On the impact of the activation function on deep neural networks training

S Hayou, A Doucet, J Rousseau - … conference on machine …, 2019 - proceedings.mlr.press
The weight initialization and the activation function of deep neural networks have a crucial
impact on the performance of the training procedure. An inappropriate selection can lead to …

Hydrodynamic object identification with artificial neural models

S Lakkam, BT Balamurali, R Bouffanais - Scientific reports, 2019 - nature.com
The lateral-line system that has evolved in many aquatic animals enables them to navigate
murky fluid environments, locate and discriminate obstacles. Here, we present a data-driven …

[PDF][PDF] Physics-based Machine Learning for the Design of Marine Hydrodynamic Applications

S LAKKAM - 2020 - researchgate.net
One of the primary motivations for the development of fluid mechanics is to understand and
learn how to manipulate fluid environments. Humans have been engineering various means …