I. Introduction
The mechanical pulping (MP) process plays an important role in the pulp and paper industry. In recent years, this industry has faced a number of new challenges due to a.) the increasing electrical energy prices. About 1/3 the cost of mechanical pulp is electrical energy which is rapidly increasing in recent years. This increase is driving the industry into new process and controller designs that make it significantly low energy. b.) the changing of the demand markets and products. In recently years, the demands for newsprint and other printing and writing paper are rapidly declining at a rate of more than 10% a year, while the demand for packaging and absorbent products continues to increase globally. This results in MP mills moving into products that have dramatically different quality requirements than conventional products. With the aforementioned reasons, it is imperative for the MP mills to develop advanced process control techniques to reduce electrical energy consumption and adapt to the new market demands. In the MP process, high consistency wood chip refiners, which are extensively used to break wood chips into individual fibres, play a central role in producing high-quality pulp. Extensive research efforts have been made over the past two decades towards refiner optimization, cost reduction and product quality improvement in the MP plant [1]–[4]. However, the advanced control of today's mechanical pulping processes is still relatively basic [5].