TY - JOUR
T1 - Application of the analytic hierarchy process on automatic exploration method for a mobile robot working environment map building
AU - Kim, Sejin
AU - Yi, Hak
AU - Kim, Changwon
N1 - Publisher Copyright:
© ICROS 2018.
PY - 2018
Y1 - 2018
N2 - In this paper, an automatic Simultaneous Localization and Mapping (SLAM) method is studied. This method is based on Grid-based FastSLAM and frontier-based exploration. Firstly, the Grid-based FastSLAM generates an occupied grid map that is intuitive and that easily generates the frontiers that are required for frontier-based exploration. To execute a SLAM, the robot must move to a frontier to explore the unknown area in order to update the map. Before the robot selects a frontier as a sub-target, it has to select a frontier for efficient map building. In this research, a method for selecting a frontier among several candidates is suggested by means of the Analytic Hierarchy Process, which is a multi-objective decision making method. In the simulations, several cases are studied to demonstrate the performances of the proposed method and the results are compared with conventional frontier selection method.
AB - In this paper, an automatic Simultaneous Localization and Mapping (SLAM) method is studied. This method is based on Grid-based FastSLAM and frontier-based exploration. Firstly, the Grid-based FastSLAM generates an occupied grid map that is intuitive and that easily generates the frontiers that are required for frontier-based exploration. To execute a SLAM, the robot must move to a frontier to explore the unknown area in order to update the map. Before the robot selects a frontier as a sub-target, it has to select a frontier for efficient map building. In this research, a method for selecting a frontier among several candidates is suggested by means of the Analytic Hierarchy Process, which is a multi-objective decision making method. In the simulations, several cases are studied to demonstrate the performances of the proposed method and the results are compared with conventional frontier selection method.
KW - Analytic hierarchy process
KW - Exploration
KW - FastSLAM
KW - Frontier-based exploration
KW - SLAM
UR - http://www.scopus.com/inward/record.url?scp=85058657466&partnerID=8YFLogxK
U2 - 10.5302/J.ICROS.2018.18.0170
DO - 10.5302/J.ICROS.2018.18.0170
M3 - Article
AN - SCOPUS:85058657466
SN - 1976-5622
VL - 24
SP - 1170
EP - 1176
JO - Journal of Institute of Control, Robotics and Systems
JF - Journal of Institute of Control, Robotics and Systems
IS - 12
ER -