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Analytic Estimation of Region of Attraction of an LQR Controller for Torque Limited Simple Pendulum

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arxiv 2211.15437 v1 pith:IWVVOTNZ submitted 2022-11-28 cs.RO

classification cs.RO
keywords approachanalyticattractioncontrollerestimationsknownlimitedlinear
verification ladder T0 review T1 audit T2 compute T3 formal
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Linear-quadratic regulators (LQR) are a well known and widely used tool in control theory for both linear and nonlinear dynamics. For nonlinear problems, an LQR-based controller is usually only locally viable, thus, raising the problem of estimating the region of attraction (ROA). The need for good ROA estimations becomes especially pressing for underactuated systems, as a failure of controls might lead to unsafe and unrecoverable system states. Known approaches based on optimization or sampling, while working well, might be too slow in time critical applications and are hard to verify formally. In this work, we propose a novel approach to estimate the ROA based on the analytic solutions to linear ODEs for the torque limited simple pendulum. In simulation and physical experiments, we compared our approach to a Lyapunov-sampling baseline approach and found that our approach was faster to compute, while yielding ROA estimations of similar phase space area.

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Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Implicit Predecessor-Based Region of Attraction Estimation and Robust Invariance Analysis for a Two-Wheeled Inverted Pendulum

    eess.SY 2026-07 accept novelty 5.0 of 10

    An implicit predecessor-based set expansion enlarges a Lyapunov-certified region of attraction for a two-wheeled inverted pendulum, matching empirical stability boundaries.

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