CV

Education

Ph.D in Computer Science, INSA Lyon, Ongoing
M.S. in Informatics, Federal University of Alagoas - UFAL, 2021
B.S. in Computer Engineering, Federal University of Alagoas - UFAL, 2019

Industry experience

Technical Project Manager (June 2021 - January 2023)
- Location: Alagoas State Department of Science, Technology, and Innovation (Maceió, Brazil)
- Duties: Project management and leadership; Development of platforms for addressing social challenges (such as poverty and education); Identification of projects requirements, planning and execution.

Research experience

Mobile Data Analysis (May 2023 - Ongoig)
- Institution: Centre Inria de Lyon
- Duties: Processing and analysis of large datasets of mobile networks.
Smart Transportation: Industrial and Technological Development Research (January 2023 - Ongoig)
- Institution: LaCCAN (UFAL)
- Duties: Logical data lake design and implementation; Intelligent and efficient data storage; Treatment and analysis of data in distributed systems for wrangling, characterization, and identification of events; Generation of knowledge from data by applying computational intelligence and optimization algorithms; Development of applications for urban data visualization, helping public entities in decision-making.
Analysis and Processing of Alagoas State’s Digital Invoice Documents to Enable Automated Tax Calculation and Fraud Detection (May 2019 - May 2021)
- Institution: LaCCAN (UFAL)
- Duties: Applied machine learning with Natural Language Processing on product invoice description; Python/Flask API development for a product catalog; Product price anomaly and fraud detection; Dashboard development with Streamlit framework.
Development of a Tool for Analyzing Fatigue on Pipeline Free-span Subjected to Vortex-Induced Vibration (February 2018 - April 2019)
- Institution: LaCCAN (UFAL)
- Duties: Software requirements gathering and documentation; Systematic patent review on state-of-the-art deep water sensor devices; Stakeholder reports.
Wireless Sensor Network Monitoring and Actuation Applications for Smart Cities (August 2015 - January 2018)
- Institution: LaCCAN (UFAL)
- Duties: Data forecasting with ARIMA (Autoregressive Integrated Moving Average), SVM (Support Vector Machine), and ANN (Artificial Neural Networks) to reduce sensor node energy consumption; Wireless sensor networks (MicaZ, ZigBee) deployment and programming (TinyOS); Development of a mobile monitoring application with C++/Qt Creator.
Analysis of Software Numerical Quality (January 2014 - July 2014)
- Institution: LaCCAN (UFAL)
- Duties: Evaluation of results provided by statistical methods (e.g. mean and ANOVA) using R programming language.

Skills

Soft skills: Proactiveness, Communication, Teamwork, Problem-solving, Leadership.
Hard skills: Project Management, Agile Methodologies, C/C++, Python, Java, R, SQL, AI/Machine Learning.
Languages
- Portuguese - Native
- English - Advanced
- French - Beginner

Patents

Plataforma OxeTech
- Number: BR512023001381-1
- Issue date: May 23, 2023
Sistema de Cadastro CRIA (CRIANÇA Alagoana)
- Number: BR512023001382-0
- Issue date: May 23, 2023

Publications

Predição de dados de sensoriamento visando eficiência energética de redes de sensores sem fio

Almeida, C., Ramos, G., & Aquino, A. (2018). Predição de dados de sensoriamento visando eficiência energética de redes de sensores sem fio. In Anais do X Simpósio Brasileiro de Computação Ubíqua e Pervasiva. Porto Alegre: SBC. doi:10.5753/sbcup.2018.3282

Agendamento Automático de Exames em Clínicas

Souza, G., Santos, E., Ramos, G., & Pinheiro, R. (2019). Agendamento Automático de Exames em Clínicas. In Anais do XVI Encontro Nacional de Inteligência Artificial e Computacional, (pp. 996-1007). Porto Alegre: SBC. doi:10.5753/eniac.2019.9352

A GRASP Approach for The Minimum Spanning Tree Under Conflict Constraints

Barros, B., Pinheiro, R., Ochi, L., & Ramos, G. (2019). A GRASP Approach for The Minimum Spanning Tree Under Conflict Constraints. In Anais do XVI Encontro Nacional de Inteligência Artificial e Computacional, (pp. 166-177). Porto Alegre: SBC. doi:10.5753/eniac.2019.9281

Optimizing 5G Networks Processes With Software Defined Networks

Ramos, Geymerson S., Rian GS Pinheiro, and André LL Aquino. Optimizing 5G Networks Processes With Software Defined Networks. 2019 IEEE 8th International Conference on Cloud Networking (CloudNet). IEEE, 2019.

Retrospective clinical and epidemiological analysis of scorpionism at a referral hospital for the treatment of accidents by venomous animals in Alagoas State, Northeast Brazil, 2007-2017.

Taniele-Silva, Jamile, et al. Retrospective clinical and epidemiological analysis of scorpionism at a referral hospital for the treatment of accidents by venomous animals in Alagoas State, Northeast Brazil, 2007-2017. Revista do Instituto de Medicina Tropical de São Paulo 62 (2020).

A Sensor Network Solution to Detect Occupation in Smart Spaces in the Presence of Anomalous Readings

Maciel, Hyuri, Geymerson S. Ramos, and Andre LL Aquino. A Sensor Network Solution to Detect Occupation in Smart Spaces in the Presence of Anomalous Readings. IEEE Sensors Letters 5.7 (2021): 1-4.

An Energy Disaggregation Approach Based on Deep Neural Network and Wavelet Transform

Santos, Eduardo G., Geymerson S. Ramos, and Andre LL Aquino. An energy disaggregation approach based on deep neural network and wavelet transform. IEEE Transactions on Industrial Informatics 18.10 (2021): 6789-6797.

Toward Data Lake Technologies for Intelligent Societies and Cities

Ramos, G.S., Fernandes, D., Coelho, J.A.P.d.M., Aquino, A.L.L. (2023). Toward Data Lake Technologies for Intelligent Societies and Cities. In: da Silva Portela, C.F. (eds) Sustainable, Innovative and Intelligent Societies and Cities. EAI/Springer Innovations in Communication and Computing. Springer, Cham. https://doi.org/10.1007/978-3-031-30514-6_1

A Centrality Approach to Select Offloading Data Aggregation Points in Vehicular Sensor Networks

D. L. L. Moura, G. S. Ramos, A. L. L. Aquino and A. A. F. Loureiro, "A Centrality Approach to Select Offloading Data Aggregation Points in Vehicular Sensor Networks," in IEEE Transactions on Intelligent Transportation Systems, doi: 10.1109/TITS.2023.3297886.

Left on read: Human behavior characterization based on messaging service applications

G. S. Ramos, G. Santos, D. Moura, D. Fernandes, F. Q. O. A. Rosso, R. Stanica, and A. L. L. Aquino, Left on read: Human behavior characterization based on messaging service applications, in NetMob 2023: Book of Abstracts. IMDEA Networks, oct 2023, pp. 202–203

Towards Edge-Based Data Lake Architecture for Intelligent Transportation System

Danilo Fernandes, Douglas L. L. Moura, Gean Santos, Geymerson S. Ramos, Fabiane Queiroz, and Andre L. L. Aquino. 2023. Towards Edge-Based Data Lake Architecture for Intelligent Transportation System. In Proceedings of the Int'l ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, & Ubiquitous Networks (PE-WASUN '23). Association for Computing Machinery, New York, NY, USA, 1–8. https://doi.org/10.1145/3616394.3618270

A Multi-Start Simulated Annealing Strategy for Data Lake Organization Problem

Fernandes, Danilo and Ramos, Geymerson S. and Pinheiro, Rian Gabriel S. and Aquino, André, A Multi-Start Simulated Annealing Strategy for Data Lake Organization Problem.

Talks

Introduction to Data Science

July 25, 2022

Data Science Short Course at The Katie Project: Exiting black holes and guiding girls towards Computer Science!, Online

Teaching

Embedded Systems Teaching Assistant

Service and leadership

IEEE Robotics and Automation Society (IEEE RAS) Student Chapter, UFAL (September 2017 - September 2018)
- Co-Founder and Vice President
- Coordination of weekly technical meetings with students to discuss and develop projects on mobile robotics and computer vision.

Honors & awards

Best Undergraduate Thesis
- Issued by Computing Institute - Federal University of Alagoas, Oct 2019