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Workloads presented to Database Management Systems (DBMSs) can fluctuate dramatically with a sudden influx of requests or a request involving a complex query. Increased loads can strain resources and impact performance. We propose a load control system based on regulating individual resource usage in a predictive manner and illustrate the use of this technique for a single resource, namely the sort heap. A method of estimating sort heap usage based on the query execution plan is detailed and several scheduling methods based on these estimations are proposed and compared experimentally.