Lucas Pacheco

Computer Engineer/PhD. Candidate

Computer engineer by the Federal University of Pará, Master in Electrical Engineering and PhD candidate by the University of Bern, Switzerland. Has done extensive research in user mobility and mobile networks, and is currently working on Edge Computing and intelligence models at the edge of the Network.

Skills

Python Development
C++ Development
Linux Management
Web Development
Machine Learning and Deep Learning
Academic Research

Education

2015 - 2019

Bachelor's in Computer Engineering

Federal University of Pará

Belém, PA, Brazil

2019 - 2020

Master's in Electrical Engineering - applied Computing

Federal University of Pará

Belém, PA, Brazil

2020 - Current Day

Ph.D. in Computer Science

University of Bern

Bern, Switzerland

Interests

Computer Networks and 5G 6G Research

With the evergrowing demand for multimedia content offers in mind. Studied Quality of Experience, and its role in modern service provisioning. Has publoshed works in QoE-oriented network management to enhance user experience.

Machine Learning and AI

Competence in traditional machine learning algorithms, like decision trees, and genetic algorithms, as well as in deep learning techniques and libraries. Capable of using modern frameworks and implementing state-of-the-art models.

Mobility Management - Deep Learning

Has used deep learning to take advantage of user mobility data in network management. Comparing classic prediction techniques (Kalman Filter and ARIMA) with cutting edge LTSM networks to extract mobility patterns and plan accordingly.

Publications

2020 AMC MSWIM [PDF] (soon)

Distributed Service Migration for Smart city Networks

Lucas Pacheco, Denis Rosário, Eduardo Cerqueira, Leandro Villas, Torsten Braun




2020 Elsevier Computer Networks (direct approval) [PDF] (soon)

Skipping-based Handover Algorithm for Video Distribution Over Ultra-Dense VANET

Lucas Pacheco, Denis Rosário, Eduardo Cerqueira, Leandro Villas, Suzana Sargento, Antônio Loureiro




2020 IWCMC 2020 e-Health Symposium [PDF] (soon)

Experimenting Long Range Wide Area Network in an e-Health Environment: Discussion and Future Directions

Nagib Matni, Jean Moraes, Lucas Pacheco, Denis Rosário, Helder Oliveira, Eduardo Cerqueira, and Augusto Neto




2020 SBRC [PDF] (soon)

Service Migration in Edge Computing Environments for Connected Autonomous Vehicles

Pacheco, Lucas; Rosario, Denis; Cerqueira, Eduardo; Villas, Leandro




2020 - [PDF] (soon)

Edge-based Mobility Management with Transferable Reinforcement Learning Trajectory Prediction

Zhao, Zhongliang; Karimzadeh, Mostafa; Pacheco, Lucas; Santos, Hugo; Rosario, Denis; Braun, Torsten; Cerqueira, Eduardo




2018 INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT [PDF]

Quality of experience and quality of service-aware handover for video transmission in heterogeneous networks.

MEDEIROS, IAGO; PACHECO, LUCAS ; ROSÁRIO, DENIS ; BOTH, CRISTIANO ; NOBRE, JÉFERSON ; CERQUEIRA, EDUARDO ; GRANVILLE, LISANDRO .




2018 SBRC 2018 [PDF]

Handover Ciente de Qualidade de Experiência e Qualidade de Serviço para Transmissão de Vídeo em Redes Heterogêneas.

MEDEIROS, I. L. ; PACHECO, L. S. ; ROSARIO, D. L. ; BOTH, C. ; NOBRE, J. C. ; CERQUEIRA, E. C. ; GRANVILLE, L.




2018 ERAD 2018 [PDF]

Algoritmo de handover ciente de Qualidade de Experiência e Qualidade de Serviço em redes veiculares heterogêneas. Escola Regional de Alto Desempenho (ERAD)

MEDEIROS, I. L. ; PACHECO, L. S. ; ROSARIO, D. L. ; NOBRE, J. C. ; CERQUEIRA, E. C




LADC 2019 [PDF]

A Handover Algorithm for Video Sharing over Vehicular Networks.

PACHECO, L. S.; MEDEIROS, I. L. ; SANTOS, H ; ROSARIO, D. L. ; CERQUEIRA, E. C. ; VENANCIO NETO, A. J.




ERIN 2017 [PDF]

Handover em redes heterogêneas baseado em AHP para transmissão de vídeo. 2017.

PACHECO, L. S.; MEDEIROS, I. L. ; SANTOS, H ; ROSARIO, D. L. ; CERQUEIRA, E. C. ; VENANCIO NETO, A. J.

Participation in Thesis Commitees

2019

A MULTI-TIER FOG CONTENT REQUEST MECHANISM WITH QUALITY OF EXPERIENCE SUPPORT.

DERIAN ALENCAR

2019

FREQPLAN - ALGORITMO DE GERENCIAMENTO DE CANAIS DE FREQUENCIA LORAWAN.

EDUARDO SILVA