Grid environment is being a service oriented infrastructure in which many heterogeneous resources participate for providing the high performance computation facility to address big problems. Various resources of grid environment exposed as services. So to utilize grid facilities, service discovery becomes an important issue. Some of the services will not be discovered even if they are in same service category due to presence of imprecision and uncertainty in advertised service and requested services in grid environment. We have implemented a rough set algorithm to deal with imprecision and uncertainty. Various services are registered with service registry. This service registry is stored and maintained by Resource Manager Server (RM). Users interact with RM server to find out required service or resource for his job. As these requests may grow large in number, user may need to wait for longer time for response. To deal with such a situation we have implemented a system which creates multiple RM servers that are serving large number of requests in parallel fashion. The evaluation of result shows that implemented system is more efficient than existing one.
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