首页    期刊浏览 2024年11月28日 星期四
登录注册

文章基本信息

  • 标题:Fast Robust Model Predictive Control for Nonlinear Jump Markov Systems
  • 本地全文:下载
  • 作者:Jens Tonne ; Olaf Stursberg
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:9342-9348
  • DOI:10.1016/j.ifacol.2017.08.1432
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper proposes a scheme of robust model predictive control (MPC) for discrete-time nonlinear jump Markov systems (JMS) considering polytopic state and input constraints. The approach consists of an offline part and the online optimization: First, a time-varying linear JMS representation of the nonlinear JMS is used to determine time-varying feedback controllers and robust control invariant sets (RCIS) offline, solving a semi-definite program (SDP). Then, an MPC formulation uses online linearization, the determined RCIS, and Lyapunov functions to guarantee constraint satisfaction, mean square stability, and recursively feasibility. The proposed formulation is robust against bounded disturbances and the linearization errors. A simulation study demonstrates that the involved quadratically constrained quadratic programs (QCQP) can be solved quite efficiently, rendering this approach applicable for high-dimensional systems.
  • 关键词:KeywordsModel Predictive Control of Hybrid SystemsJump Markov SystemsControl of Switched SystemsRobust ControlNonlinear Predictive ControlConstrained control
国家哲学社会科学文献中心版权所有