Title: Initial position estimation of a mobile robot with a laser range finder by differential evolution
Authors: M. Tanaka; K. Kochi
Addresses: Department of Intelligence and Informatics, Konan University, 8-9-1 Okamoto, Higashinada-ku, Kobe 658-8501, Japan ' Department of Intelligence and Informatics, Konan University, 8-9-1 Okamoto, Higashinada-ku, Kobe 658-8501, Japan
Abstract: For autonomous mobile robots, it is essential to have a capability of estimating its own position and orientation based on some sensing data. This problem is called 'localisation' in robotics societies. This paper treats the portion of localisation problems at the beginning of the movement. In this paper, we consider the case when the local sensor attached to the mobile robot is only a laser range finder. The unknown variables to be estimated are the 2-D position and the orientation. This problem can be solved by general algorithms for non-linear optimisation, and among them, we apply differential evolution. As the fitness function, we use the mixture probability density function that can meet various conditions of scanning targets. The usefulness of the proposed method is demonstrated through experiments.
Keywords: global localisation; differential evolution; mobile robots; laser range finder; computer vision; initial position; position estimation; robot positioning; robot pose; robot orientation; robot localisation; robot sensors.
International Journal of Advanced Mechatronic Systems, 2013 Vol.5 No.6, pp.373 - 382
Received: 08 May 2021
Accepted: 12 May 2021
Published online: 19 Mar 2014 *