63 citations · 280 across the 34 of their papers we have counts for
5 papers · 1 filter
Lagrangian Drifter Path Identification and Prediction: SINDy vs Neural ODE
Cihan Bayindir, Fatih Ozaydin, Azmi Ali Altintas +2
In this study, we investigate the performance of the sparse identification of nonlinear dynamics (SINDy) algorithm and the neural ordinary differential equations (ODEs) in identifi…
The Solution of the Long-Wave Equation for Various Nonlinear Depth and Breadth Profiles in the Power-Law Form
Cihan Bayindir, Sofi Farazande
Long waves bring many important challenges in the ocean and coastal engineering, including but are not limited to harbor resonance and run-up. Therefore, understanding and modeling…
Predicting the Ocean Currents using Deep Learning
Cihan Bayindir
In this paper, we analyze the predictability of the ocean currents using deep learning. More specifically, we apply the Long Short Term Memory (LSTM) deep learning network to a dat…
Early Detection of the Draupner Wave Using Deep Learning
Cihan Bayindir
In this paper, we propose and apply a deep learning strategy for the early detection of the Draupner rogue (freak) wave, which is also known as the New Year's wave. We use a long s…
Assessment and Enhancement of {SAR} non-coherent Change Detection Techniques Following Oil Spills
Cihan Bayindir, J. David Frost, Christopher F. Barnes
In this study the detection of the oil spill using synthetic aperture radar (SAR) imagery is considered. Detection of the oil spill is performed using change detection algorithms b…