TY - GEN
T1 - Location dependent variable information gain approach to multi robot coverage problem
AU - Turanli, Mert
AU - Temeltas, Hakan
PY - 2011
Y1 - 2011
N2 - In this paper, we propose a new approach for selecting and updating information gains for multi robot exploration problem. The exploration problem, also known as coverage problem, is converted into an optimization problem in which solution of a distributed objective function has to be found. In this work, information gain part of the objective function consists of two different parts, a static and a dynamic part. The dynamic part provides weighting the dense areas in sense of information and it is also updated at each optimization step. In order to find a control law, objective function is solved using frontiers and dynamic Voronoi partitions. Additionally, a case study of mine clearance is given with simulation results.
AB - In this paper, we propose a new approach for selecting and updating information gains for multi robot exploration problem. The exploration problem, also known as coverage problem, is converted into an optimization problem in which solution of a distributed objective function has to be found. In this work, information gain part of the objective function consists of two different parts, a static and a dynamic part. The dynamic part provides weighting the dense areas in sense of information and it is also updated at each optimization step. In order to find a control law, objective function is solved using frontiers and dynamic Voronoi partitions. Additionally, a case study of mine clearance is given with simulation results.
UR - http://www.scopus.com/inward/record.url?scp=81055138855&partnerID=8YFLogxK
U2 - 10.1109/ICMA.2011.5986369
DO - 10.1109/ICMA.2011.5986369
M3 - Conference contribution
AN - SCOPUS:81055138855
SN - 9781424481149
T3 - 2011 IEEE International Conference on Mechatronics and Automation, ICMA 2011
SP - 1717
EP - 1722
BT - 2011 IEEE International Conference on Mechatronics and Automation, ICMA 2011
T2 - 2011 IEEE International Conference on Mechatronics and Automation, ICMA 2011
Y2 - 7 August 2011 through 10 August 2011
ER -