Grid workflow scheduling has been a prevalent field of research in order to allocate scientific workflow tasks to grid resources. To actuate these grid workflow scheduling algorithms, schedulers need to be developed for grid workflow management systems. A scheduler is a component that gathers information, such as estimated execution times and lists of available grid resources, as inputs for scheduling algorithms. Once a grid schedule is generated, the scheduler uses it to allocate grid resources to the tasks in the workflow. This is even more complicated for parameter sweep workflow scheduling. As parameter sweep workflows are repeatedly executed a number of times with different inputs, to schedule them in parallel, the scheduler must be able to handle multiple workflow instances and multiple scheduling iterations. In this paper, we present a scheduling algorithm for parameter sweep workflows and suggest an implementation of a scheduler for parameter sweep workflows based on the algorithms. We highlight the implementation issues encountered in our experience of scheduler development.