Rapid global path planning algorithm for unmanned surface vehicles in large-scale and multi-island marine
Dong Wang1,2, Jie Zhang1,2, Jiucai Jin2
1School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, China.
This study introduces a faster path planning method for unmanned surface vehicles (USVs) in complex marine environments. The novel approach uses multi-resolution grids to efficiently generate smooth, safe global paths, improving computational speed.
Area of Science:
- Robotics
- Marine Engineering
- Computational Geometry
Background:
- Path planning for Unmanned Surface Vehicles (USVs) is computationally intensive in large, complex marine environments.
- Existing Fast Marching Method (FMM)-based algorithms face efficiency challenges on high-resolution grids.
- Need for efficient global path planning algorithms for USVs with time constraints.
Purpose of the Study:
- To propose an efficient global path planning algorithm for USVs in large-scale, complex marine environments.
- To enhance computational efficiency while maintaining path precision.
- To enable flexible modification of obstacle-avoiding path segments.
Main Methods:
- A two-stage path planning approach using different spatial resolution (SR) grids.
- Initial planning on a low SR grid to identify effective regions.
- Subsequent planning on a high SR grid for high-precision path generation.
- Application of a modified Inshore-Distance-Constraint Fast Marching Square (IDC-FM^2) method for path generation and obstacle constraint.
Main Results:
- The proposed algorithm significantly improves calculation efficiency compared to single-grid methods.
- Smooth and safe global paths are generated for USVs.
- Obstacle-avoiding path segments can be flexibly modified.
- High precision of the planned path is maintained.
Conclusions:
- The dual-resolution grid approach effectively addresses computational efficiency for USV path planning.
- The modified IDC-FM^2 method allows for adaptable and safe navigation around obstacles.
- This algorithm offers a practical solution for time-critical USV operations in challenging marine settings.
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