Although the methodologies for the structural topology optimization and design have been developed for several decades, it is still a big challenge and time-consuming to design the large-scale structures in the actual engineering and to design the three-dimensional multi-functional cellular structures. My work is to develop high efficient multiscale computation methods and their corresponding programs for overcoming the aforementioned challenge and reducing the computation cost by virtue of paralleling computation.