arXiv:2406.17157v4 Announce Type: replace-cross
Abstract: In this work, we have validated the application of Hertzian contact mechanics models and corrections for the analysis of force vs indentation curves, acquired using spherical indenters on linearly elastic samples, by means of finite elements simulations and AFM nanomechanical measurements of polyacrylamide gels possessing a thickness gradient. We have systematically investigated the impact of both large indentations and vertical spatial confinement (bottom effect) on the accuracy of the nanomechanical analysis performed with the Hertz model for the parabolic indenter compared to the Sneddon model for the spherical indenter. We demonstrated the accuracy of the combined correction of large indentation and bottom effects for the Hertz model proposed in the literature in the framework of linearized force vs indentation curves acquired using spherical indenters, as well as a validation of a new linearized form of the Sneddon model. Our results show that the corrected Hertz model allows to accurately quantify the Young’s modulus of elasticity of linearly elastic samples with variable thickness at arbitrarily large indentations.
The Hidden Power of Normalization: Exponential Capacity Control in Deep Neural Networks
arXiv:2511.00958v1 Announce Type: cross Abstract: Normalization methods are fundamental components of modern deep neural networks (DNNs). Empirically, they are known to stabilize optimization dynamics and


