Semiconductor manufacturing, particularly wafer fabrication, is a highly complex system of processes and workflows. Fabrication facilities must deal with re-entrant flows to support multiple types of wafers being produced simultaneously, each with their own deadlines and specifications. The manufacturing process itself depends upon the ability to control and programmatically adjust a variety of environmental conditions. In addition, wafer fabrication consumes large amounts of energy, particularly electricity.