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A flooding algorithm for multirobot exploration
Flavio Cabrera-Mora1, Jizhong Xiao
1Department of Electrical Engineering, The Graduate Center, The City University of New York, New York, NY 10016, USA. fcabrera-mora@gc.cuny.edu
This study introduces a decentralized multirobot exploration algorithm that uses landmarks to coordinate robot movement, significantly reducing exploration time and travel distance in tree-like environments.
Area of Science:
- Robotics
- Artificial Intelligence
- Distributed Systems
Background:
- Efficient multirobot exploration is crucial for tasks like mapping and search and rescue.
- Existing algorithms often face challenges in coordination and minimizing traversal distances.
- Decentralized approaches are desirable for scalability and robustness.
Purpose of the Study:
- To present a novel decentralized multirobot exploration algorithm.
- To reduce exploration time and minimize overall robot traverse distance.
- To analyze and evaluate the algorithm's performance on tree environments.
Main Methods:
- Modeling the environment as a tree structure.
- Implementing a coordination model restricting robots on edges and vertices.
- Utilizing decentralized active landmarks dropped by robots at explored vertices.
- Mathematical analysis of algorithm properties and exploration time bounds on trees.
Main Results:
- The proposed algorithm effectively coordinates robot movement for efficient exploration.
- Mathematical analysis provides bounds on exploration time for tree environments.
- Defined three performance metrics for multirobot algorithms.
- Simulations demonstrate competitive or superior performance compared to multirobot depth-first search (MR-DFS) and single-robot DFS.
Conclusions:
- The decentralized landmark-based coordination algorithm offers an effective solution for multirobot exploration.
- The algorithm demonstrates significant improvements in exploration efficiency.
- The findings provide valuable insights for the design of future multirobot systems.
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