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Model based optimization can be used to reduce the capital cost or energy use of a building. The research described here addresses the application of model based optimization in the synthesis of novel heating, ventilating and air conditioning (HVAC) system designs (the design including the choice of system components, the topological connections between the components, and the size and operation of the components).