Resource-Aware Stochastic Self-Triggered Model Predictive Control

被引:3
|
作者
Lian, Yingzhao [1 ]
Jiang, Yuning [1 ]
Stricker, Naomi [2 ]
Thiele, Lothar [2 ]
Jones, Colin N. [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Automat Control Lab, CH-1024 Lausanne, Switzerland
[2] Swiss Fed Inst Technol, Comp Engn & Networks Lab, CH-8952 Schlieren, Switzerland
来源
基金
瑞士国家科学基金会;
关键词
Feedback control; Stochastic processes; Predictive control; Mathematical model; Dynamic scheduling; Uncertainty; Optimization; Stochastic optimal control; self-triggered model predictive control; ROBUST; MPC;
D O I
10.1109/LCSYS.2021.3091967
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter considers the control of uncertain systems operated under limited resource factors, such as battery life or hardware longevity. We consider here resource-aware self-triggered control techniques that schedule system operation non-uniformly in time in order to balance performance against resource consumption. When running in an uncertain environment, unknown disturbances may deteriorate system performance by acting adversarially against the planned event triggering schedule. In this work, we propose a resource-aware stochastic predictive control scheme to tackle this challenge, where a novel zero-order hold feedback control scheme is proposed to accommodate a time-inhomogeneous predictive control update.
引用
收藏
页码:1262 / 1267
页数:6
相关论文
共 50 条
  • [1] A Resource-Aware Approach to Self-Triggered Model Predictive Control
    Wildhagen, Stefan
    Jones, Colin N.
    Allgoewer, Frank
    [J]. IFAC PAPERSONLINE, 2020, 53 (02): : 2733 - 2738
  • [2] Robust Resource-Aware Self-Triggered Model Predictive Control
    Lian, Yingzhao
    Jiang, Yuning
    Stricker, Naomi
    Thiele, Lothar
    Jones, Colin N.
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2022, 6 : 1724 - 1729
  • [3] Resource-aware MPC for constrained nonlinear systems: A self-triggered control approach
    Gommans, T. M. P.
    Heemels, W. P. M. H.
    [J]. SYSTEMS & CONTROL LETTERS, 2015, 79 : 59 - 67
  • [4] A self-triggered stochastic model predictive control for uncertain networked control system
    Wang, Hongyuan
    Wang, Jingcheng
    Xu, Haotian
    Zhao, Shangwei
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2023, 96 (08) : 2113 - 2123
  • [5] Resource-Aware Asynchronous Multi-Agent Coordination via Self-Triggered MPC
    Lian, Yingzhao
    Wildhagen, Stefan
    Jiang, Yuning
    Houska, Boris
    Allgower, Frank
    Jones, Colin N.
    [J]. 2020 59TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2020, : 685 - 690
  • [6] Stochastic self-triggered model predictive control for linear systems with probabilistic constraints
    Dai, Li
    Gao, Yulong
    Xie, Lihua
    Johansson, Karl Henrik
    Xia, Yuanqing
    [J]. AUTOMATICA, 2018, 92 : 9 - 17
  • [7] Self-Triggered Model Predictive Control for Nonholonomic Systems
    Eqtami, Alina
    Heshmati-alamdari, Shahab
    Dimarogonas, Dimos V.
    Kyriakopoulos, Kostas J.
    [J]. 2013 EUROPEAN CONTROL CONFERENCE (ECC), 2013, : 638 - 643
  • [8] Resource-Aware Model Predictive Control of Spatially Distributed Processes Using Event-Triggered Communication
    Yao, Zhiyuan
    El-Farra, Nael H.
    [J]. 2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 3726 - 3731
  • [9] Self-Triggered Distributed Model Predictive Control of Nonholonomic Systems
    Wang, Wanqing
    Li, Huiping
    Yan, Weisheng
    Shi, Yang
    [J]. 2017 11TH ASIAN CONTROL CONFERENCE (ASCC), 2017, : 280 - 285
  • [10] Self-triggered Nonlinear Model Predictive Control for Networked Control Systems
    Hashimoto, Kazumune
    Adachi, Shuichi
    Dimarogonas, Dimos V.
    [J]. 2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 4239 - 4244