TY - JOUR
T1 - Application of artificial neural networks in autonomous mission planning for planetary rovers
AU - Li, Zhaoyu
AU - Xu, Rui
AU - Ma, Yanhan
N1 - Publisher Copyright:
© Copyright owned by the author(s) under the terms of the Creative Commons.
PY - 2015
Y1 - 2015
N2 - The mission planning is a field of Artificial Intelligence (AI), which is intractable in the general case. The mission planning problems are usually complex and difficult to be solved by conventional techniques. Practically, researchers turn to solve these problems which are limited by deterministic parameters with all kinds of heuristic algorithms. As to the problems in real world, these approaches are defective sometimes because of complex constraints. In this study, artificial neural networks (ANN) are applied to the mission planning. The utilization of artificial neural networks on solving planning problems is also examined; at the same time, an ANN model is developed by using multiple layer perceptron networks and carried out to solve a real world problem in rover domain.
AB - The mission planning is a field of Artificial Intelligence (AI), which is intractable in the general case. The mission planning problems are usually complex and difficult to be solved by conventional techniques. Practically, researchers turn to solve these problems which are limited by deterministic parameters with all kinds of heuristic algorithms. As to the problems in real world, these approaches are defective sometimes because of complex constraints. In this study, artificial neural networks (ANN) are applied to the mission planning. The utilization of artificial neural networks on solving planning problems is also examined; at the same time, an ANN model is developed by using multiple layer perceptron networks and carried out to solve a real world problem in rover domain.
UR - http://www.scopus.com/inward/record.url?scp=84988651245&partnerID=8YFLogxK
U2 - 10.22323/1.259.0054
DO - 10.22323/1.259.0054
M3 - Conference article
AN - SCOPUS:84988651245
SN - 1824-8039
VL - 12-13-September-2015
JO - Proceedings of Science
JF - Proceedings of Science
M1 - 054
T2 - 5th International Conference on Computer Engineering and Networks, CENet 2015
Y2 - 12 September 2015 through 13 September 2015
ER -