4.5 Article

Path following of under-actuated ships based on model predictive control with state observer

Journal

JOURNAL OF MARINE SCIENCE AND TECHNOLOGY
Volume 26, Issue 2, Pages 408-418

Publisher

SPRINGER JAPAN KK
DOI: 10.1007/s00773-020-00746-1

Keywords

Ship path following; Model predictive control (MPC); Line of sight (LOS); Linear extended state observer (LESO); The nonlinear observer

Funding

  1. Major Projects of Guangdong Education Department for Foundation Research and Applied Research [2019KZDZX1035]
  2. National Natural Science Foundation of China [51979045, 51939001, 61976033]
  3. Guangdong Ocean University

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A MPC method with LESO is proposed to tackle the path following issues for under-actuated surface ships without velocity measurements, addressing input constraints, uncertain parameters, and external disturbances. LOS guidance algorithm and variable acceptable radius approach are used for path following and heading control, while Norrbin model and LESO are employed for handling heading control and input constraints to enhance controller robustness and accuracy.
A model predictive control (MPC) method with linear extended state observer (LESO) is presented to address the problems of the input constraints, uncertain parameters and external disturbances for path following of under-actuated surface ships without velocity measurements. The line of sight (LOS) guidance algorithm is employed to convert the path following into the heading control flexibly. The proper reference paths at waypoints are formulated by a variable acceptable radius approach. The matters of the heading control, input constraints including rudder amplitude and rate limit are addressed by virtue of MPC method employing the Norrbin model as the internal model. The LESO is introduced to estimate the uncertain parameters and external disturbances for the improvement of the internal model accuracy and the controller robustness. Moreover, the nonlinear observer and LESO are used to approximate the surge velocity, sway velocity and yaw rate, respectively. The effectiveness of the proposed control law is demonstrated via the compared simulations.

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