanwhile, the grazing bifurcation mechanism is analyzed theoretically by applying the impact and Floquet theories. Numerical simulations are also given, which confirm the analytical results. 展开更多
关键词 旋转系统 特性变化 分岔分析 非光滑 齿隙 FLOQUET理论 弹性流体动力润滑 啮合状态
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Decentralized adaptive fuzzy control of time-delayed interconnected systems with unknown backlash-like hysteresis 被引量:1
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作者 Shen Qikun Zhang Tianping Zhou Caiying 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第6期1235-1242,共8页
The problem of decentralized adaptive fuzzy control for a class of time-delayed interconnected non- linear systems with unknown backlash-like hystersis is discussed.On the basis of the principle of variable structure ... The problem of decentralized adaptive fuzzy control for a class of time-delayed interconnected non- linear systems with unknown backlash-like hystersis is discussed.On the basis of the principle of variable structure control (VSC) and by using the fuzzy systems with linear adjustable parameters that are used to approximate plant unknown functions,a novel decentralized adaptive fuzzy control strategy with a supervisory controller is developed. A general method,which is modeled the backlash-like hysteresis,is proposed and removes the assumption that the boundedness of disturbance,and the slope of the backlash-like hystersis are known constants.Furthermore,the interconnection term is supposed to be pth-order polynomial in time-delayed states.In addition,the plant dynamic uncertainty and modeling errors are adaptively compensated by adjusting the parameters and gains on-line for each subsystems.By theoretical analysis,it is shown that the closed-loop fuzzy control systems are globally stable,with tracking error converging to zero.Simulation results demonstrate the effectiveness of the approach. 展开更多
关键词 模糊控制 反斜线滞后 分散控制 自适应控制
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Backlash analysis of a new planetary gearing with internal gear ring 被引量:1
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作者 朱才朝 肖宁 《Journal of Chongqing University》 CAS 2010年第3期151-158,共8页
Due to low carrying capacity and short life of current ring reducer,we proposed a new planetary gearing with internal gear ring,which consisted of two stages.One was an involute planetary drive and the other was an N-... Due to low carrying capacity and short life of current ring reducer,we proposed a new planetary gearing with internal gear ring,which consisted of two stages.One was an involute planetary drive and the other was an N-type planetary drive with small teeth difference.The kinematic calculation was conducted based on the analysis of structural composition and working principle.Formulas of backlash calculation for the new planetary gearing were derived by using probabilistic theory and the analytical model was created at the same time.Then,main factors that affect the systematic backlash were introduced and the effects of manufacture error,misaligments and roller bearing parameters on the distribution of backlash were presented.The influence of gear backlash on systematic return difference was performed based on the backlash mathematic model proposed.The results show that the backlash is a little large,of which the backlash of bearing takes a greater part than two gearing stages.So we presented some practical methods to reduce the systematic backlash. 展开更多
关键词 与内部齿轮戒指的行星的传动 概率的理论 回来差别 传动反斜线
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基于电动方向盘的拖拉机自动导航转向控制方法
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作者 张智刚 黄海翔 +4 位作者 罗锡文 张国城 张闻宇 彭铭达 刘文锴 《农业工程学报》 EI CAS CSCD 北大核心 2024年第1期48-57,共10页
为提高轮式拖拉机自动导航过程中转向控制的精度与稳定性,该研究以雷沃欧豹M704-2H拖拉机作为试验平台,采用电动方向盘作为转向执行机构,分析转向机械间隙对控制精度的影响,针对转向间隙特性设计转向控制算法。首先,为了获得准确的转向... 为提高轮式拖拉机自动导航过程中转向控制的精度与稳定性,该研究以雷沃欧豹M704-2H拖拉机作为试验平台,采用电动方向盘作为转向执行机构,分析转向机械间隙对控制精度的影响,针对转向间隙特性设计转向控制算法。首先,为了获得准确的转向角,利用GNSS(global navigation satellite system)与二轮车模型快速标定虚拟轮转角,标定结果表明:虚拟轮转角的最大误差为1.3°,平均误差为0.11°。然后,对转向系统的机械间隙进行分析,设计一种带有间隙补偿的模糊PD(proportional derivative)转向控制算法,并在Simulink中验证算法的可行性。实车试验结果表明,该算法跟踪方波转角信号的响应时间为1.1 s,最大稳态误差为0.65°,平均稳态绝对误差为0.132°。跟踪正弦波转角信号的平均延时为0.5 s,最大误差为1.91°,平均绝对误差为1.09°。与无间隙补偿算法相比,有间隙补偿算法跟踪方波信号最大稳态误差减小了0.022°,平均稳态绝对误差减少了0.112°,角度误差在±0.2°内的时间提升了71%;跟踪正弦波信号最大误差减小了0.68°,平均绝对误差减小0.23°。田间直线导航转向控制试验结果表明,转角跟踪的绝对平均误差为0.61°,最大跟踪误差为2.82°,转向控制跟踪精度较高,稳定性好,满足导航作业需求。 展开更多
关键词 农业机械 算法 电动方向盘 转角标定 转向控制 机械间隙
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双曲型法向圆弧齿轮传动的动力学分析
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作者 陈厚军 张小萍 +1 位作者 史冬荷 瞿畅 《南通大学学报(自然科学版)》 CAS 2024年第1期66-72,共7页
为探究啮合刚度、传动误差及侧隙对双曲型法向圆弧齿轮传动动态响应的影响,建立齿轮副的动力学方程,并在数值计算的基础上进行仿真分析。运用有限元方法,计算接触位置处的载荷及变形,并对时变啮合刚度、静态传动误差和侧隙进行量化分析... 为探究啮合刚度、传动误差及侧隙对双曲型法向圆弧齿轮传动动态响应的影响,建立齿轮副的动力学方程,并在数值计算的基础上进行仿真分析。运用有限元方法,计算接触位置处的载荷及变形,并对时变啮合刚度、静态传动误差和侧隙进行量化分析。仿真结果表明:对振动位移响应影响最大的是侧隙,其次是时变啮合刚度;对动态啮合力影响最大的则是时变啮合刚度和侧隙。 展开更多
关键词 圆弧齿轮 时变啮合刚度 传动误差 侧隙 动力学
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外啮合液压齿轮马达输出特性的统一简约式
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作者 刘萍 李玉龙 +1 位作者 侯鑫宇 章丽华 《机械传动》 北大核心 2024年第4期90-94,共5页
为正确认识任意侧隙大小/偏置卸荷槽不同类型下齿轮马达的输出特性,基于啮合齿廓/输出特性不同的啮合线区间,以衡量侧隙大小的类型值和双卸荷槽对称线与齿轮副中心线的偏置值为变量,构建出转速/转矩等输出特性的统一简约式。结果表明,... 为正确认识任意侧隙大小/偏置卸荷槽不同类型下齿轮马达的输出特性,基于啮合齿廓/输出特性不同的啮合线区间,以衡量侧隙大小的类型值和双卸荷槽对称线与齿轮副中心线的偏置值为变量,构建出转速/转矩等输出特性的统一简约式。结果表明,输出转速/转矩曲线可以由啮合齿廓的啮合转速/转矩曲线,通过输出特性啮合线区间的截取而直接得到;对称卸荷槽类型下的均值转速最小,均值转矩最大,转速/转矩的脉动系数最小;小侧隙较大的卸荷槽偏置范围和调速/调矩范围更大;小侧隙和对称卸荷槽类型的均值转速更小,均值转矩更大,转速/转矩的脉动系数更小;马达转矩脉动式与齿轮泵流量脉动式完全一致;转矩脉动系数略小于转速脉动系数,大齿数情况下可近似为相等;追求高转速时,应选用大侧隙和卸荷槽极限偏置的类型组合;追求大转矩或高输出脉动质量时,应选用小侧隙和对称卸荷槽的类型组合等。得出的输出特性的获取方法更简单、原理更清晰、形式更简洁、结果更可靠。 展开更多
关键词 外啮合齿轮马达 侧隙 卸荷槽 啮合线区间 转速/转矩 脉动系数
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不同侧隙卸荷槽时齿轮泵理论流量的创新计算
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作者 刘萍 李玉龙 宋安然 《流体机械》 CSCD 北大核心 2024年第1期69-75,共7页
为克服齿轮泵理论流量、排量及脉动系数计算方法的局限性与复杂性,从一个完整啮合齿面所产生的理论齿面流量入手,提出双卸荷槽间距内的理论齿面流量即为泵理论输出流量的新方法。以1.0和0.5代表侧隙的有和无,双卸荷槽对称线相对于齿轮... 为克服齿轮泵理论流量、排量及脉动系数计算方法的局限性与复杂性,从一个完整啮合齿面所产生的理论齿面流量入手,提出双卸荷槽间距内的理论齿面流量即为泵理论输出流量的新方法。以1.0和0.5代表侧隙的有和无,双卸荷槽对称线相对于齿轮副中心线的无量纲不对称宽度为变量,构建出理论输出流量特性的相关简洁式。结果表明:同等侧隙类型下无卸荷槽与单侧卸荷槽下的理论排量相同,有侧隙、单侧卸荷槽下的类型系数经典式确实有误;无侧隙、对称卸荷槽类型下的理论排量更大,流量脉动更小,但困油现象更严重;尤其单侧卸荷槽下的流量脉动很大和困油现象很严重,不建议采用等。本文提出的新方法原理更清晰,公式更简洁,结果更可靠,通用性更强。 展开更多
关键词 齿轮泵 侧隙 卸荷槽 理论齿面流量 理论流量 理论排量 理论脉动系数
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船用楔形齿桨轴离合器设计与仿真分析
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作者 俞翔栋 殷浩博 +1 位作者 李铁 吴维 《机械传动》 北大核心 2024年第3期102-108,共7页
针对船用楔形齿桨轴离合器的参数设计问题,开展了船用楔形齿桨轴离合器设计研究。理论分析了船用楔形齿桨轴离合器自锁所需的临界摩擦因数随楔形齿压力角和楔形角变化的规律,并进行了仿真验证;建立了船用楔形齿桨轴离合器的多体动力学模... 针对船用楔形齿桨轴离合器的参数设计问题,开展了船用楔形齿桨轴离合器设计研究。理论分析了船用楔形齿桨轴离合器自锁所需的临界摩擦因数随楔形齿压力角和楔形角变化的规律,并进行了仿真验证;建立了船用楔形齿桨轴离合器的多体动力学模型,研究了存在对齿误差时的接合过程。结果表明,船用楔形齿桨轴离合器降低了对齿过程的精度需求,在接合对齿过程存在0.4°以内的误差时可以在自身导向作用下完成接合。推导的自锁临界摩擦因数公式可以用来指导船用楔形齿桨轴离合器设计。 展开更多
关键词 楔形齿 桨轴离合器 无侧隙 接合过程 自锁
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Nonsmooth identification of mechanical systems with backlash-like hysteresis 被引量:2
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作者 Ruili DONG Yonghong TAN David HE 《控制理论与应用(英文版)》 EI CSCD 2013年第3期477-482,共6页
Backlash-like hysteresis is one of the nonsmooth and multi-valued nonlinearities usually existing in mechanical systems. The traditional identification method is quite difficult to be used to model the systems involve... Backlash-like hysteresis is one of the nonsmooth and multi-valued nonlinearities usually existing in mechanical systems. The traditional identification method is quite difficult to be used to model the systems involved with such complex nonlinearities. In this paper, a nonsmooth recursive identification algorithm for the systems with backlash-like hysteresis is proposed. In this method, the concept of Clarke subgradient is introduced to approximate the gradients at nonsmooth points and the so-called bundle method is used to obtain the optimization search direction in nonsmooth cases. Then, a recursive algorithm based on the idea of bundle method is developed for parameter estimation. After that, the convergence analysis of the algorithm is investigated. Finally, simulation results to validate the proposed method on a simulated mechanical transmission system are presented. 展开更多
关键词 IDENTIFICATION Mechanical system Pseudo-Hammerstein model backlash Bundle method SUBGRADIENT
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基于瞬态动力学的谐波传动新型柔轮齿廓设计
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作者 郑钧剑 何雪明 李鹏超 《机械传动》 北大核心 2024年第2期70-74,共5页
为了提高谐波齿轮传动的传动性能和啮合性能,分析不同齿廓运动轨迹,在不同齿廓啮合侧隙对比的基础上设计了新型柔轮齿廓。结合S型柔轮齿廓、公切线双圆弧柔轮齿廓和双圆弧柔轮齿廓的啮合侧隙对比,拟合啮合侧隙最小的齿廓段,得到新型柔... 为了提高谐波齿轮传动的传动性能和啮合性能,分析不同齿廓运动轨迹,在不同齿廓啮合侧隙对比的基础上设计了新型柔轮齿廓。结合S型柔轮齿廓、公切线双圆弧柔轮齿廓和双圆弧柔轮齿廓的啮合侧隙对比,拟合啮合侧隙最小的齿廓段,得到新型柔轮齿廓;通过Ansys Workbench建立谐波齿轮传动接触模型,运用瞬态分析方法分析了柔轮变形特征;通过不同齿廓在空载和加载状态下的瞬态分析结果验证,说明新型齿廓的啮合性能更为优越。 展开更多
关键词 柔轮齿廓 啮合侧隙 新型齿廓 瞬态动力学 运动学仿真
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齿侧间隙非线性函数拟合阶次的选取研究
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作者 林梅彬 《机电工程》 CAS 北大核心 2024年第3期455-464,共10页
针对齿侧间隙非线性函数拟合阶次的选取问题,以斜齿轮传动系统为例,对齿轮系统进行了理论建模、仿真分析,并对实际齿轮系统进行了实验研究。首先,采用集中质量法建立了考虑轴向振动的齿轮非线性系统模型,并对数学模型进行了无量纲化,对... 针对齿侧间隙非线性函数拟合阶次的选取问题,以斜齿轮传动系统为例,对齿轮系统进行了理论建模、仿真分析,并对实际齿轮系统进行了实验研究。首先,采用集中质量法建立了考虑轴向振动的齿轮非线性系统模型,并对数学模型进行了无量纲化,对齿侧间隙函数分别进行了无拟合、4阶拟合和8阶拟合处理;然后,采用Runge-Kutta数值积分法进行了数值仿真分析,得到了齿轮系统x、y、z三个方向的幅值-频率比响应曲线图,研究了拟合阶次对系统x、y、z三个方向动态特性的影响;最后,进行了齿轮系统动态测试,得到了齿轮系统x、y、z三个方向的振动响应图,根据仿真与实验结果得出了结论。研究结果表明:不同处理方式下的齿轮系统振动响应在z向的差异较大,拟合阶次的选取应重点考虑z向;在x、y方向,齿侧间隙非线性4阶拟合函数会提前改变齿面接触状态且共振振幅分别增大1倍和1/3倍;对于多间隙的齿轮非线性系统,对齿侧间隙进行无拟合处理,可能导致计算困难和结果不准确;在固有频率附近,对齿侧间隙进行4阶拟合处理能够最大程度弥补其他非线性因素带来的影响;在其他频率范围,对齿侧间隙进行8阶拟合处理会更接近真实齿轮系统。齿侧间隙非线性函数的拟合处理在提高了计算效率的同时,也提高了模型的准确性。 展开更多
关键词 斜齿轮传动系统 齿轮非线性系统 轴向振动 齿侧间隙 动态响应 拟合阶次 Runge-Kutta数值积分法
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Do Good Samaritans Face A Backlash?
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《Beijing Review》 2007年第42期46-47,共2页
Are we born good or evil?A recent controversy in China again drew the public’s atten- tion to this age-old question. The sparks flew after a court ruling on a case in which a self-proclaimed Good Samaritan was blamed... Are we born good or evil?A recent controversy in China again drew the public’s atten- tion to this age-old question. The sparks flew after a court ruling on a case in which a self-proclaimed Good Samaritan was blamed for injuring an old woman he said he had helped and was ordered to share the subsequent medical expenses. According to Peng Yu,the 26-year-old defendant,at around 9 a.m.on November 20, 2006,while he was getting off a bus 展开更多
关键词 Do Good Samaritans Face A backlash
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Interpretation and compensation of backlash error data in machine centers for intelligent predictive maintenance using ANNs 被引量:2
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作者 Ke-Sheng Wang Zhe Li +1 位作者 JФrgen Braaten Quan Yu 《Advances in Manufacturing》 SCIE CAS CSCD 2015年第2期97-104,共8页
It is especially significant for a manufacturing company to select a proper maintenance policy because maintenance impacts not only on economy,reliability and availability but also on personnel safety.This article rep... It is especially significant for a manufacturing company to select a proper maintenance policy because maintenance impacts not only on economy,reliability and availability but also on personnel safety.This article reports on research in the backlash error data interpretation and compensation for intelligent predictive maintenance in machine centers based on artificial neural networks(ANNs).The backlash error,measurement system and prediction methods are analyzed in detail.The result indicates that it is possible to predict and compensate for the backlash error in both forward and backward directions in machine centers. 展开更多
关键词 人工神经网络 预测维修 反向间隙 补偿 加工中心 差数 智能 制造业企业
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Modeling and analysis of steady-state vibration induced by backlash in servo rotary table
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作者 Xiao YANG Dun LU Sanli LIU Jun ZHANG Wanhua ZHAO 《Frontiers of Mechanical Engineering》 SCIE CSCD 2015年第1期43-47,共5页
因为,反斜线不能总是在机械系统被避免穿或松。不变的颤动可以被反斜线在关上的循环导致喂开车系统。这份报纸论述伺服的一个数学模型旋转桌子,就反斜线的效果而言。这个模型的精确性被一个实验验证。参数的影响例如位置控制器获得,... 因为,反斜线不能总是在机械系统被避免穿或松。不变的颤动可以被反斜线在关上的循环导致喂开车系统。这份报纸论述伺服的一个数学模型旋转桌子,就反斜线的效果而言。这个模型的精确性被一个实验验证。参数的影响例如位置控制器获得,速度控制器获得,负担和反斜线的大小,在不变的颤动上被讨论。不变的颤动振幅与位置控制器获得,负担和反斜线的大小增加。不变的颤动频率与位置控制器获得和速度控制器获得增加,当负担的增加在频率导致减少时。 展开更多
关键词 稳态振动 伺服转台 位置控制器 速度控制器 建模 数学模型 振动频率 机械系统
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