Search Results - "Soares, Jonathan A."

Demonstration of ML-Assisted Soft-Failure Localization Based on Network Digital Twins by Mayer, Kayol S., Pinto, Rossano P., Soares, Jonathan A., Arantes, Dalton S., Rothenberg, Christian E., Cavalcante, Vinicius, Santos, Leonardo L., Moraes, Filipe D., Mello, Darli A. A.

“…In optical transport networks, failure localization is usually triggered as a response to alarms and significant anomalous behaviors. However, the recent…”
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Machine-learning-based soft-failure localization with partial software-defined networking telemetry by Mayer, Kayol S., Soares, Jonathan A., Pinto, Rossano P., Rothenberg, Christian E., Arantes, Dalton S., Mello, Darli A. A.

“…Soft-failure localization frameworks typically use if-else rules to localize failures based on the received telemetry data. However, in certain cases,…”
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On the Computational Complexities of Complex-Valued Neural Networks by Mayer, Kayol S., Soares, Jonathan A., Cruz, Ariadne A., Arantes, Dalton S.

“…Complex-valued neural networks (CVNNs) are nonlinear filters used in the digital signal processing of complex-domain data. Compared with real-valued neural…”
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A deep neural network model for link failure identification in multi-path ROADM based networks by Shimizu, Denis Y., Mayer, Kayol S., Soares, Jonathan A., Arantes, Dalton S.

“…Critical telecommunications infrastructures, such as the modern Datacenters and 5G networks, require a reconfigurable optical add/drop multiplexer (ROADM)…”
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High data-rates and high-order DP-QAM optical links can be efficiently implemented with concurrent equalization by Mayer, Kayol S., Moreira, Veruska R., Soares, Jonathan A., Arantes, Dalton S.

“…Optical communication systems operating with high data-rates and dual-polarization are invariably disrupted by chromatic and polarization mode dispersions…”
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Soft Failure Localization Using Machine Learning with SDN-based Network-wide Telemetry by Mayer, Kayol S., Soares, Jonathan A., Pinto, Rossano P., Rothenberg, Christian E., Arantes, Dalton S., Mello, Darli A. A.

“…Targeting soft failure localization, we present a machine learning approach using SDN streaming telemetry of network-wide parameters. The artificial neural…”
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On the Parameter Selection of Phase-transmittance Radial Basis Function Neural Networks for Communication Systems by Soares, Jonathan A, Mayer, Kayol S, Arantes, Dalton S

“…IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN 2024) In the ever-evolving field of digital communication systems,…”
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On the Parameter Selection of Phase-transmittance Radial Basis Function Neural Networks for Communication Systems by Soares, Jonathan A., Mayer, Kayol S., Arantes, Dalton S.

“…In the ever-evolving field of digital communication systems, complex-valued neural networks (CVNNs) have become a cornerstone, delivering exceptional…”
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Deep Complex-valued Radial Basis Function Neural Networks and Parameter Selection by Soares, Jonathan A, Luiz, Vinícius H, Arantes, Dalton S, Mayer, Kayol S

“…In the ever-evolving field of artificial neural networks and learning systems, complex-valued neural networks (CVNNs) have become a cornerstone, achieving…”
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Deep Complex-valued Radial Basis Function Neural Networks and Parameter Selection by Soares, Jonathan A., Luiz, Vinicius H., Arantes, Dalton S., Mayer, Kayol S.

“…In the ever-evolving field of artificial neural networks and learning systems, complex-valued neural networks (CVNNs) have become a cornerstone, achieving…”
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Network-wide QoT Estimation Using SGD with Gradient Transfer Between Wavelengths by Mayer, Kayol S., Soares, Jonathan A., Dal Maso, Marcos P. A., Rothenberg, Christian E., Arantes, Dalton S., Mello, Darli A. A.

“…We propose an SGD-based QoT estimation technique that operates on a network-wide scale by transferring gradients among neighboring wavelengths. Simulation…”
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Demonstration of Machine-Intelligent Soft-Failure Localization Using SDN Telemetry by Pinto, Rossano P., Mayer, Kayol S., Soares, Jonathan A., Arantes, Dalton S., Mello, Darli A. A., Cavalcante, Vinicius, Santos, Leonardo L., Moraes, Filipe D., Rothenberg, Christian E.

“…We demonstrate a soft-failure localization framework using SDN-based network-wide telemetry. Soft failures are generated in a small-scale laboratory…”
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