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Toward Safer Navigation of Heterogeneous Mobile Robots in Distributed Scheme: A Novel Time-to-Collision-Based Method.
IEEE Transactions on Cybernetics
|November 3, 2021
Summary
This study introduces a novel collision avoidance method for heterogeneous mobile robots (HMRs) by incorporating robot dynamics. The new time-to-collision (TTC) controller ensures safer navigation, especially in confined spaces with varying robot masses.
Area of Science:
- Robotics
- Control Systems
- Artificial Intelligence
Background:
- Safe navigation for heterogeneous multiple mobile robots (HMRs) requires considering robot dynamics (mass, inertia).
- Existing methods often rely on kinematics or point-mass models, leading to conservative or failed navigation, particularly with robots of differing masses.
- This limitation hinders efficient operation in complex environments like warehouses.
Purpose of the Study:
- To develop a novel, dynamics-aware navigation methodology for HMRs.
- To design a distributed control scheme that explicitly incorporates robot dynamics to prevent collisions.
- To enhance the safety and efficiency of HMR navigation, especially in scenarios with significant mass/inertia differences.
Main Methods:
- Proposed a new predictive collision term based on time to collision (TTC) to quantify imminent collisions.
- Developed a novel nonlinear controller that integrates the TTC term for collision-free motion guarantees.
- Validated the approach through simulations and experiments, comparing it against kinematics-only controllers.
Main Results:
- The proposed TTC-based controller demonstrated less conservative safe motion planning compared to kinematics-only methods.
- Kinematics-based approaches resulted in collisions in confined spaces, whereas the TTC strategy ensured safe navigation.
- Experimental validation confirmed collision-free navigation for HMRs using the developed method.
Conclusions:
- The developed TTC-based control strategy provides more reliable motion control for HMRs, particularly those with significant differences in mass or inertia.
- This approach is beneficial for applications like warehouse automation and autonomous driving, improving collision avoidance.
- The methodology offers a significant advancement in ensuring safe and efficient multi-robot systems operation.
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