TY - GEN
T1 - A Review of Utility and Cost Functions Used in Frontier-Based Exploration Algorithms
AU - Louback da Silva Lubanco, Daniel
AU - Pichler-Scheder, Markus
AU - Schlechter, Thomas
AU - Scherhäufl, Martin
AU - Kastl, Christian
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/11/20
Y1 - 2020/11/20
N2 - Frontier-based exploration can be used in a wide-range of robotics applications. For example, a common utilization of exploration algorithms is in Urban Search and Rescue (USAR). In order to define the next place a robot shall visit, cost or utility functions in frontier-based exploration are often employed. In this paper we compare five different cost or utility functions known in the scientific community which are used in frontierbased exploration algorithms. This paper seeks to address two main goals: (1) to provide and explain utility and cost functions which are used in the exploration problem along with steps of how to implement them; (2) to show the results of each algorithm using a simulated environment. Finally, a discussion about the peculiarities and notable differences between the exploration methods as well as the consequences of their differences is presented.
AB - Frontier-based exploration can be used in a wide-range of robotics applications. For example, a common utilization of exploration algorithms is in Urban Search and Rescue (USAR). In order to define the next place a robot shall visit, cost or utility functions in frontier-based exploration are often employed. In this paper we compare five different cost or utility functions known in the scientific community which are used in frontierbased exploration algorithms. This paper seeks to address two main goals: (1) to provide and explain utility and cost functions which are used in the exploration problem along with steps of how to implement them; (2) to show the results of each algorithm using a simulated environment. Finally, a discussion about the peculiarities and notable differences between the exploration methods as well as the consequences of their differences is presented.
KW - SLAM
KW - exploration
KW - mobile robots
KW - robotics
UR - http://www.scopus.com/inward/record.url?scp=85100334223&partnerID=8YFLogxK
U2 - 10.1109/icrae50850.2020.9310862
DO - 10.1109/icrae50850.2020.9310862
M3 - Conference contribution
SN - 9781728189819
T3 - 2020 5th International Conference on Robotics and Automation Engineering, ICRAE 2020
SP - 187
EP - 191
BT - 2020 5th International Conference on Robotics and Automation Engineering, ICRAE 2020
ER -