Fig. 1: Machine-learning based framework for non-uniform cellular materials.

a Baseline geometry and design domain. b Formation of non-uniform pattern, binary representation and simulated response. Flowchart for the machine learning-based framework: c Data preparation. d Architecture of the deep neural network. e Accelerated response prediction and pattern generation.