Marta Guimaraes

Marta Guimaraes

AI Researcher @ Neuraspace PhD Student @ NOVA-FCT

Publications

Journal Papers

Chiara Manfletti, Marta Guimarães, Cláudia Soares, AI for Space Traffic Management, Journal of Space Safety Engineering, 2023.
📄 Paper

Marta Guimarães, Cláudia Soares, Rodrigo Ventura, Decision Support Models for Predicting and Explaining Airport Passenger Connectivity from Data, IEEE Transactions on Intelligent Transportation Systems, vol. 23, no.9, pp. 16005-16015, 2022.
📄 Paper

Conference Proceedings

Marta Guimarães, Cláudia Soares, Chiara Manfletti, Predicting the Position Uncertainty at the Time of Closest Approach with Diffusion Models, 74th International Astronautical Congress, 2023.

Marta Guimarães, Cláudia Soares, Chiara Manfletti, Statistical Learning of Conjunction Data Messages Through a Bayesian Non-Homogeneous Poisson Process, 74th International Astronautical Congress, 2023.

Marta Guimarães, Cláudia Soares, Chiara Manfletti, Taxonomy for Resident Space Objects in LEO, 74th International Astronautical Congress, 2023.

João Catulo, Cláudia Soares, Marta Guimarães, Predicting the Probability of Satellite Collisions using Bayesian Univariate Hidden Markov Model, 74th International Astronautical Congress, 2023.

João Funenga, Cláudia Soares, Henrique Costa, Marta Guimarães, Finding Real-World Orbital Motion Laws from Data, 74th International Astronautical Congress, 2023.

Ricardo Ferreira, Cláudia Soares, Marta Guimarães, Probability of Collision of satellites and space debris for short-term encounters: Rederivation and fast-to-compute upper and lower bounds, 74th International Astronautical Congress, 2023.

Rasit Abay, Francisco Caldas, Mariana Filipe, Marta Guimarães, Benchmarking Machine Learning Models for Collision Risk Prediction in Low-Earth Orbit, 8th European Conference in Space Debris, 2021.

Conference Workshops

Francisco Caldas, Cláudia Soares, Cláudia Nunes, Marta Guimarães, Mariana Filipe, Rodrigo Ventura, Conjunction Data Messages Behave as a Poisson Process, AI for Spacecraft Longevity, IJCAI, 2021.
📄 Paper

MSc Thesis

Marta Guimarães, Predicting Passenger’s connectivity in an Airline’s Hub Airport, Master Thesis, Instituto Superior Técnico, Universidade de Lisboa, 2021.