Title :
Decomposition algorithm for global reachability analysis on a time-varying graph with an application to planetary exploration
Author :
Kuwata, Yoshiaki ; Blackmore, Lars ; Wolf, Michael ; Fathpour, Nanaz ; Newman, Claire ; Elfes, Alberto
Author_Institution :
Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
Abstract :
Hot air (Montgolfiere) balloons represent a promising vehicle system for possible future exploration of planets and moons with thick atmospheres such as Venus and Titan. To go to a desired location, this vehicle can primarily use the horizontal wind that varies with altitude, with a small help of its own actuation. A main challenge is how to plan such trajectory in a highly nonlinear and time-varying wind field. This paper poses this trajectory planning as a graph search on the space-time grid and addresses its computational aspects. When capturing various time scales involved in the wind field over the duration of long exploration mission, the size of the graph becomes excessively large. We show that the adjacency matrix of the graph is block-triangular, and by exploiting this structure, we decompose the large planning problem into several smaller subproblems, whose memory requirement stays almost constant as the problem size grows. The approach is demonstrated on a global reachability analysis of a possible Titan mission scenario.
Keywords :
Venus; graph theory; matrix algebra; position control; reachability analysis; space vehicles; Montgolfiere balloons; Titan; Venus; decomposition algorithm; global reachability analysis; horizontal wind; hot air balloons; moons; planetary exploration; planets; time-varying graph; time-varying wind field; trajectory planning; vehicle system; Atmosphere; Matrix decomposition; Path planning; Planets; Reachability analysis; Saturn; Search problems; Trajectory; Vehicles; Venus; Blocktriangular matrix; Decomposition; Dijkstrás algorithm; Reachability;
Conference_Titel :
Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
Conference_Location :
St. Louis, MO
Print_ISBN :
978-1-4244-3803-7
Electronic_ISBN :
978-1-4244-3804-4
DOI :
10.1109/IROS.2009.5354578