Kayol Soares Mayer, Ph. D.

Researcher at State University of Campinas

Research Interests

Telecommunications
machine learning
neural networks
Computer Networks and Communications
Electrical and Electronic Engineering
Information Systems
Atomic and Molecular Physics, and Optics
Instrumentation
Biochemistry
Analytical Chemistry
Control and Systems Engineering
Pharmacology (medical)
Hardware and Architecture
Software
Artificial Intelligence
Theoretical Computer Science
Computer Science Applications

About

I am a Researcher at the University of Campinas - Unicamp. I received both B.Eng. degree in Automation and Control Engineering and M.Sc. degree in Electrical Engineering from the Pontifical Catholic University of Rio Grande do Sul - PUCRS in 2016 and 2018, respectively. I received my Ph.D. degree in Electrical Engineering from Unicamp in 2022. My current research interests include digital communications systems, adaptive DSP, and machine learning.

Publications

Soft Failure Localization Using Machine Learning with SDN-based Network-wide Telemetry

2020 European Conference on Optical Communications (ECOC) / Dec 01, 2020

Mayer, K. S., Soares, J. A., Pinto, R. P., Rothenberg, C. E., Arantes, D. S., & Mello, D. A. A. (2020, December). Soft Failure Localization Using Machine Learning with SDN-based Network-wide Telemetry. 2020 European Conference on Optical Communications (ECOC). https://doi.org/10.1109/ecoc48923.2020.9333313

Machine-learning-based soft-failure localization with partial software-defined networking telemetry

Journal of Optical Communications and Networking / Jul 14, 2021

Mayer, K. S., Soares, J. A., Pinto, R. P., Rothenberg, C. E., Arantes, D. S., & Mello, D. A. A. (2021). Machine-learning-based soft-failure localization with partial software-defined networking telemetry. Journal of Optical Communications and Networking, 13(10), E122. https://doi.org/10.1364/jocn.424654

Blind Fuzzy Adaptation Step Control for a Concurrent Neural Network Equalizer

Wireless Communications and Mobile Computing / Jan 10, 2019

Mayer, K. S., Oliveira, M. S. D., Müller, C., Castro, F. C. C. D., & Castro, M. C. F. D. (2019). Blind Fuzzy Adaptation Step Control for a Concurrent Neural Network Equalizer. Wireless Communications and Mobile Computing, 2019, 1–11. https://doi.org/10.1155/2019/9082362

Demonstration of ML-Assisted Soft-Failure Localization Based on Network Digital Twins

Journal of Lightwave Technology / Jul 15, 2022

Mayer, K. S., Pinto, R. P., Soares, J. A., Arantes, D. S., Rothenberg, C. E., Cavalcante, V., Santos, L. L., Moraes, F. D., & Mello, D. A. A. (2022). Demonstration of ML-Assisted Soft-Failure Localization Based on Network Digital Twins. Journal of Lightwave Technology, 40(14), 4514–4520. https://doi.org/10.1109/jlt.2022.3170278

Complex MIMO RBF Neural Networks for Transmitter Beamforming over Nonlinear Channels

Sensors / Jan 09, 2020

Soares Mayer, K., Aguiar Soares, J., & Soares Arantes, D. (2020). Complex MIMO RBF Neural Networks for Transmitter Beamforming over Nonlinear Channels. Sensors, 20(2), 378. https://doi.org/10.3390/s20020378

Complex-Valued Phase Transmittance RBF Neural Networks for Massive MIMO-OFDM Receivers

Sensors / Dec 08, 2021

Soares, J. A., Mayer, K. S., de Castro, F. C. C., & Arantes, D. S. (2021). Complex-Valued Phase Transmittance RBF Neural Networks for Massive MIMO-OFDM Receivers. Sensors, 21(24), 8200. https://doi.org/10.3390/s21248200

Deep Phase-Transmittance RBF Neural Network for Beamforming With Multiple Users

IEEE Wireless Communications Letters / Jul 01, 2022

Mayer, K. S., Muller, C., Soares, J. A., Castro, F. C. C. de, & Arantes, D. S. (2022). Deep Phase-Transmittance RBF Neural Network for Beamforming With Multiple Users. IEEE Wireless Communications Letters, 11(7), 1498–1502. https://doi.org/10.1109/lwc.2022.3177162

A deep neural network model for link failure identification in multi-path ROADM based networks

2020 Photonics North (PN) / May 01, 2020

Shimizu, D. Y., Mayer, K. S., Soares, J. A., & Arantes, D. S. (2020, May). A deep neural network model for link failure identification in multi-path ROADM based networks. 2020 Photonics North (PN). https://doi.org/10.1109/pn50013.2020.9166978

Bandwidth Efficient Gaussian Minimum Frequency-Shift Keying Approach for Software Defined Radio

2018 31st Symposium on Integrated Circuits and Systems Design (SBCCI) / Aug 01, 2018

Galvao, L. C., Muller, C., De Castro, M. C. F., De Castro, Fernando. C. C., & Mayer, K. S. (2018, August). Bandwidth Efficient Gaussian Minimum Frequency-Shift Keying Approach for Software Defined Radio. 2018 31st Symposium on Integrated Circuits and Systems Design (SBCCI). https://doi.org/10.1109/sbcci.2018.8533245

Complex-valued neural networks and applications in telecommunications

Soares Mayer, K. (n.d.). Complex-valued neural networks and applications in telecommunications: Redes neurais sob domínio complexo e aplicações em telecomunicações [Universidade Estadual de Campinas]. https://doi.org/10.47749/t/unicamp.2022.1257727

RosenPy: An Open Source Python Framework for Complex-Valued Neural Networks

SSRN Electronic Journal / Jan 01, 2022

Cruz, A. A., Mayer, K. S., & Arantes, D. S. (2022). RosenPy: An Open Source Python Framework for Complex-Valued Neural Networks. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4252610

Demonstration of Packet-Optical Intent-Based Survivability Using Mininet-Optical

Optical Fiber Communication Conference (OFC) 2023 / Jan 01, 2023

Pinto, R. P., Cesila, C. H., Mayer, K. S., Portilla, A. F. E., Arantes, D. S., Mello, D. A. A., & Rothenberg, C. E. (2023). Demonstration of Packet-Optical Intent-Based Survivability Using Mininet-Optical. Optical Fiber Communication Conference (OFC) 2023. https://doi.org/10.1364/ofc.2023.m3z.10

Demonstration of Machine-Intelligent Soft-Failure Localization Using SDN Telemetry

Optical Fiber Communication Conference (OFC) 2021 / Jan 01, 2021

Pinto, R. P., Mayer, K. S., Soares, J. A., Arantes, D. S., Mello, D. A. A., Cavalcante, V., Santos, L. L., Moraes, F. D., & Rothenberg, C. E. (2021). Demonstration of Machine-Intelligent Soft-Failure Localization Using SDN Telemetry. Optical Fiber Communication Conference (OFC) 2021. https://doi.org/10.1364/ofc.2021.m2b.5

Semi-Supervised ML-Based Joint Channel Estimation and Decoding for m-MIMO With Gaussian Inference Learning

IEEE Wireless Communications Letters / Dec 01, 2023

Soares, J. A., Mayer, K. S., & Arantes, D. S. (2023). Semi-Supervised ML-Based Joint Channel Estimation and Decoding for m-MIMO With Gaussian Inference Learning. IEEE Wireless Communications Letters, 12(12), 2123–2127. https://doi.org/10.1109/lwc.2023.3309479

ASP – Modelo orientado ao negócio para identificação de pontos críticos em redes ópticas

Jan 01, 2023

SOUSA, A. (2023). ASP – Modelo orientado ao negócio para identificação de pontos críticos em redes ópticas. Dialética. https://doi.org/10.48021/978-65-252-7181-1

When Digital Twins Meet Optical Networks Operations

Optical Fiber Communication Conference (OFC) 2023 / Jan 01, 2023

Mello, D. A. A., Mayer, K. S., Escallón-Portilla, A. F., Arantes, D. S., Pinto, R. P., & Rothenberg, C. E. (2023). When Digital Twins Meet Optical Networks Operations. Optical Fiber Communication Conference (OFC) 2023. https://doi.org/10.1364/ofc.2023.w4a.3

Packet-Optical Differentiated Survivability Implemented by P4 Slices and gNMI Telemetry

Optical Fiber Communication Conference (OFC) 2023 / Jan 01, 2023

Pinto, R. P., Mayer, K. S., Arantes, D. S., Mello, D. A. A., & Rothenberg, C. E. (2023). Packet-Optical Differentiated Survivability Implemented by P4 Slices and gNMI Telemetry. Optical Fiber Communication Conference (OFC) 2023. https://doi.org/10.1364/ofc.2023.m1g.3

Identificação de Processo Não-linear Usando Rede Neural com Método de Treinamento Híbrido Baseado em Filtro de Kalman e Máxima Descida

Anais do 7. Congresso Brasileiro de Redes Neurais / Aug 29, 2016

Coelho, L. dos S., & Villa, L. F. (2016, August 29). Identificação de Processo Não-linear Usando Rede Neural com Método de Treinamento Híbrido Baseado em Filtro de Kalman e Máxima Descida. Anais Do 7. Congresso Brasileiro de Redes Neurais. https://doi.org/10.21528/cbrn2005-013

Avaliação de Desempenho de Algoritmos RSA para Redes Ópticas Elásticas com Tolerância a Falhas em Cenário com Imperfeições de Camada Física

Anais do XVII Workshop de Testes e Tolerância a Falhas (WTF 2016) / May 30, 2016

Lacerda Jr., J., Fontinele, A., Moura, I., & Soares, A. (2016, May 30). Avaliação de Desempenho de Algoritmos RSA para Redes Ópticas Elásticas com Tolerância a Falhas em Cenário com Imperfeições de Camada Física. Anais Do XVII Workshop de Testes e Tolerância a Falhas (WTF 2016). https://doi.org/10.5753/wtf.2016.22872

Redução de perdas em cabos para-raios em linhas de transmissão aérea por aumento da resistência do laço indutivo

Anais do Simpósio Brasileiro de Sistemas Elétricos 2020 / Aug 14, 2020

Severino da Silva, M., & Maurício de Barros Bezerra, J. (2020, August 14). Redução de perdas em cabos para-raios em linhas de transmissão aérea por aumento da resistência do laço indutivo. Anais Do Simpósio Brasileiro de Sistemas Elétricos 2020. https://doi.org/10.48011/sbse.v1i1.2365

Energy Saving Opportunities in Next Generation Networks

European Conference and Exhibition on Optical Communication / Jan 01, 2012

Skubic, B. (2012). Energy Saving Opportunities in Next Generation Networks. European Conference and Exhibition on Optical Communication. https://doi.org/10.1364/eceoc.2012.we.2.g.2

Aesthetic outcome and oncological safety of nipple-sparing mastectomy

Mastology / Mar 01, 2019

Viegas, J. F., Lichtenfels, M., Souza, A. B. A. de, Vollbrecht, B., Neto, F. L., Zerwes, F. P., & Frasson, A. L. (2019). Aesthetic outcome and oncological safety of nipple-sparing mastectomy. Mastology, 29(1), 4–9. https://doi.org/10.29289/2594539420190000418

CVNN-based Channel Estimation and Equalization in OFDM Systems Without Cyclic Prefix

Anais do XLI Simpósio Brasileiro de Telecomunicações e Processamento de Sinais / Jan 01, 2023

Sousa, H. dos S., Soares, J. A., Mayer, K. S., & Arantes, D. (2023). CVNN-based Channel Estimation and Equalization in OFDM Systems Without Cyclic Prefix. Anais Do XLI Simpósio Brasileiro de Telecomunicações e Processamento de Sinais. https://doi.org/10.14209/sbrt.2023.1570923809

Chat-IBN-RASA: Building an Intent Translator for Packet-Optical Networks based on RASA

2023 IEEE 9th International Conference on Network Softwarization (NetSoft) / Jun 19, 2023

Cesila, C. H., Pinto, R. P., Mayer, K. S., Escallón-Portilla, A. F., Mello, D. A. A., Arantes, D. S., & Rothenberg, C. E. (2023, June 19). Chat-IBN-RASA: Building an Intent Translator for Packet-Optical Networks based on RASA. 2023 IEEE 9th International Conference on Network Softwarization (NetSoft). https://doi.org/10.1109/netsoft57336.2023.10175491

Demonstration of Packet-Optical Intent-Based Survivability Using Mininet-Optical

2023 Optical Fiber Communications Conference and Exhibition (OFC) / Mar 01, 2023

Pinto, R. P., Cesila, C. H., Mayer, K. S., Portilla, A. F. E., Arantes, D. S., Mello, D. A. A., & Rothenberg, C. E. (2023, March). Demonstration of Packet-Optical Intent-Based Survivability Using Mininet-Optical. 2023 Optical Fiber Communications Conference and Exhibition (OFC). https://doi.org/10.23919/ofc49934.2023.10116370

Packet-Optical Differentiated Survivability Implemented by P4 Slices and gNMI Telemetry

2023 Optical Fiber Communications Conference and Exhibition (OFC) / Mar 01, 2023

Pinto, R. P., Mayer, K. S., Arantes, D. S., Mello, D. A. A., & Rothenberg, C. E. (2023, March). Packet-Optical Differentiated Survivability Implemented by P4 Slices and gNMI Telemetry. 2023 Optical Fiber Communications Conference and Exhibition (OFC). https://doi.org/10.23919/ofc49934.2023.10116519

When Digital Twins Meet Optical Networks Operations

2023 Optical Fiber Communications Conference and Exhibition (OFC) / Mar 01, 2023

Mello, D. A. A., Mayer, K. S., Escallón-Portilla, A. F., Arantes, D. S., Pinto, R. P., & Rothenberg, C. E. (2023, March). When Digital Twins Meet Optical Networks Operations. 2023 Optical Fiber Communications Conference and Exhibition (OFC). https://doi.org/10.23919/ofc49934.2023.10117208

PCA-based Channel Estimation for MIMO Communications

Anais do XL Simpósio Brasileiro de Telecomunicações e Processamento de Sinais / Jan 01, 2022

Soares, J. A., Mayer, K., Valadares, P., & Arantes, D. (2022). PCA-based Channel Estimation for MIMO Communications. Anais Do XL Simpósio Brasileiro de Telecomunicações e Processamento de Sinais. https://doi.org/10.14209/sbrt.2022.1570825011

Multilayer Radial Basis Function Neural Network for Symbol Timing Recovery

Neural Processing Letters / Aug 19, 2022

Müller, C., Mayer, K. S., de Castro, F. C. C., de Castro, M. C. F., Valduga, S. T., & Gomes, N. R. (2022). Multilayer Radial Basis Function Neural Network for Symbol Timing Recovery. Neural Processing Letters, 55(3), 3135–3148. https://doi.org/10.1007/s11063-022-11001-6

Discrete-time ℋ2 and ℋ poly-quadratic filter designs for polytopic LPV systems

International Journal of Systems Science / Mar 17, 2022

de Oliveira, M. S., Mayer, K. S., & Pereira, R. L. (2022). Discrete-time ℋ2 and ℋ∞ poly-quadratic filter designs for polytopic LPV systems. International Journal of Systems Science, 53(10), 2219–2234. https://doi.org/10.1080/00207721.2022.2049394

A Nonlinear Concurrent Butterfly Equalizer

Radioengineering / Jun 16, 2021

Mayer, K. S., Soares, J. A., & Lager, D. S. A. (2021). A Nonlinear Concurrent Butterfly Equalizer. Radioengineering, 30(2), 261–270. https://doi.org/10.13164/re.2021.0261

High data-rates and high-order DP-QAM optical links can be efficiently implemented with concurrent equalization

2020 Photonics North (PN) / May 01, 2020

Mayer, K. S., Moreira, V. R., Soares, J. A., & Arantes, D. S. (2020, May). High data-rates and high-order DP-QAM optical links can be efficiently implemented with concurrent equalization. 2020 Photonics North (PN). https://doi.org/10.1109/pn50013.2020.9167008

Nonlinear Modified Concurrent Equalizer

Journal of Communication and Information Systems / Jan 01, 2019

Mayer, K., Müller, C., Castro, M., & Castro, F. (2019). Nonlinear Modified Concurrent Equalizer. Journal of Communication and Information Systems, 34(1), 201–205. https://doi.org/10.14209/jcis.2019.21

A New CPFSK Demodulation Approach for Software Defined Radio

Journal of Circuits, Systems and Computers / Feb 08, 2019

Mayer, K. S., Müller, C., de Castro, F. C. C., & de Castro, M. C. F. (2019). A New CPFSK Demodulation Approach for Software Defined Radio. Journal of Circuits, Systems and Computers, 28(14), 1950243. https://doi.org/10.1142/s0218126619502438

Education

State University of Campinas

Ph.D. in Electrical Engineering, DECOM / November, 2022

Campinas

Pontifícia Universidade Católica do Rio Grande do Sul

Master of Science in Eletrical Engineering , School of Technology / March, 2018

Porto Alegre

Pontifícia Universidade Católica do Rio Grande do Sul

Bachelor of Engineering of Control and Automation, FENG / December, 2015

Porto Alegre

Experience

State University of Campinas

Researcher / January, 2023December, 2023

PUCRS

Intern / March, 2014January, 2016

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