The visionary objective of this project is to develop an upscaling technology through the concept of a digital twin for thermal processing of raw material in industry-scale reactors. The need for a Digital Twin results from numerous engineering challenges that necessitate a shift from current empirical-based practice to an advanced multi-physics simulation technology including multi-physical models on different length-scale to mirror accurately the state of chemical reactors.