Title :
Minimum-Energy Robotic Exploration: A Formulation and an Approach
Author :
Salan, Serge ; Drumwright, Evan ; King-Ip Lin
Author_Institution :
Dept. of Comput. Sci., Washington & Lee Univ., Lexington, VA, USA
Abstract :
This technical correspondence is concerned with the problem of autonomous robot exploration in a 3-D world. It provides a better understanding of exploration problems with regard to their mathematical formulation, and present a means to evaluate the performance of future algorithms designed to solve it. In addition, an approach capable of being implemented on articulated robotic systems is proposed. The presented algorithm possesses completeness properties, and typically chooses navigation paths that increase the robot´s knowledge of its environment while expending minimal energy. It is compared to other exploration approaches capable of being implemented on high-degree-of-freedom robots. The comparison, performed in simulation, shows the significance of reducing energy during the exploration process.
Keywords :
energy conservation; mobile robots; path planning; 3-D world; articulated robotic systems; autonomous robot exploration; energy reduction; exploration process; high-degree-of-freedom robots; minimal energy expenditure; minimum-energy robotic exploration; navigation paths; Collision avoidance; Entropy; Manipulators; Planning; Robot sensing systems; Energy consumption; path planning; robot sensing systems;
Journal_Title :
Systems, Man, and Cybernetics: Systems, IEEE Transactions on
DOI :
10.1109/TSMC.2014.2332297