Multi-robot formations for area coverage in space applications
Jürgen Leitner
Master's thesis accepted at Helsinki University of Technology (Espoo, Finland) in 2009.
Abstract
This thesis presents two algorithmic implementations of multi-robot formation control for the area coverage problem. It uses a space exploration scenario, with a marsupial robot society, for tasks like mapping, habitat construction, etc. The solutions are though applicable to a wider range of applications, since area coverage is seen as one of the canonical problems in multi-robot application.
Starting with an overview of multi-robot systems in space applications, both currently in use and planned for the near future, it then presents the two algorithms and their implementation in C++: (i) a vector force based implementation and (ii) a machine learning approach. The second is based on an organizational-learning oriented classifier system (OCS) introduced by Takadama an evolution of Holland's learning classifier system (LCS). To ease the development, testing and evaluation of the control algorithms a simulator, named SMRTCTRL, was implemented during a 3 months research stay at the University of Tokyo.
The vector-based control approach was tested using a multi-robot society of LEGO Mindstorms Robots and a comparison of the two algorithm was done with the help of the simulator
Keywords: space robotics, multi-robot cooperation, area coverage, machine learning, simulation, formation control, Learning Classifer Systems, LCS
Reference in IEEE format
"Multi-robot formations for area coverage in space applications",
M.Sc. thesis, Helsinki University of Technology, Espoo, Finland, 2009.
Detailed information
| Author | Jürgen Leitner |
| Publication type | Master's thesis |
| Publication language | English |
| Title in original language | Multi-robot formations for area coverage in space applications |
| Electronic publication | http://lib.tkk.fi/Dipl/2009/urn100003.pdf |
| Publication year | 2009 |
| Subject | Automaatiotekniikka (Aut-84) |
| Supervisor | Aarne Halme and Kalevi Hyyppä |
| Instructor | Shinichi Nakasuka and Tapio Taipalus |
| Department | Automaatio- ja systeemitekniikan laitos |
| Pages | 99 |
| Location | T |
| Data entered | 2009-09-07 / 2010-03-19 (TKKDOC) |
BibTeX
@mastersthesis{Leitner2009:INSSI38502,
author = {Leitner, Jürgen},
title = {Multi-robot formations for area coverage in space applications},
year = {2009},
url = {http://lib.tkk.fi/Dipl/2009/urn100003.pdf},
school = {Helsinki University of Technology},
address = {Espoo, Finland}
}
