The authors developed a fuzzy relational model for an industrial wood chip refining process. In conjunction with an optimization technique, this model is used either to minimize energy consumption of the refiner operation while maintaining pulp properties within acceptable limits, or to optimize the pulp properties within the refiner operation range. The model has been implemented in a western Canadian pulp and paper mill.