3 citations · 3 across the 2 of their papers we have counts for
3 papers
LoCI: An Analysis of the Impact of Optical Loss and Crosstalk Noise in Integrated Silicon-Photonic Neural Networks
Amin Shafiee, Sanmitra Banerjee, Krishnendu Chakrabarty +2
Compared to electronic accelerators, integrated silicon-photonic neural networks (SP-NNs) promise higher speed and energy efficiency for emerging artificial-intelligence applicatio…
Optimizing Coherent Integrated Photonic Neural Networks under Random Uncertainties
Sanmitra Banerjee, Mahdi Nikdast, Krishnendu Chakrabarty
We propose an optimization method to improve power efficiency and robustness in silicon-photonic-based coherent integrated photonic neural networks. Our method reduces the network…
Modeling Silicon-Photonic Neural Networks under Uncertainties
Sanmitra Banerjee, Mahdi Nikdast, Krishnendu Chakrabarty
Silicon-photonic neural networks (SPNNs) offer substantial improvements in computing speed and energy efficiency compared to their digital electronic counterparts. However, the ene…