Publications

Please visit my Google Scholar page for a full and up-to-date list.

Y. Wu, M. Aguiar, K. H. Johansson, and M. Barreau, "Iterative Training of Physics-Informed Neural Networks with Fourier-enhanced Features", accepted to ICLR 2026. preprint
M. Aguiar, A. Das, and K. H. Johansson, "Learning flow functions of spiking systems", in 6th Annual Learning for Dynamics & Control Conference, PMLR, 2024. pdf
M. Aguiar, A. Das, and K. H. Johansson, "Universal approximation of flows of control systems by recurrent neural networks", in 62nd Conference on Decision and Control (CDC), 2023. pdf
M. Aguiar, A. Das, and K. H. Johansson, "Learning Flow Functions from Data with Applications to Nonlinear Oscillators", in 22nd IFAC World Congress, 2023. pdf
J. Fonseca, A. Rocha, M. Aguiar, and K. H. Johansson, "Adaptive Sampling of Algal Blooms Using an Autonomous Underwater Vehicle and Satellite Imagery", in Conference on Control Technology and Applications (CCTA), IEEE, 2023. pdf
M. Aguiar, A. Das, and K. H. Johansson, "Learning flows of control systems", in The Symbiosis of Deep Learning and Differential Equations II, 2022. pdf
M. Barreau, M. Aguiar, J. Liu, and K. H. Johansson, "Physics-informed learning for identification and state reconstruction of traffic density", in 60th Conference on Decision and Control (CDC), IEEE, 2021. pdf
J. Fonseca, M. Aguiar, J. B. de Sousa, and K. H. Johansson, "Algal bloom front tracking using an unmanned surface vehicle: Numerical experiments based on baltic sea data", in OCEANS: San Diego-Porto, IEEE, 2021. pdf
A. Rocha et al., "Optimal AUV trajectory planning and execution control for maritime pollution incident response", in OCEANS: San Diego-Porto, IEEE, 2021. pdf
M. Aguiar, J. E. da Silva, and J. B. de Sousa, "Minimal time delivery of multiple robots", in 59th Conference on Decision and Control (CDC), IEEE, 2020. pdf
M. Aguiar, J. B. de Sousa, J. M. Dias, J. E. da Silva, A. S. Ribeiro, and R. Mendes, "The value function as a decision support tool in unmanned vehicle operations", in 21st IFAC World Congress, 2020. pdf
M. Aguiar, J. B. de Sousa, J. M. Dias, J. E. da Silva, R. Mendes, and A. S. Ribeiro, "Optimizing autonomous underwater vehicle routes with the aid of high resolution ocean models", in OCEANS MTS/IEEE SEATTLE, IEEE, 2019. pdf