Artigos Publicados em Periódicos

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2025

1. Reducing communication overhead through one-shot model pruning in federated learning. BUSTINCIO, RÓMULO, Allan Mariano de Souza, DA COSTA, JOAHANNES B. D., GONZALEZ, LUIS F. G., BITTENCOURT, LUIZ F. Annals of Telecommunications. 2025. DOI

   BibTeX

   @article{bustincio2025reducing,
     title={Reducing communication overhead through one-shot model pruning in federated learning},
     author={Bustincio, R{\'o}mulo and de Souza, Allan Mariano and da Costa, Joahannes B. D. and Gonzalez, Luis F. G. and Bittencourt, Luiz F.},
     journal={Annals of Telecommunications},
     year={2025},
     publisher={Springer},
     doi={10.1007/s12243-025-01097-x}
   }
   

2. A Novel Prediction Technique for Federated Learning. CAPANEMA, CLÁUDIO G. S., Allan Mariano de Souza, DA COSTA, JOAHANNES B. D., SILVA, FABRÍCIO A., VILLAS, LEANDRO A., LOUREIRO, ANTONIO A. F. IEEE Transactions on Emerging Topics in Computing. 2025. DOI

   BibTeX

   @article{capanema2025novel,
     title={A Novel Prediction Technique for Federated Learning},
     author={Capanema, Cl{\'a}udio G. S. and de Souza, Allan Mariano and da Costa, Joahannes B. D. and Silva, Fabr{\'i}cio A. and Villas, Leandro A. and Loureiro, Antonio A. F.},
     journal={IEEE Transactions on Emerging Topics in Computing},
     year={2025},
     publisher={IEEE},
     doi={10.1109/TETC.2024.3471458}
   }
   

3. Synthetic Driving Conditions Data Generation Using Federated Generative Adversarial Networks. DOS REIS, DAVID DE MELO A., Allan Mariano de Souza. Journal of Internet Services and Applications. 2025. DOI

   BibTeX

   @article{dosreis2025synthetic,
     title={Synthetic Driving Conditions Data Generation Using Federated Generative Adversarial Networks},
     author={dos Reis, David de Melo A. and de Souza, Allan Mariano},
     journal={Journal of Internet Services and Applications},
     year={2025},
     doi={10.5753/jisa.2025.5170}
   }
   

4. Empowering Client Selection with Local Knowledge Distillation for Efficient Federated Learning in Non-IID Data. MOHAMED, AISSA HADJ, DA COSTA, JOAHANNES B. D., Allan Mariano de Souza, VILLAS, LEANDRO A., DOS REIS, JULIO C. Journal of Internet Services and Applications. 2025. DOI

   BibTeX

   @article{mohamed2025empowering,
     title={Empowering Client Selection with Local Knowledge Distillation for Efficient Federated Learning in Non-IID Data},
     author={Mohamed, Aissa Hadj and da Costa, Joahannes B. D. and de Souza, Allan Mariano and Villas, Leandro A. and dos Reis, Julio C.},
     journal={Journal of Internet Services and Applications},
     year={2025},
     doi={10.5753/jisa.2025.5154}
   }
   

5. Which One is Better? Distributed Artificial Intelligence Strategies for Accurate Vehicular Emissions Forecasting. BRAUN, CARNOT, JARCZEWSKI, RAFAEL O., Allan Mariano de Souza. Journal of Internet Services and Applications. 2025. DOI

   BibTeX

   @article{braun2025which,
     title={Which One is Better? Distributed Artificial Intelligence Strategies for Accurate Vehicular Emissions Forecasting},
     author={Braun, Carnot and Jarczewski, Rafael O. and de Souza, Allan Mariano},
     journal={Journal of Internet Services and Applications},
     year={2025},
     doi={10.5753/jisa.2025.5166}
   }
   

2024

1. Federated learning energy saving through client selection. Filipe Maciel, Allan M. de Souza, Luiz F Bittencourt, Leandro A Villas, Torsten Braun. Elsevier Pervasive and Mobile Computing. 2024. DOI

   BibTeX

   @article{maciel2024federated,
     title={Federated learning energy saving through client selection},
     author={Maciel, Filipe and de Souza, Allan M. and Bittencourt, Luiz F. and Villas, Leandro A. and Braun, Torsten},
     journal={Pervasive and Mobile Computing},
     year={2024},
     publisher={Elsevier}
   }
   

2. Adaptive client selection with personalization for communication efficient Federated Learning. Allan M. de Souza, Filipe Maciel, Joahannes B.D. da Costa, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A.F. Loureiro, Leandro A. Villas. Elsevier Ad Hoc Networks. 2024. DOI

   BibTeX

   @article{desouza2024adaptive,
     title={Adaptive client selection with personalization for communication efficient Federated Learning},
     author={de Souza, Allan M. and Maciel, Filipe and da Costa, Joahannes B. D. and Bittencourt, Luiz F. and Cerqueira, Eduardo and Loureiro, Antonio A. F. and Villas, Leandro A.},
     journal={Ad Hoc Networks},
     year={2024},
     publisher={Elsevier}
   }
   

2023

1. Service Provisioning in Edge-Cloud Continuum: Emerging Applications for Mobile Devices. Diego O. Rodrigues, Allan M. Souza, Torsten Braun, Guilherme Maia, Antonio A. F. Loureiro, and Leandro A. Villas. Springer Journal of Internet Services and Applications. Jun 2023. DOI

   BibTeX

   @article{rodrigues2023service,
     title={Service Provisioning in Edge-Cloud Continuum: Emerging Applications for Mobile Devices},
     author={Rodrigues, Diego O. and Souza, Allan M. and Braun, Torsten and Maia, Guilherme and Loureiro, Antonio A. F. and Villas, Leandro A.},
     journal={Journal of Internet Services and Applications},
     year={2023},
     month={Jun},
     publisher={Springer}
   }
   

2. Mobility and Deadline-Aware Task Scheduling Mechanism for Vehicular Edge Computing. Joahannes B. D. Costa, Allan M. Souza, Rodolfo I. Meneguette, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, and Leandro Villas. IEEE Transactions on Intelligent Transportation Systems. Jun 2023. DOI

   BibTeX

   @article{costa2023mobility,
     title={Mobility and Deadline-Aware Task Scheduling Mechanism for Vehicular Edge Computing},
     author={Costa, Joahannes B. D. and Souza, Allan M. and Meneguette, Rodolfo I. and Cerqueira, Eduardo and Ros{\'a}rio, Denis and Sommer, Christoph and Villas, Leandro},
     journal={IEEE Transactions on Intelligent Transportation Systems},
     year={2023},
     month={Jun},
     publisher={IEEE}
   }
   

3. Mobility-aware Vehicular Cloud formation mechanism for Vehicular Edge Computing environments. Joahannes B.D. da Costa, Wellington Lobato, Allan M. de Souza, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, and Leandro A. Villas. Elsevier Ad Hoc Networks. Jun 2023. DOI

   BibTeX

   @article{dacosta2023mobility,
     title={Mobility-aware Vehicular Cloud formation mechanism for Vehicular Edge Computing environments},
     author={da Costa, Joahannes B. D. and Lobato, Wellington and de Souza, Allan M. and Cerqueira, Eduardo and Ros{\'a}rio, Denis and Sommer, Christoph and Villas, Leandro A.},
     journal={Ad Hoc Networks},
     year={2023},
     month={Jun},
     publisher={Elsevier}
   }
   

4. Automatic Extraction of Conversation Flows from Human Dialogues: Understanding Their Impact to Refine NLP Models. M. F. Sanches, J. M. C. Sá, R. R. Allan M. de Souza, and al. Springer Nature Computer Science. Jun 2023. Link

   BibTeX

   @article{sanches2023automatic,
     title={Automatic Extraction of Conversation Flows from Human Dialogues: Understanding Their Impact to Refine NLP Models},
     author={Sanches, M. F. and S{\'a}, J. M. C. and de Souza, Allan M. and others},
     journal={SN Computer Science},
     year={2023},
     month={Jun},
     publisher={Springer Nature}
   }
   

2022

1. Enhancing Sensing and Decision-Making of Automated Driving Systems With Multi-Access Edge Computing and Machine Learning. Allan M. Souza, Horacio F. Oliveira, Zhongliang Zhao, Torsten Braun, Antonio A.F. Loureiro, and Leandro A. Villas. IEEE Intelligent Transportation Systems Magazine. Jan 2022. DOI

   BibTeX

   @article{souza2022enhancing,
     title={Enhancing Sensing and Decision-Making of Automated Driving Systems With Multi-Access Edge Computing and Machine Learning},
     author={Souza, Allan M. and Oliveira, Horacio F. and Zhao, Zhongliang and Braun, Torsten and Loureiro, Antonio A. F. and Villas, Leandro A.},
     journal={IEEE Intelligent Transportation Systems Magazine},
     year={2022},
     month={Jan},
     publisher={IEEE}
   }
   

2020

1. Safe and Sound: Driver Safety-Aware Vehicle Re-Routing Based on Spatiotemporal Information. Allan M. Souza, Torsten Braun, Leonardo C. Botega, Leandro A. Villas, and Antonio A. F. Loureiro. IEEE Transactions on Intelligent Transportation Systems. Sep 2020. DOI

   BibTeX

   @article{souza2020safe,
     title={Safe and Sound: Driver Safety-Aware Vehicle Re-Routing Based on Spatiotemporal Information},
     author={Souza, Allan M. and Braun, Torsten and Botega, Leonardo C. and Villas, Leandro A. and Loureiro, Antonio A. F.},
     journal={IEEE Transactions on Intelligent Transportation Systems},
     year={2020},
     month={Sep},
     publisher={IEEE}
   }
   

2. An adaptive and distributed traffic management system using vehicular ad-hoc networks. Thiago S Gomides, E Robson, Allan M Souza, Fernanda SH Souza, Leandro A Villas, and Daniel L Guidoni. Elsevier Computer Communications. Sep 2020. DOI

   BibTeX

   @article{gomides2020adaptive,
     title={An adaptive and distributed traffic management system using vehicular ad-hoc networks},
     author={Gomides, Thiago S. and Robson, E. and Souza, Allan M. and Souza, Fernanda S. H. and Villas, Leandro A. and Guidoni, Daniel L.},
     journal={Computer Communications},
     year={2020},
     month={Sep},
     publisher={Elsevier}
   }
   

2019

1. Vehicular software-defined networking and fog computing: Integration and design principles. Jéferson Campos Nobre, Allan M. de Souza, Denis Rosário, Cristiano Both, Leandro A. Villas, Eduardo Cerqueira, Torsten Braun, and Mario Gerla. Elsevier Ad Hoc Networks. Nov 2019. DOI

   BibTeX

   @article{nobre2019vehicular,
     title={Vehicular software-defined networking and fog computing: Integration and design principles},
     author={Nobre, J{\'e}ferson Campos and de Souza, Allan M. and Ros{\'a}rio, Denis and Both, Cristiano and Villas, Leandro A. and Cerqueira, Eduardo and Braun, Torsten and Gerla, Mario},
     journal={Ad Hoc Networks},
     year={2019},
     month={Nov},
     publisher={Elsevier}
   }
   

2. An Interest-Based Approach for Reducing Network Contentions in Vehicular Transportation Systems. Allan M. de Souza, Guilherme Maia, Torsten Braun, and Leandro A. Villas. Sensors. Nov 2019. DOI

   BibTeX

   @article{desouza2019interest,
     title={An Interest-Based Approach for Reducing Network Contentions in Vehicular Transportation Systems},
     author={de Souza, Allan M. and Maia, Guilherme and Braun, Torsten and Villas, Leandro A.},
     journal={Sensors},
     year={2019},
     month={Nov},
     publisher={MDPI}
   }
   

3. Efficient data dissemination protocol based on complex networks' metrics for urban vehicular networks. Joahannes B Costa, Allan M Souza, Denis Rosário, Eduardo Cerqueira, and Leandro A Villas. Springer Journal of Internet Services and Applications. Nov 2019. DOI

   BibTeX

   @article{costa2019efficient,
     title={Efficient data dissemination protocol based on complex networks' metrics for urban vehicular networks},
     author={Costa, Joahannes B. and Souza, Allan M. and Ros{\'a}rio, Denis and Cerqueira, Eduardo and Villas, Leandro A.},
     journal={Journal of Internet Services and Applications},
     year={2019},
     month={Nov},
     publisher={Springer}
   }
   

4. Better safe than sorry: a vehicular traffic re-routing based on traffic conditions and public safety issues. Allan M. de Souza, Torsten Braun, Leonardo C Botega, Raquel Cabral, Islene C Garcia, and Leandro A Villas. Springer Journal of Internet Services and Applications. Nov 2019. DOI

   BibTeX

   @article{desouza2019better,
     title={Better safe than sorry: a vehicular traffic re-routing based on traffic conditions and public safety issues},
     author={de Souza, Allan M. and Braun, Torsten and Botega, Leonardo C. and Cabral, Raquel and Garcia, Islene C. and Villas, Leandro A.},
     journal={Journal of Internet Services and Applications},
     year={2019},
     month={Nov},
     publisher={Springer}
   }
   

2017

1. Traffic management systems: A classification, review, challenges, and future perspectives. Allan M. de Souza, Celso ARL Brennand, Roberto S Yokoyama, Erick A Donato, Edmundo RM Madeira, and Leandro A Villas. International Journal of Distributed Sensor Networks. Jun 2017. DOI

   BibTeX

   @article{desouza2017traffic,
     title={Traffic management systems: A classification, review, challenges, and future perspectives},
     author={de Souza, Allan M. and Brennand, Celso A. R. L. and Yokoyama, Roberto S. and Donato, Erick A. and Madeira, Edmundo R. M. and Villas, Leandro A.},
     journal={International Journal of Distributed Sensor Networks},
     year={2017},
     month={Jun},
     publisher={SAGE}
   }
   

2016

1. ICARUS: Improvement of traffic Condition through an Alerting and Re-routing System. Allan M. de Souza, R.S. Yokoyama, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A.F. Loureiro, and Leandro Aparecido Villas. Elsevier Computer Networks. Sep 2016. DOI

   BibTeX

   @article{desouza2016icarus,
     title={ICARUS: Improvement of traffic Condition through an Alerting and Re-routing System},
     author={de Souza, Allan M. and Yokoyama, R. S. and Boukerche, Azzedine and Maia, Guilherme and Cerqueira, Eduardo and Loureiro, Antonio A. F. and Villas, Leandro Aparecido},
     journal={Computer Networks},
     year={2016},
     month={Sep},
     publisher={Elsevier}
   }
   

2015

1. A new Solution based on Inter-Vehicle Communication to Reduce Traffic jam in Highway Environment. Allan M. Souza, and Leandro Aparecido Villas. IEEE Latin America Transactions. Mar 2015. DOI

   BibTeX

   @article{souza2015new,
     title={A new Solution based on Inter-Vehicle Communication to Reduce Traffic jam in Highway Environment},
     author={Souza, Allan M. and Villas, Leandro Aparecido},
     journal={IEEE Latin America Transactions},
     year={2015},
     month={Mar},
     publisher={IEEE}
   }