A review on deep learning autoencoder in the design of next-generation communication systems

O Alnaseri, L Alzubaidi, Y Himeur… - ar** highly nonlinear
relationships with acceptable calculation speed, have been increasingly applied for water …

[HTML][HTML] Assessment of anisotropic acoustic properties in additively manufactured materials: experimental, computational, and deep learning approaches

I Malashin, V Tynchenko, D Martysyuk, N Shchipakov… - Sensors, 2024 - mdpi.com
The influence of acoustic anisotropy on ultrasonic testing reliability poses a challenge in
evaluating products from additive technologies (AT). This study investigates how elasticity …

Deep learning with ExtendeD Exponential Linear Unit (DELU)

B Çatalbaş, Ö Morgül - Neural Computing and Applications, 2023 - Springer
Activation functions are crucial parts of artificial neural networks. From the first perceptron
created artificially up to today, many functions are proposed. Some of them are currently in …

Multivariate relationship in big data collection of ocean observing system

G Pietropolli, L Manzoni, G Cossarini - Applied Sciences, 2023 - mdpi.com
Observing the ocean provides us with essential information necessary to study and
understand marine ecosystem dynamics, its evolution and the impact of human activities …

Smooth activations and reproducibility in deep networks

GI Shamir, D Lin, L Coviello - ar** with temporal optical satellite data
A Sabir, A Kumar - Ecological Informatics, 2022 - Elsevier
Deep Learning models are preferred for complex image analysis-based solutions to
application-oriented problems. However, the architecture of such models largely influences …

Real world large scale recommendation systems reproducibility and smooth activations

GI Shamir, D Lin - arxiv preprint arxiv:2202.06499, 2022 - arxiv.org
Real world recommendation systems influence a constantly growing set of domains. With
deep networks, that now drive such systems, recommendations have been more relevant to …

[PDF][PDF] Data-Driven Methods for Dynamic Systems

JJ Bramburger - 2024 - SIAM
Excerpt This book grew out of multiple stimulating conversations with Nathan Kutz while I
was a postdoc at the University of Washington. It began with joking about taking our favorite …