Integration of machine learning (ML) with topology optimization (TO) has been attempted in
many works. However, most works employ ML in a data-driven paradigm, which requires …

Cellular materials are critical elements for mechanical metamaterials design and fabrication.
Tailoring the internal cellular material structural pattern can achieve a much broader range …

Advances in additive manufacturing enable the fabrication of complex structures with
intricate geometric details, which bring opportunities for high-resolution structure design and …

Inspired by natural designs, microstructures exhibit remarkable properties, which drive
interest in creating metamaterials with extraordinary traits. However, imperfections within …

High-resolution structural designs attracts researchers to multi-scale topology optimizations
(TO) paradigms. With the advances of machine learning (ML) methods, the integration of ML …

Microstructures are critical elements for mechanical metamaterials design and fabrication.
Tailoring the internal microscale structural pattern can achieve a much broader range of bulk …

Architected cellular materials are materials with intricate cellular architecture. Cellular
architecture determines these materials' mechanical properties and density and can …

Advances in additive manufacturing enable the fabrication of complex structures with
intricate geometry details, which brings opportunities for high-resolution structure design …