Research on life prediction and extension method of multi-axis synchronous control system

被引:0
|
作者
Li W. [1 ,2 ]
Yan W.-J. [1 ]
Mao H.-J. [1 ,2 ]
机构
[1] College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou
[2] Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou
来源
Kongzhi yu Juece/Control and Decision | 2023年 / 38卷 / 09期
关键词
actuator; adaptive adjustment; autonomous maintenance decisions; life extension control; life prediction; multi-axis synchronization;
D O I
10.13195/j.kzyjc.2021.1950
中图分类号
学科分类号
摘要
With the increasing application of multi axis synchronous control systems, the requirements of safety and reliability are becoming more and more urgent. Even when the original components are gradually degraded, many systems still have the expectation of continuous working hours. Thus, a dynamic matrix-PID cascade life extension control (DMC) method based on system residual life (RUL) prediction is proposed. Firstly, without changing the structure of the original multi axis synchronization system, a new architecture with real-time life prediction and life extension function is constructed by introducing the DMC as the life extension controller and the PHM module as the independent maintenance analysis decision-maker. Secondly, by establishing the relationship between the perceptual information such as the implicit degradation state of the actuator and the performance of the multi axis synchronization system, the analytical solution of the RUL distribution of the multi axis synchronization system is obtained and used for real-time prediction. Then, it is combined with the expected working time of the synchronization system as the cognitive basis of on-line autonomous maintenance, and based on an adaptive parameter adjustment law which depends on both actuator degradation state and life extension period, then used to dynamically adjust the element values of DMC constraint matrices Q and R on-line. The degradation of the actuator is slowed down and the service life of system is prolonged by better matching the characteristics of the degradation process and the demand for life extension, so as to achieve a better compromise balance between the performance and durability of the multi axis system. Finally, the effectiveness of the proposed method is verified by the simulation experiment of the stage multi motor synchronous control system. © 2023 Northeast University. All rights reserved.
引用
收藏
页码:2587 / 2596
页数:9
相关论文
共 30 条
  • [1] Tian H, Zhang Y S, Lu X Y., Synchronous coordinated control of angle adjusting mechanism with multi-axis motion in wind tunnel, Control Theory & Applications, 37, 5, pp. 1063-1068, (2020)
  • [2] Zhong G L, Deng H, Xin G Y, Et al., Dynamic hybrid control of a hexapod walking robot: Experimental verification, IEEE Transactions on Industrial Electronics, 63, 8, pp. 5001-5011, (2016)
  • [3] Zhong G L, Shao Z Z, Deng H, Et al., Precise position synchronous control for multi-axis servo systems, IEEE Transactions on Industrial Electronics, 64, 5, pp. 3707-3717, (2017)
  • [4] Perez-Pinal, Nunez C, Alvarez R, Et al., Comparison of multi-motor synchronization techniques, The 30th Annual Conference of IEEE Industrial Electronics Society, pp. 1670-1675, (2004)
  • [5] Ye Y H, Peng F, Huang Y K., Overview of multi-motor synchronous motion control technology, Transactions of China Electrotechnical Society, 36, 14, pp. 2922-2935, (2021)
  • [6] Mao H J, Li W, Wang K H, Et al., Sensor fault tolerant switch strategy for multi-motor synchronous system based on ADRC, Journal of Shandong University: Engineering Science, 47, 5, pp. 64-70, (2017)
  • [7] Mao H J, Li W, Jiang D N., Fault diagnosis and switching tolerance for multi-motor synchronous control based on complex dynamical network, Control and Decision, 35, 4, pp. 843-851, (2020)
  • [8] Chen W, Wu Y F, Du R H, Et al., Fault diagnosis and fault tolerant control for the servo system driven by two motors synchronously, Control Theory & Applications, 31, 1, pp. 27-34, (2014)
  • [9] Nian F S., Viewpoints about the prognostic and health management, Chinese Journal of Scientific Instrument, 39, 8, pp. 1-14, (2018)
  • [10] Wang X, Hu C H, Ren Z Q, Et al., Performance degradation modeling and remaining useful life prediction for aero-engine based on nonlinear Wiener process, Acta Aeronautica et Astronautica Sinica, 41, 2, (2020)