DocumentCode :
664120
Title :
Heterogeneous map merging using WiFi signals
Author :
Erinc, Gorkem ; Balaguer, Benjamin ; Carpin, Stefano
Author_Institution :
Sch. of Eng., Univ. of California, Merced, Merced, CA, USA
fYear :
2013
fDate :
3-7 Nov. 2013
Firstpage :
5258
Lastpage :
5264
Abstract :
We propose a map merging algorithm that is capable of merging together heterogeneous maps independently built by different robots. Heterogeneous map merging is a crucially important problem for scenarios where multiple heterogeneous robots collaborate to provide situational awareness in urban search and rescue, patrolling, and explorations tasks, just to name a few. To remedy the lack of uniform representation between heterogeneous map models, we rely on the ubiquitous presence of WiFi signals in today´s environments. Our solution consists of three steps. First, the overlap between the heterogeneous maps being merged is determined. Second, metric correspondences between overlapping parts are established. Third, the merging is improved by exploiting the structural properties inherent to graph-based maps. Our proposed system is validated using various occupancy grid and appearance-based maps built in real-world conditions, the results of which confirm its strengths. To the best of our knowledge, this is the first solution to the heterogeneous map merging problem.
Keywords :
cartography; robot vision; wireless LAN; WiFi signals; explorations tasks; graph based maps; heterogeneous map merging; metric correspondences; multiple heterogeneous robots; occupancy grid; patrolling; situational awareness; structural properties; urban search and rescue; Classification algorithms; IEEE 802.11 Standards; Merging; Radio frequency; Robots; Support vector machines; Training data;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location :
Tokyo
ISSN :
2153-0858
Type :
conf
DOI :
10.1109/IROS.2013.6697117
Filename :
6697117
Link To Document :
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