Autonomous navigation with convergence guarantees in complex dynamic environments

This article addresses the obstacle avoidance problem for setpoint stabilization tasks in complex dynamic 2-D environments that go beyond conventional scenes with isolated convex obstacles. A combined motion planner and controller is proposed that integrates the favorable convergence characteristics of closed-form motion planning techniques with the intuitive representation of system constraints through Model Predictive Control (MPC). The method is analytically proven to accomplish collision avoidance and convergence under soft conditions. Simulation scenarios using a non-holonomic unicycle robot is provided to showcase the efficacy of the control scheme.

Authors

Publication Details

Journal
Automatica
Published
2024-12-16
DOI
https://doi.org/10.1016/j.automatica.2024.112026
Citations
1
Primary Topic
Robotic Path Planning Algorithms
Type
article
Field-Weighted Citation Impact
0.25
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article

Autonomous navigation with convergence guarantees in complex dynamic environments

Albin Dahlin, Yiannis Karayiannidis
1 citations
Automatica
Robotic Path Planning Algorithms
0.25
article

Autonomous navigation with convergence guarantees in complex dynamic environments

Albin Dahlin, Yiannis Karayiannidis
article en
1 citations

Abstract

This article addresses the obstacle avoidance problem for setpoint stabilization tasks in complex dynamic 2-D environments that go beyond conventional scenes with isolated convex obstacles. A combined motion planner and controller is proposed that integrates the favorable convergence characteristics of closed-form motion planning techniques with the intuitive representation of system constraints through Model Predictive Control (MPC). The method is analytically proven to accomplish collision avoidance and convergence under soft conditions. Simulation scenarios using a non-holonomic unicycle robot is provided to showcase the efficacy of the control scheme.

AutomaticaVol. 173
Openalex Percentile: Top 43%
Robotic Path Planning Algorithms
0.25
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