DocumentCode
3176457
Title
The Markov-Dubins problem in the presence of a stochastic drift field
Author
Anderson, Richard P. ; Bakolas, Efstathios ; Milutinovic, Dejan ; Tsiotras, Panagiotis
Author_Institution
Appl. Math. & Stat., Univ. of California, Santa Cruz, Santa Cruz, CA, USA
fYear
2012
fDate
10-13 Dec. 2012
Firstpage
130
Lastpage
135
Abstract
We consider the problem of navigating a small Dubins-type aerial or marine vehicle to a prescribed destination set in minimum expected time and in the presence of a stochastic drift field induced by local winds or currents. First, we present a deterministic control law that is independent of the local winds/currents and their statistics. Next, by employing numerical techniques from stochastic optimal control, we compute an optimal feedback control strategy that incorporates the stochastic variation in the wind when driving the Dubins vehicle to its destination set in minimum expected time. Our analyses and simulations offer a side-by-side comparison of the optimal deterministic and stochastic optimal feedback control laws for this problem, and they illustrate that the deterministic control can, in many cases, capture the salient features of structure of the stochastic optimal feedback control.
Keywords
aircraft; aircraft navigation; feedback; marine vehicles; optimal control; stochastic processes; stochastic systems; Dubins-type aerial vehicle; Dubins-type marine vehicle; Markov-Dubins problem; currents; deterministic control; deterministic control law; local winds; minimum expected time; numerical techniques; optimal feedback control strategy; statistics; stochastic drift field; stochastic optimal feedback control laws; stochastic variation; Feedback control; Optimal control; Stochastic processes; Turning; Vectors; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location
Maui, HI
ISSN
0743-1546
Print_ISBN
978-1-4673-2065-8
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2012.6426674
Filename
6426674
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