Advances in Trajectory Optimization for Space Vehicle Control
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Abstract (arXiv)
Space mission design places a premium on cost and operational efficiency. The search for new science and life beyond Earth calls for spacecraft that can deliver scientific payloads to geologically rich yet hazardous landing sites. At the same time, the last four decades of optimization research have put a suite of powerful optimization tools at the fingertips of the controls engineer. As we enter the new decade, optimization theory, algorithms, and software tooling have reached a critical mass to start seeing serious application in space vehicle guidance and control systems. This survey paper provides a detailed overview of recent advances, successes, and promising directions for optimization-based space vehicle control. The considered applications include planetary landing, rendezvous and proximity operations, small body landing, constrained attitude reorientation, endo-atmospheric flight including ascent and reentry, and orbit transfer and injection. The primary focus is on the last ten years of progress, which have seen a veritable rise in the number of applications using three core technologies: lossless convexification, sequential convex programming, and model predictive control. The reader will come away with a well-rounded understanding of the state-of-the-art in each space vehicle control application, and will be well positioned to tackle important current open problems using convex optimization as a core technology.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 43 of its 477 references that are in the map. First posted on arXiv 5 Aug 2021.
Builds on
43 of 477 references.
References · 43
- 2021Convex optimizationcited by 2,479
- 2017A Brief Survey of Deep Reinforcement Learningcited by 466
- 2015JuMP: A Modeling Language for Mathematical Optimizationcited by 49
- 2016Funnel Libraries for Real-Time Robust Feedback Motion Planningcited by 28
- 2016Real-time optimal control via Deep Neural Networks: study on landing problemscited by 27
- 2019A Survey of Recent Scalability Improvements for Semidefinite Programming with Applications in Machine Learning, Control, and Roboticscited by 16
- 2018A Survey on Artificial Intelligence Trends in Spacecraft Guidance Dynamics and Controlcited by 13
- 2019Real-Time Optimal Control for Irregular Asteroid Landings Using Deep Neural Networkscited by 11
- 2019GuSTO: Guaranteed Sequential Trajectory Optimization via Sequential Convex Programmingcited by 9
- 2018Successive Convexification: A Superlinearly Convergent Algorithm for Non-convex Optimal Control Problemscited by 7
- 2020Adaptive Generalized ZEM-ZEV Feedback Guidance for Planetary Landing via a Deep Reinforcement Learning Approachcited by 6
- 2021Convex Optimization for Trajectory Generationcited by 5
31 more
- 2018Successive Convexification for 6-DoF Mars Rocket Powered Landing with Free-Final-Timecited by 4
- 2019Fast Trajectory Optimization via Successive Convexification for Spacecraft Rendezvous with Integer Constraintscited by 4
- 2020Interior Point Differential Dynamic Programmingcited by 4
- 2020Convex Optimization of Launch Vehicle Ascent Trajectory with Heat-Flux and Splash-Down Constraintscited by 4
- 2021Fast Homotopy for Spacecraft Rendezvous Trajectory Optimization with Discrete Logiccited by 4
- 2019Dual Quaternion Based Powered Descent Guidance with State-Triggered Constraintscited by 3
- 2019How Many Impulses Reduxcited by 3
- 2020Data-driven Stabilization of SISO Feedback Linearizable Systemscited by 3
- 2017Constrained Spacecraft Relative Motion Planning Exploiting Periodic Natural Motion Trajectories and Invariancecited by 2
- 2019Solar-Sail Deep Space Trajectory Optimization Using Successive Convex Programmingcited by 2
- 2019Successive Convexification for 6-DoF Powered Descent Guidance with Compound State-Triggered Constraintscited by 2
- 2019Adaptive Guidance with Reinforcement Meta-Learningcited by 2
- 2020Analysis of Theoretical and Numerical Properties of Sequential Convex Programming for Continuous-Time Optimal Controlcited by 2
- 2015Low-Thrust Transfer Between Circular Orbits Using Natural Precessioncited by 1
- 2015Discrete-time optimal attitude control of spacecraft with momentum and control constraintscited by 1
- 2015Pulse-Width Predictive Control for LTV Systems with Application to Spacecraft Rendezvouscited by 1
- 2016Fast, Safe, and Propellant-Efficient Spacecraft Planning under Clohessy-Wiltshire-Hill Dynamicscited by 1
- 2016A discrete-time Pontryagin maximum principle on matrix Lie groupscited by 1
- 2017Analytical Initialization of a Continuation-Based Indirect Method for Optimal Control of Endo-Atmospheric Launch Vehicle Systemscited by 1
- 2018An Offline-Sampling SMPC Framework with Application to Automated Space Maneuverscited by 1
- 2018Successive Convexification for Real-Time 6-DoF Powered Descent Guidance with State-Triggered Constraintscited by 1
- 2019Real-Time Quad-Rotor Path Planning Using Convex Optimization and Compound State-Triggered Constraintscited by 1
- 2019Fast Mesh Refinement in Pseudospectral Optimal Controlcited by 1
- 2019Comparison of Derivative Estimation Methods in Solving Optimal Control Problems Using Direct Collocationcited by 1
- 2019Seeker based Adaptive Guidance via Reinforcement Meta-Learning Applied to Asteroid Close Proximity Operationscited by 1
- 2019A Convex Optimization Approach for Finite-Thrust Time-Constrained Cooperative Rendezvouscited by 1
- 2019A Novel Approach for Optimal Trajectory Design with Multiple Operation Modes of Propulsion System, Part 1cited by 1
- 2019A Novel Approach for Optimal Trajectory Design with Multiple Operation Modes of Propulsion System, Part 2cited by 1
- 2019Space Objects Maneuvering Prediction via Maximum Causal Entropy Inverse Reinforcement Learningcited by 1
- 2019Lossless Convexification of Optimal Control Problems with Semi-continuous Inputscited by 1
- 2020Sampling-based 3-D Line-of-Sight PWA Model Predictive Control for Autonomous Rendezvous and Docking with a Tumbling Targetcited by 1
Built on by
Citing papers per year: 2024: 2; 2025: 2; 2026: 1.
5 papers.
- 2024Transformer-based Model Predictive Control: Trajectory Optimization via Sequence Modelingcited by 15
- 2024Generalizable Spacecraft Trajectory Generation via Multimodal Learning with Transformerscited by 6
- 2025Deep Learning Warm Starts for Trajectory Optimization on the International Space Stationcited by 3
- 2025EclipseNETs: Learning Irregular Small Celestial Body Silhouettescited by 0
- 2026Saturation-Aware Robust Trajectory Optimization for Reusable Launch Vehicles via Differentiable Physicscited by 0
- 2026Saturation-Aware Robust Trajectory Optimization for Reusable Launch Vehicles via Differentiable Physics2 Jul 2026
- 2025Deep Learning Warm Starts for Trajectory Optimization on the International Space Station8 May 2025
- 2025EclipseNETs: Learning Irregular Small Celestial Body Silhouettes6 Apr 2025
- 2024Transformer-based Model Predictive Control: Trajectory Optimization via Sequence Modeling31 Oct 2024
- 2024Generalizable Spacecraft Trajectory Generation via Multimodal Learning with Transformers15 Oct 2024