首页> 外文期刊>Computers & Industrial Engineering >Performance and reliability improvement of cyber-physical systems subject to degraded communication networks through robust optimization
【24h】

Performance and reliability improvement of cyber-physical systems subject to degraded communication networks through robust optimization

机译:通过强大的优化,可改善通信网络性能下降的网络物理系统的性能和可靠性

获取原文
获取原文并翻译 | 示例
           

摘要

The study of cyber-physical systems (CPSs) is a rapidly developing field because of their broad application in different areas. However, the degradation, i.e., time delay and packet dropout, that originated from the cyber layer-communication networks would deteriorate the performance of the physical layer. Hence, the internal dependence and reliability of such a complex and safety-critical systems must be analyzed. In this paper, we describe a CPS by using time-varying models of its main components and realize it in TrueTime simulator. The Monte Carlo simulation is applied to estimate the system reliability. The parameters of the discrete-time proportional-integral-derivative (PID) controller are tuned to improve the performance and reliability of the CPS. Considering the controller parameters that undergo perturbation when in hardware implementation, we use particle swarm optimization to search for a robust PID controller that can ensure a satisfied control performance against parameter perturbation. An industrial heat exchanger is studied to illustrate the correctness and efficiency of the proposed method.
机译:由于其在不同领域的广泛应用,对网络物理系统(CPS)的研究是一个快速发展的领域。然而,源自网络层通信网络的降级,即时间延迟和分组丢失,将恶化物理层的性能。因此,必须分析这种复杂且对安全至关重要的系统的内部依赖性和可靠性。在本文中,我们通过使用其主要组件的时变模型来描述CPS,并在TrueTime仿真器中实现它。蒙特卡罗模拟用于估计系统可靠性。调整了离散时间比例积分微分(PID)控制器的参数,以提高CPS的性能和可靠性。考虑到在硬件实现中会发生扰动的控制器参数,我们使用粒子群优化算法来搜索鲁棒的PID控制器,该控制器可确保对参数扰动具有满意的控制性能。研究了一种工业换热器,以说明该方法的正确性和有效性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号