Scientists and engineers conduct several experiments by executing the same coding against the various input data, which is achieved by the Parameter Sweep Experiments (PSEs). This may finally results in too many jobs with high computational requirements. Therefore the distributed environments, particularly clouds, are used in-order to fulfill these demands. Since it is an NP-complete problem the job scheduling is much changeling. Now the proposed paper is determined by the cloud scheduler based on the bio-inspired techniques, since it works well in approximating problems with little input.