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Settling-time improvements in positioning machines subject to nonlinear friction using adaptive impulse control.

机译:使用自适应脉冲控制,可改善受到非线性摩擦的定位机的建立时间。

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A new method of adaptive impulse control is developed to precisely and quickly control the position of machine components subject to friction. Friction dominates the forces affecting fine positioning dynamics. Friction can depend on payload, velocity, step size, path, initial position, temperature, and other variables. Control problems such as steady-state error and limit cycles often arise when applying conventional control techniques to the position control problem. Studies in the last few decades have shown that impulsive control can produce repeatable displacements as small as 10 nm without limit cycles or steady-state error in machines subject to dry sliding friction. These displacements are achieved through the application of short duration, high intensity pulses.; The relationship between pulse duration and displacement is seldom a simple function. The most dependable practical methods for control are self-tuning; they learn from online experience by adapting an internal control parameter until precise position control is achieved. To date, the best known adaptive pulse control methods adapt a single control parameter. While effective, the single parameter methods suffer from sub-optimal settling times and poor parameter convergence.; To improve performance while maintaining the capacity for ultimate precision, a new control method referred to as Adaptive Impulse Control (AIC) has been developed. To better fit the nonlinear relationship between pulses and displacements, AIC adaptively tunes a set of parameters. Each parameter affects a different range of displacements. Online updates depend on the residual control error following each pulse, an estimate of pulse sensitivity, and a learning gain. After an update is calculated, it is distributed among the parameters that were used to calculate the most recent pulse. As the stored relationship converges to the actual relationship of the machine, pulses become more accurate and fewer pulses are needed to reach each desired destination. When fewer pulses are needed, settling time improves and efficiency increases.; AIC is experimentally compared to conventional PID control and other adaptive pulse control methods on a rotary system with a position measurement resolution of 16000 encoder counts per revolution of the load wheel. The friction in the test system is nonlinear and irregular with a position dependent break-away torque that varies by a factor of more than 1.8 to 1. AIC is shown to improve settling times by as much as a factor of two when compared to other adaptive pulse control methods while maintaining precise control tolerances.
机译:开发了一种新的自适应脉冲控制方法,以精确而快速地控制受摩擦的机器部件的位置。摩擦力主要影响影响精细定位动力学的力。摩擦力可能取决于有效负载,速度,步长,路径,初始位置,温度和其他变量。将常规控制技术应用于位置控制问题时,经常会出现诸如稳态误差和极限循环之类的控制问题。过去几十年的研究表明,脉冲控制可以在发生干式滑动摩擦的机器中产生10 nm的可重复位移,而没有极限循环或稳态误差。这些位移是通过施加短持续时间的高强度脉冲来实现的。脉冲持续时间与位移之间的关系很少是简单的函数。最可靠的控制方法是自我调整。他们通过调整内部控制参数直到获得精确的位置控制,从在线经验中学习。迄今为止,最著名的自适应脉冲控制方法采用单个控制参数。尽管有效,但是单参数方法存在次优的建立时间和较差的参数收敛性。为了在保持最高精度能力的同时提高性能,已经开发了一种称为自适应脉冲控制(AIC)的新控制方法。为了更好地适应脉冲和位移之间的非线性关系,AIC自适应地调整了一组参数。每个参数影响不同的位移范围。在线更新取决于每个脉冲之后的残留控制误差,脉冲灵敏度的估计值和学习增益。计算出更新后,将其分布在用于计算最新脉冲的参数中。随着存储的关系收敛到机器的实际关系,脉冲变得更加准确,并且需要更少的脉冲才能到达每个所需的目标。当需要较少的脉冲时,建立时间缩短,效率提高。在旋转系统上将AIC与常规PID控制和其他自适应脉冲控制方法进行了实验比较,旋转系统的位置测量分辨率为负载轮每转16000个计数。测试系统中的摩擦是非线性的,并且是不规则的,其位置相关的脱离扭矩变化范围大于1.8到1。与其他自适应方法相比,AIC被证明可以将建立时间缩短两倍之多。脉冲控制方法,同时保持精确的控制公差。

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