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Simulation plays an important role in both academic research and industrial development and manufactory. The users' requirements for simulation are often complex and diverse. It is time consuming and error-prone for users to build different simulation environments manually to conduct their simulation tasks. An Automatic Simulation Environment Customizing Service for Cloud Simulation Center is presented in this paper to address this problem. The service offers an automatic simulation environment that can customize and configure service requirements of simulation users with high efficiency, flexibility and agility. The system is capable of processing diversified requests dynamically and responding the requests in real-time. The operation and experiments on the prototype system operation and experiment show higher availability, flexibility, and reusability of our method than the traditional simulation environment customizing method.