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In this paper we use a probabilistic approach to detect conflicts between aircraft. The proposed control system is decentralized; each airplane detects a possible conflict and acts to resolve it without the need of cooperative work. The determination of conflict resolution trajectories is geometric. Cases of multiple conflicts have been considered.