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Smooth-planner: a Robust Gradient-based Local Trajectory Planning Method for Non-holonomic Orchard Robots

Year: 2026
Type: article
Abstract: This study proposes Smooth-Planner, a robust gradient-based local trajectory planning method for non-holonomic orchard robots operating in narrow row environments. The method employs a B-spline–based optimization framework that explicitly considers kinematic feasibility and collision avoidance without relying on dense global maps. Field experiments conducted in a standardized orchard demonstrate stable and repeatable performance, with lateral deviations effectively constrained and a minimum safety clearance of 0.90 m consistently maintained from crop rows. The results validate the practical safety and reliability of the proposed approach for autonomous agricultural operations.
Language: English
Open Access status: diamond
OpenAlex ID: W7204264757
FWCI:
Cites: 15
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Related to: 10