An entanglement concentration scheme for unknown atomic entanglement states is proposed via entanglement swapping in cavity QED. Because the interaction used here is a large-detuned one between two driven atoms and a quantized cavity mode, the effects of the cavity decay and thermal field have been eliminated. These advantages can warrant the experimental feasibility of the current scheme.PACS numbers: 03.67. Hk, 03.67.Mn, 03.67.Pp In quantum teleportation, an unknown quantum state will be sent from sender to receiver via a quantum channel with the help of classical communication. In the process, the carrier of the unknown quantum information (state) is not transmitted. From the original discussion of quantum teleportation [1], a perfect quantum channel is needed if we want to teleport the quantum state faithfully, i.e. the quantum channel must be a maximally entangled state. But in real experiment, the actually available quantum channels are usually nonmaximally entangled states, such as pure non-maximally entangled states and mixed entangled states etc. To realize the faithful quantum teleportation, we must convert the non-maximally entangled states into the pure maximally entangled states. This process are usually named as entanglement concentration (pure non-maximally entangled states case) [2] and entanglement purification or distillation (mixed entangled states case) [3]. The original contribution on entanglement purification has discussed the general purification and concentration processes. The main idea of the original contribution is that, from the local operations on the ensemble of nonmaximally entangled pairs (raw entangled pairs), we will sacrifice some pairs of the raw entangled pairs and keep the remaining ones. Then entanglement of the remaining pairs will be enhanced. To realize the entanglement purification process experimentally, many physical schemes have been proposed. For mixed entangled states of polarization photons, Pan et al have presented their physical scheme [4] and experimental scheme [5], where polarization beam splitter is the most important element. J. L. Romero et al proposed a physical scheme for the purification of the mixed entangled cavity fields, where the entanglement degradation is caused by the cavity decay. To realize the purification process, two auxiliary atoms have been introduced [6]. For pure non-maximally entangled states of polarization photons, S. Bose et al have proposed a concentration scheme via entanglement swap- * Electronic address: mingyang@ahu.edu.cn † Electronic address: zlcao@ahu.edu.cn ping [7].In the previous contributions to entanglement purification and concentration, there is fewer schemes discussing the purification and concentration of entangled atomic states [8,9,10,11]. Hitherto, the purification and concentration of entangled photon states have been demonstrated in experiment [5,12,13], but the realization of purification and concentration of entangled atomic states are still under way. So it is necessary to explore the experimentally fea...