Machine learning and evolutionary techniques in interplanetary trajectory design
1 version
DI
Dario Izzo
astro-ph.EPcs.LGastro-ph.IMphysics.space-phcs.AIcs.NEcs.SYeess.SYcs.ROmath.OC
On Valency
published · living versionsMulti-rendezvous Spacecraft Trajectory Optimization with Beam P-ACO
Real-time optimal control via Deep Neural Networks: study on landing problems
Designing Complex Interplanetary Trajectories for the Global Trajectory Optimization Competitions
A Survey on Artificial Intelligence Trends in Spacecraft Guidance Dynamics and Control
Preprints & journals
94 papers in the corpus · 2005–2026Continuous Learning of Gravity Field Irregularities Around Small Bodies via Neural Hamiltonian ODEs
0 citations
Deflective Sunshades: conceptual design and origami-inspired folding strategy
0 citations
Pretrained Approximators for Low-Thrust Trajectory Cost and Reachability
0 citations
Reachability for Low-Thrust Trajectories via Maximum Initial Mass
0 citations
Post-Newtonian orbital mechanics around a black hole in modified gravity
0 citations
A practical guide to implementing zero-order-hold interplanetary trajectory legs
0 citations
The Keplerian Traveling Salesperson Problem
0 citations
High-order expansion of neural ordinary differential equation flows.
3 citations
Simulation of Active Soft Nets for Capture of Space Debris
0 citations
Vision-Guided Optic Flow Navigation for Small Lunar Missions
1 citation
MasconCube: Fast and Accurate Gravity Modeling with an Explicit Representation
1 citation
Reconfiguration of pivoting cube ensembles under local sensing constraints using geometric deep learning
0 citations
Guidance and Control Neural Network Acceleration using Memristors
1 citation
Memristor-Based Neural Network Accelerators for Space Applications: Enhancing Performance with Temporal Averaging and SIRENs
3 citations
Comparing Behavioural Cloning and Reinforcement Learning for Spacecraft Guidance and Control Networks
0 citations
The Drosophila Connectome as a Computational Reservoir for Time-Series Prediction.
3 citations
Energy efficiency analysis of Spiking Neural Networks for space applications
7 citations
EclipseNETs: Learning Irregular Small Celestial Body Silhouettes
1 citation
High-order expansion of Neural Ordinary Differential Equations flows
0 citations
Continuous Design and Reprogramming of Totimorphic Structures for Space Applications
0 citations
Asteroid Mining: ACT&Friends' Results for the GTOC 12 Problem
9 citations
Certifying Guidance & Control Networks: Uncertainty Propagation to an Event Manifold
0 citations
Nonlinear Propagation of Non-Gaussian Uncertainties
10 citations
EclipseNETs: a differentiable description of irregular eclipse conditions
0 citations
Optimality principles in spacecraft neural guidance and control.
31 citations
Breaking traditions: introducing a surrogate Primer Vector in non Keplerian dynamics
0 citations
Stochastic Continuation of Trajectories in the Circular Restricted Three-Body Problem via Differential Algebra
1 citation
Global Optimization for Trajectory Design via Invariant Manifolds in the Earth-Moon Circular Restricted Three-Body Problem
0 citations
Computing low-thrust transfers in the asteroid belt, a comparison between astrodynamical manipulations and a machine learning approach
0 citations
NeuralODEs for VLEO simulations: Introducing thermoNET for Thermosphere Modeling
0 citations
Guidance and Control Networks with Periodic Activation Functions
3 citations
Closing the gap: Optimizing Guidance and Control Networks through Neural ODEs
0 citations
Closing the Gap Between SGP4 and High-Precision Propagation via Differentiable Programming
25 citations
End-to-end Reinforcement Learning for Time-Optimal Quadcopter Flight
17 citations
Dark Matter reconstruction from stellar orbits in the Galactic Centre
4 citations
On the Generation of a Synthetic Event-Based Vision Dataset for Navigation and Landing
2 citations
Investigation of the Robustness of Neural Density Fields
5 citations
Guidance & Control Networks for Time-Optimal Quadcopter Flight
1 citation
End-to-end Neural Network Based Quadcopter control
32 citations
Neuromorphic Computing and Sensing in Space
22 citations
Selected Trends in Artificial Intelligence for Space Applications
16 citations
Globally Optimal Event-Based Divergence Estimation for Ventral Landing
12 citations
Symbolic Regression for Space Applications: Differentiable Cartesian Genetic Programming Powered by Multi-objective Memetic Algorithms
4 citations
The Fellowship of the Dyson Ring: ACT&Friends' Results and Methods for GTOC 11
4 citations
Reliable event detection for Taylor methods in astrodynamics
7 citations
Neural representation of a time optimal, constant acceleration rendezvous
13 citations
Deterministic Conjunction Tracking in Long-term Space Debris Simulations
1 citation
SPEED+: Next-Generation Dataset for Spacecraft Pose Estimation across Domain Gap
169 citations
Study of the asteroid Bennu using geodesyANNs and Osiris-Rex data
4 citations
Light absorption enhancement and radiation hardening for triple junction solar cell through bioinspired nanostructures.
3 citations
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