Title :
Stochastic reachability for control of spacecraft relative motion
Author :
Lesser, Kendra ; Oishi, Masayuki ; Erwin, R. Scott
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of New Mexico, Albuquerque, NM, USA
Abstract :
The concept of stochastic reachability allows for the assessment, before any maneuvers are initiated, of the probability of successfully implementing a rendezvous or docking procedure for spacecraft. The so-called reach-avoid problem lets us find the probability of reaching a target set while avoiding some unsafe or undesired set, despite uncertainty due to nonlinearity and disturbances. This paper examines two novel methods for the calculation of stochastic reachable sets, and specifically for rendezvous and docking problems. In particular, we examine a) particle (or scenario) approximations to expected values, and b) conversion of the reach-avoid probability to a chance-constrained convex optimization problem. Both methods allow for computation of the reach-avoid set in higher dimensions, as compared to other existing methods for computing stochastic reachable sets. We describe in detail both of these methods, and then apply them to spacecraft relative motion, a four-dimensional problem.
Keywords :
aerospace control; approximation theory; control nonlinearities; convex programming; motion control; probability; reachability analysis; set theory; space vehicles; stochastic processes; uncertain systems; 4D problem; chance-constrained convex optimization problem; disturbances; docking problem; nonlinearity; particle approximations; reach-avoid probability conversion; reach-avoid set computation; rendezvous problem; scenario approximations; spacecraft relative motion control; stochastic reachability concept; stochastic reachable set computation; uncertainty; Approximation methods; Dynamics; Equations; Mathematical model; Noise; Space vehicles; Stochastic processes;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760626