activity
20182022
most citedDigital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)

247 citations · 442 across the 5 of their papers we have counts for

collaborators

5 papers

physics.optics2022★ 1 cited

Multi-Wavelength Photonic Neuromorphic Computing for Intra and Inter-Channel Distortion Compensations in WDM Optical Communication Systems

Benshan Wang, Thomas Ferreira de Lima, Bhavin J Shastri +2

DSP (digital signal processing) has been widely applied in optical communication systems to mitigate signal distortions and has become one of the key technologies that have sustain…

physics.app-ph2020★ 4 cited

A Laser Spiking Neuron in a Photonic Integrated Circuit

Mitchell A. Nahmias, Hsuan-Tung Peng, Thomas Ferreira de Lima +4

There has been a recent surge of interest in the implementation of linear operations such as matrix multipications using photonic integrated circuit technology. However, these appr…

physics.app-ph2019★ 56 cited

Noise Analysis of Photonic Modulator Neurons

Thomas Ferreira de Lima, Alexander N. Tait, Hooman Saeidi +5

Neuromorphic photonics relies on efficiently emulating analog neural networks at high speeds. Prior work showed that transducing signals from the optical to the electrical domain a…

eess.SP2019★ 247 cited

Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)

Viraj Bangari, Bicky A. Marquez, Heidi B. Miller +6

Convolutional Neural Networks (CNNs) are powerful and highly ubiquitous tools for extracting features from large datasets for applications such as computer vision and natural langu…

physics.app-ph2018★ 134 cited

Neuromorphic photonics with electro-absorption modulators

Jonathan George, Armin Mehrabian, Rubab Amin +7

Photonic neural networks benefit from both the high channel capacity- and the wave nature of light acting as an effective weighting mechanism through linear optics. The neuron's ac…