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Online 3-Dimensional Path Planning with Kinematic Constraints in Unknown Environments Using Hybrid A* with Tree
Jonatan Scharff Willners1, Daniel Gonzalez-Adell1, Juan David Hernández2
1Institute of Sensors, Signals and Systems, Heriot-Watt University, Edinburgh EH14 4AS, UK.
This study enhances the hybrid A* (HA*) path planner for autonomous underwater vehicles (AUVs) in 3D environments. The improved planner ensures safe, feasible paths and efficiently adapts to unknown obstacles using tree pruning, reducing replanning time.
Area of Science:
- Robotics
- Artificial Intelligence
- Ocean Engineering
Background:
- Autonomous underwater vehicles (AUVs) require sophisticated path planning for 3D navigation.
- Existing path planners struggle with dynamic environments and complex motion constraints.
Purpose of the Study:
- To extend the hybrid A* (HA*) path planner for 3D environments.
- To enhance AUV safety by incorporating motion constraints and collision avoidance.
- To improve path planning efficiency in unexplored or partially known environments through tree pruning.
Main Methods:
- Extension of the hybrid A* (HA*) algorithm for 3D path planning.
- Integration of vehicle motion constraints for feasible path generation.
- Development of a tree pruning procedure for dynamic replanning in unknown environments.
Main Results:
- The enhanced HA* planner successfully generates safe and feasible paths in 3D environments.
- Simulations demonstrate superior performance of HA* in known environments compared to other algorithms (planning time, path length, success rate).
- The tree pruning method significantly reduces total planning time in unknown environments.
Conclusions:
- The extended HA* path planner offers a robust solution for AUV navigation in complex 3D terrains.
- The tree pruning mechanism provides a significant advantage for AUVs operating in dynamic and uncertain underwater settings.
- This research contributes to more efficient and reliable autonomous underwater operations.
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