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Event triggered state estimation and control with limited channel capacity.

机译:事件触发状态估计和控制,通道容量有限。

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摘要

Control systems are becoming more efficient, more sustainable and less costly by the convergence with networking and information technology. The limited digital channel capacity, however, can degrade or even destroy control systems. To maintain system performance with the limited digital channel capacity, event triggered transmission, with which transmission is triggered by a certain event, is proposed. Our research is to analytically examine the tradeoff between system performance and digital channel capacity in event triggered systems.;We first study the optimal communication rule which minimizes mean square state estimation error with limited channel capacity. By introducing a cost for each transmission, the optimal communication rule which minimizes the average mean square state estimation error discounted by the transmission cost is shown to be event triggered. Because the optimal event trigger is difficult to compute, computationally efficient suboptimal event trigger is presented. Our simulation results show that we can compute tighter upper bounds on the suboptimal costs and tighter lower bounds on the optimal costs than the prior works in [13, 11, 34], while guaranteeing comparable actual costs. Based on the same idea, computationally efficient weakly coupled suboptimal event triggers for both sensor and controller are also designed for output feedback control systems to minimize the mean square state with limited channel capacity. By weakly coupled, we mean that the transmission from sensor to controller doesn't not necessarily trigger the transmission from controller to actuator, and vice versa. The weakly coupled transmissions represent an advance over the synchronized transmissions proposed in [15], especially in multi-sensor systems.;The work above, however, ignores the influence of network delay and quantization error. We, then, consider both the network delay and quantization error in event triggered control systems to guarantee input-to-state stability (ISS) and resilience, respectively. We first give a sufficient condition to guarantee both ISS and efficient attentiveness in event triggered control systems. An event triggered system is efficiently attentive if longer inter-sampling interval and lower instantaneous bit-rate, the ratio between the number of bits in a packet to the acceptable delay of this packet, can be achieved when the system state apporaches the origin. Most well designed event triggered systems are efficiently attentive, but a counter example was given in [37] to show that not all event triggered systems are efficiently attentive. To our best knowledge, our work in [37] is the first one which studies efficient attentiveness of event triggered systems. Efficiently attentive event triggered systems usually have long inter-sampling interval, which raises a concern about whether event triggered systems are resilient to unexpected disturbances. To address this concern, we, then, study the resilience of event triggered control systems to transient unknown magnitude disturbances. To our best knowledge, this is the first time the resilience of event triggered systems is studied. We run the event triggered system under two different regimes: safe an d unsafe, according to whether the system is hit by a transient unknown magnitude disturbance. If the system is under safe regime, both sufficient instantaneous bit-rate and necessary instantaneous bit-rate for asymptotic stability are provided. If the system is under unsafe regime, a sufficient instantaneous bit-rate is given to guarantee resilience, i.e. the system can come back to a neighborhood of the origin in a finite time.
机译:通过与网络和信息技术的融合,控制系统正变得越来越高效,更具可持续性并且成本更低。但是,有限的数字通道容量会降低甚至破坏控制系统。为了在有限的数字信道容量下保持系统性能,提出了由事件触发的事件触发传输。我们的研究是分析性地研究事件触发系统中系统性能与数字通道容量之间的折衷。我们首先研究最佳通信规则,该规则将有限通道容量下的均方状态估计误差降至最低。通过引入每次传输的成本,可以使事件平均触发的最佳通信规则(该最优通信规则将因传输成本引起的平均均方根估计误差最小化)降至最低。由于最佳事件触发器难以计算,因此提出了计算效率较高的次优事件触发器。我们的仿真结果表明,与[13,11,34]中的先前工作相比,我们可以计算出次优成本上的更严格的上限,最优成本上的更下限,同时保证了可比的实际成本。基于相同的思想,还针对输出反馈控制系统设计了用于传感器和控制器的计算效率高的弱耦合次佳事件触发器,以在通道容量受限的情况下最小化均方状态。所谓弱耦合,是指从传感器到控制器的传输并不一定触发从控制器到执行器的传输,反之亦然。弱耦合传输代表了在[15]中提出的同步传输的进步,特别是在多传感器系统中。;然而,以上工作忽略了网络延迟和量化误差的影响。然后,我们在事件触发的控制系统中同时考虑网络延迟和量化误差,以分别保证输入到状态的稳定性(ISS)和弹性。我们首先给出一个充分的条件,以确保事件触发的控制系统中的ISS和高效专注。如果更长的采样间隔和更低的瞬时比特率(数据包中的位数与该数据包的可接受延迟之间的比率)可以在系统状态分配原点时实现,则事件触发系统会非常注意。大多数设计良好的事件触发系统都是有效的关注,但在[37]中给出了一个反例,以表明并非所有事件触发系统都是有效的关注。据我们所知,我们在[37]中的工作是第一个研究事件触发系统的高效关注度的工作。高效关注的事件触发系统通常具有较长的采样间隔,这引起了人们对事件触发系统是否能够抵抗意外干扰的担忧。为了解决这一问题,我们将研究事件触发的控制系统对瞬态未知量扰动的恢复能力。据我们所知,这是首次研究事件触发系统的弹性。我们在两种不同的情况下运行事件触发系统:安全和不安全,这取决于系统是否受到瞬态未知量扰动的影响。如果系统处于安全状态,则将提供足够的瞬时比特率和必要的瞬时比特率,以实现渐近稳定性。如果系统处于不安全状态,则将提供足够的瞬时比特率以确保弹性,即系统可以在有限时间内返回到来源附近。

著录项

  • 作者

    Li, Lichun.;

  • 作者单位

    University of Notre Dame.;

  • 授予单位 University of Notre Dame.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2013
  • 页码 144 p.
  • 总页数 144
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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