In this paper, we consider a decentralized approach to the multi-agent target assignment problem and explore the deterioration of the quality of assignment solution in respect to the decrease of the quantity of the information exchanged among communicating agents and their communication range when the latter is not sufficient to maintain the connected communication graph. The assignment is achieved through a dynamic iterative auction algorithm in which agents (robots) assign the targets and move towards them in each period. In the case of static targets and connected communication graph, the algorithm results in an optimal assignment solution. The assignment results are compared with two benchmark cases: a centralized one in which all the global information is known and therefore, the optimal assignment can be found, and the greedy one in which each agent moves towards the target with the highest benefit without communication with any other agent.

Lujak, M., Giordani, S. (2011). On the communication range in auction-based multi-agent target assignment. In Self-organizing systems: 5th international workshop, IWSOS 2011, Karlsruhe, Germany, February 23-24, 2011: proceedings (pp.32-43). Berlin : Springer [10.1007/978-3-642-19167-1_4].

On the communication range in auction-based multi-agent target assignment

GIORDANI, STEFANO
2011-01-01

Abstract

In this paper, we consider a decentralized approach to the multi-agent target assignment problem and explore the deterioration of the quality of assignment solution in respect to the decrease of the quantity of the information exchanged among communicating agents and their communication range when the latter is not sufficient to maintain the connected communication graph. The assignment is achieved through a dynamic iterative auction algorithm in which agents (robots) assign the targets and move towards them in each period. In the case of static targets and connected communication graph, the algorithm results in an optimal assignment solution. The assignment results are compared with two benchmark cases: a centralized one in which all the global information is known and therefore, the optimal assignment can be found, and the greedy one in which each agent moves towards the target with the highest benefit without communication with any other agent.
IWSOS-2011: International workshop on self-organizing systems
Karlsruhe
2011
5.
Rilevanza internazionale
contributo
feb-2011
2011
Settore MAT/09 - RICERCA OPERATIVA
English
multi-agent; auction algorithm; target assignment; random geometric graph; network optimization
Intervento a convegno
Lujak, M., Giordani, S. (2011). On the communication range in auction-based multi-agent target assignment. In Self-organizing systems: 5th international workshop, IWSOS 2011, Karlsruhe, Germany, February 23-24, 2011: proceedings (pp.32-43). Berlin : Springer [10.1007/978-3-642-19167-1_4].
Lujak, M; Giordani, S
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/23389
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