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The aim of autonomic computing is to realize self-management of complex IT systems, which makes systems own the ability of self-configuration, self-recovering, self-optimizing and self-protecting. The aim of cloud computing is to realize the use of resources on demand in distributed environment. But the problem of how to build an autonomic computing model for cloud computing environment has not been solved. This paper proposed a method to design autonomic computing model for cloud computing, which united the application of two computing patterns, so as to solve the problems of high availability and resource management in cloud computing environment.