Kalman Filter for Networked Control Systems Synchronized at Actuation Instants

被引:0
|
作者
Xavier Rosero, Carlos [1 ]
Vaca, Cristina [1 ]
Gavilanez, Milton [1 ]
Iglesias, Ivan [1 ]
Tobar Subia, Luz [1 ]
Rosero, Ramiro [1 ]
机构
[1] Univ Tecn Norte, Ibarra, Ecuador
关键词
Real-time control; Sampling-actuation variable delay; Aperiodic sampling; Periodic actuation; STATE ESTIMATION;
D O I
10.1109/CCAC51819.2021.9633307
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Traffic and latency in the communications network, as well as processing of the control algorithms cause sampling-actuation variable delays (SAVDs) in networked control systems (NCSs). Moreover, feedback control loops implemented via NCSs, may suffer degradation in control performance and even become unstable due to SAVDs. To remove these negative effects on performance/stability, a method based on strictly periodic actuations and aperiodic samplings has been featured in the literature. In this approach, the states are measured at the sampling instant, the values that these states will have at the actuation instant are then estimated, and subsequently, the control action is calculated based on these estimates. This paper extends the above model to the case of noisy samples and disturbed process by coupling a Kalman filter. Additionally, it is also solved the problem of deciding instants and periods in which the predict and update phases of the Kalman filter are applied. It has been obtained that the synchronized actuations eliminate the harmful effects of SAVDs in NCSs. Moreover, the Kalman filter improves the performance under noisy measurements and process disturbance.
引用
收藏
页码:291 / 296
页数:6
相关论文
共 50 条
  • [11] Kalman Filtering for Model-Based Networked Control Systems
    Stoica, Adrian-Mihail
    CONTROL ENGINEERING AND APPLIED INFORMATICS, 2012, 14 (04): : 10 - 16
  • [12] Compensating Random Time Delays in a Feedback Networked Control System With a Kalman Filter
    Probst, Alexander C.
    Magana, Mario E.
    Sawodny, Oliver
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2011, 133 (02):
  • [14] Kalman filter based fault diagnosis of networked control system with white noise
    Yanwei Wang
    Ying Zheng
    Journal of Control Theory and Applications, 2005, 3 (1): : 55 - 59
  • [15] Synchronizing Sampling and Actuation in the Absence of Global Time in Networked Control Systems
    Marti, Pau
    Camacho, Antonio
    Velasco, Manel
    Mares, Pere
    Fuertes, Josep M.
    2010 IEEE CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2010,
  • [16] Distributed Illumination Control With Local Sensing and Actuation in Networked Lighting Systems
    Caicedo, David
    Pandharipande, Ashish
    IEEE SENSORS JOURNAL, 2013, 13 (03) : 1092 - 1104
  • [17] ROBUST CONTINUOUS-DISCRETE KALMAN FILTER FOR TIME-STAMPED DELAY MITIGATION IN NETWORKED ESTIMATION AND CONTROL SYSTEMS
    Yan, Bei
    Lev-Ari, Hanoch
    Stankovic, Aleksandar M.
    2014 NORTH AMERICAN POWER SYMPOSIUM (NAPS), 2014,
  • [18] Applications of the Kalman filter for the fire-control systems
    Yang, Jia-Horng, 1600, Chung Cheng Institute of Technology (43):
  • [19] ADAPTIVE KALMAN FILTER FOR CONTROL OF SYSTEMS WITH UNKNOWN DISTURBANCES
    GRIMBLE, MJ
    IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1981, 128 (06): : 263 - 267
  • [20] Modified Kalman filter for networked monitoring systems employing a send-on-delta method
    Suh, Young Soo
    Nguyen, Vinh Hao
    Ro, Young Shick
    AUTOMATICA, 2007, 43 (02) : 332 - 338