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Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems

Publication ,  Journal Article
Lavaei, R; Bridgeman, LJ
Published in: IEEE Transactions on Automatic Control
May 1, 2024

A controller synthesis method for state- and input-constrained nonlinear systems is presented that seeks continuous piecewise affine (CPA) Lyapunov-like functions and controllers simultaneously. Nonconvex optimization problems are formulated on triangulated subsets of the admissible states that can be refined to meet primary control objectives, such as stability and safety, alongside secondary performance objectives. A multistage design is also given that enlarges the region of attraction (ROA) sequentially while allowing different performance metrics for each stage. A boundary for the closed-loop system's ROA is obtained from the resulting Lipschitz Lyapunov function. For control-affine nonlinear systems, the nonconvex problem is formulated as a series of conservative, but convex, well-posed optimization problems. These iteratively decrease the cost function until the design objectives are met. Since the resulting CPA Lyapunov-like functions are also Lipschitz control (or barrier) Lyapunov functions, they can be used in online quadratic programming to find minimum-norm control inputs. Numerical examples are provided to demonstrate the effectiveness of the method.

Duke Scholars

Published In

IEEE Transactions on Automatic Control

DOI

EISSN

1558-2523

ISSN

0018-9286

Publication Date

May 1, 2024

Volume

69

Issue

5

Start / End Page

3011 / 3023

Related Subject Headings

  • Industrial Engineering & Automation
  • 4007 Control engineering, mechatronics and robotics
  • 0913 Mechanical Engineering
  • 0906 Electrical and Electronic Engineering
  • 0102 Applied Mathematics
 

Citation

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Chicago
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Lavaei, R., & Bridgeman, L. J. (2024). Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems. IEEE Transactions on Automatic Control, 69(5), 3011–3023. https://doi.org/10.1109/TAC.2023.3302789
Lavaei, R., and L. J. Bridgeman. “Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems.” IEEE Transactions on Automatic Control 69, no. 5 (May 1, 2024): 3011–23. https://doi.org/10.1109/TAC.2023.3302789.
Lavaei R, Bridgeman LJ. Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems. IEEE Transactions on Automatic Control. 2024 May 1;69(5):3011–23.
Lavaei, R., and L. J. Bridgeman. “Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems.” IEEE Transactions on Automatic Control, vol. 69, no. 5, May 2024, pp. 3011–23. Scopus, doi:10.1109/TAC.2023.3302789.
Lavaei R, Bridgeman LJ. Systematic, Lyapunov-Based, Safe and Stabilizing Controller Synthesis for Constrained Nonlinear Systems. IEEE Transactions on Automatic Control. 2024 May 1;69(5):3011–3023.

Published In

IEEE Transactions on Automatic Control

DOI

EISSN

1558-2523

ISSN

0018-9286

Publication Date

May 1, 2024

Volume

69

Issue

5

Start / End Page

3011 / 3023

Related Subject Headings

  • Industrial Engineering & Automation
  • 4007 Control engineering, mechatronics and robotics
  • 0913 Mechanical Engineering
  • 0906 Electrical and Electronic Engineering
  • 0102 Applied Mathematics