Fig. 5: SHAP violin plots for mechanical and thermal properties. | npj Metamaterials

Fig. 5: SHAP violin plots for mechanical and thermal properties.

From: Machine learning-based mechanics of TPMS architected materials driven by unit-cell geometric features

Fig. 5: SHAP violin plots for mechanical and thermal properties.The alternative text for this image may have been generated using AI.

a–d Top box: Young’s modulus \(\widehat{E}\), thermal conductivity \(\widehat{\kappa }\), shear modulus \(\widehat{G}\), and yield stress \({\widehat{\sigma }}_{y}\) using the full feature set. e–h Bottom box: Corresponding SHAP distributions after exclusion of volume fraction Vf and principal moment of inertia I11.

Back to article page