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Taking the high availability and high effectiveness of clusters into consideration, this paper puts forward a method to improve the cluster load balancing algorithm with the help of server failure detecting methods and dynamic negative feedback mechanism. Compared with other load balancing algorithms, the new algorithm greatly improves the availability of the cluster system, and improves the cluster system's overall handling capacity as well by adopting dynamic balancing.