Consensus-Based Decentralized Auctions for Robust Task Allocation
American Institute of Aeronautics and Astronautics · Massachusetts Institute of Technology
Abstract
This paper addresses task allocation to coordinate a fleet of autonomous vehicles by presenting two decentralized algorithms: the consensus-based auction algorithm (CBAA) and its generalization to the multi-assignment problem, i.e., the consensus-based bundle algorithm (CBBA). These algorithms utilize a market-based decision strategy as the mechanism for decentralized task selection and use a consensus routine based on local communication as the conflict resolution mechanism to achieve agreement on the winning bid values. Under reasonable assumptions on the scoring scheme, both of the proposed algorithms are proven to guarantee convergence to a conflict-free assignment, and it is shown that the converged…
Citation impact
- FWCI
- 38.09
- Percentile
- 100%
- References
- 68
Authors
3Topics & keywords
- Computer science
- Convergence (economics)
- Common value auction
- Task (project management)
- Auction algorithm
- Mathematical optimization
- Generalization
- Distributed computing
- Peace, Justice and strong institutions