activity
20192026
most citedControlling spatiotemporal nonlinearities in multimode fibers with deep neural networks

77 citations · 82 across the 8 of their papers we have counts for

collaborators

10 papers

physics.optics2026

Low-cost passive single-shot ultrafast imaging at 685 Gfps

Dilem Eşlik, Bahadır Utku Kesgin, Uğur Teğin

Capturing ultrafast transient phenomena conventionally requires streak cameras or computational imaging based on compressed sensing, which lead to complex and costly systems. In th…

physics.optics2026

Scalable Photonic Neural Networks via Surrogate Scattering-Matrix Inverse Design

Azka Maula Iskandar Muda, Uğur Teğin

Inverse-designed nanophotonic media are a promising platform for compact optical neural networks, but training them end to end is expensive because each adjoint iteration couples t…

physics.optics2026

Recurrent neural networks implemented through spatiotemporal light propagation in optical fibers

Dilem Eşlik, Bahadır Utku Kesgin, Uğur Teğin

Recurrent neural networks excel at temporal tasks and video processing but require energy-intensive sequential memory operations. We demonstrate that multimode optical fibers natur…

physics.optics2026

Multimode fiber laser cavities as nonlinear optical processors

Dilem Eşlik, Bahadır Utku Kesgin, Fatma Nur Kılınç +1

Optical computing provides a promising path toward energy-efficient machine learning, yet implementing nonlinear transformations without complex electronics or high-power sources r…

physics.optics2025

Engineering Rogue Waves via Multimode Interactions in Integrated Waveguides

Gülsüm Yaren Durdu, Azka Maula Iskandar Muda, Uğur Teğin

We explore rogue wave formation in multimode silicon nitride (SiN) waveguides with multimode nonlinear Schrödinger equation-based simulations. Pure fundamental-mode excitat…

physics.optics2025

Spatiotemporal Nonlinear Pulse Dynamics in Multimode Silicon Nitride Waveguides

Azka Maula Iskandar Muda, Uğur Teğin

We present an open-source multimode nonlinear Schrödinger equation-based simulation to investigate spatiotemporal nonlinear pulse propagation in thin-film silicon nitride (SiN) wav…

physics.optics2025

Real-time surrogate modeling of nonlinear pulse evolution in multimode fibers

Bora Çarpınlıoğlu, Bahadır Utku Kesgin, Uğur Teğin

Modeling nonlinear pulse propagation in multimode fibers is challenging due to the large number of interacting modes and the resulting spatiotemporal complexity. Traditional optimi…

physics.optics2024★ 3 cited

Photonic neural networks with spatiotemporal chaos in multimode fibers

Bahadır Utku Kesgin, Uğur Teğin

Optical computing has gained significant attention as a potential solution to the growing computational demands of machine learning, particularly for tasks requiring large-scale da…

physics.optics2019★ 77 cited

Controlling spatiotemporal nonlinearities in multimode fibers with deep neural networks

Uğur Teğin, Babak Rahmani, Eirini Kakkava +3

Spatiotemporal nonlinear interactions in multimode fibers are of interest for beam shaping and frequency conversion by exploiting the nonlinear propagation of different pump regime…

physics.optics2019★ 2 cited

Competing Neural Networks for Robust Control of Nonlinear Systems

Babak Rahmani, Damien Loterie, Eirini Kakkava +4

The output of physical systems is often accessible by measurements such as the 3D position of a robotic arm actuated by many actuators or the speckle patterns formed by shining the…