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Artificial potential method for control of constrained robot motion
1Inst. of Control Sci., Acad. of Sci., Moscow.
This study introduces an artificial potential method for robot control, enabling robots to navigate complex environments and avoid obstacles without needing a detailed robot model. The approach ensures robots follow desired paths without getting stuck in unwanted positions.
Area of Science:
- Robotics
- Control Theory
- Artificial Intelligence
Background:
- Robot control often requires detailed models, limiting adaptability.
- Navigating environments with obstacles and constraints presents significant challenges.
- Existing methods may lead to undesirable intermediate equilibriums, hindering task completion.
Purpose of the Study:
- To present a novel artificial potential method for constrained robot control.
- To develop a control strategy that does not require a detailed robot model.
- To enable robots to navigate complex environments and follow desired trajectories while respecting constraints.
Main Methods:
- Construction of an artificial potential field.
- Integration of obstacle avoidance and trajectory following.
- Ensuring the absence of undesirable equilibrium points.
Main Results:
- The proposed method successfully drives robots in environments with arbitrary obstacles.
- Robots can follow desired trajectories while adhering to constructive constraints.
- The method avoids intermediate equilibriums, preventing robots from getting locked.
Conclusions:
- The artificial potential method offers a model-free approach to constrained robot control.
- This technique enhances robot autonomy and adaptability in complex environments.
- The method provides a robust solution for trajectory tracking and obstacle avoidance.
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