4 papers
Neural Network Architecture Search with Differentiable Cartesian Genetic Programming for Regression
Marcus Märtens, Dario Izzo
The ability to design complex neural network architectures which enable effective training by stochastic gradient descent has been the key for many achievements in the field of dee…
Super-Resolution of PROBA-V Images Using Convolutional Neural Networks
Marcus Märtens, Dario Izzo, Andrej Krzic +1
ESA's PROBA-V Earth observation satellite enables us to monitor our planet at a large scale, studying the interaction between vegetation and climate and provides guidance for impor…
Interplanetary Transfers via Deep Representations of the Optimal Policy and/or of the Value Function
Dario Izzo, Ekin Öztürk, Marcus Märtens
A number of applications to interplanetary trajectories have been recently proposed based on deep networks. These approaches often rely on the availability of a large number of opt…
A Survey on Artificial Intelligence Trends in Spacecraft Guidance Dynamics and Control
Dario Izzo, Marcus Märtens, Binfeng Pan
The rapid developments of Artificial Intelligence in the last decade are influencing Aerospace Engineering to a great extent and research in this context is proliferating. We share…