The Abstracts of the international conference on advanced mechatronics toward evolutionary fusion of IT and mechatronics ICAM · 2010 · 20 citations · 19 references
EngineeringComputer ScienceRobotics EngineeringMachine LearningMobile RoboticsRoboticsRobot LocalizationRobot SensorsCurated Data SetsGas DistributionGas Flow DistributionSource Localization
In this paper, we present our initial experiments to collect a database for studying mobile robot olfaction. Mobile robots with olfactory sensing capabilities are expected to be used in various applications including gas distribution mapping and gas source localization. Owing to the turbulent nature of the airflow field and the gas distribution, these robots must be equipped with algorithms that can cope with chaotic environments. Since it is important to check the applicability of such algorithms in a diversity of environments, we propose to build a database with which the users can test the performances of their own algorithms in various environments. The database collected so far consists of two parts: a basic data set collected in a well-characterized controlled indoor environment and applied data sets collected in uncontrolled indoor and outdoor environments. A result of applying the database for testing a gas-source localization algorithm are shown as an example. We believe that such database will accelerate the research advancements on mobile robot olfaction.
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Odor Plumes and How Insects Use Them
John Murlis, Joseph S. Elkinton, Ring T. Cardé · Annual Review of Entomology · 1992 · 738 citations
Life Sciences, Entomology, Nutrition +12
Distributed odor source localization
A.T. Hayes, Alcherio Martinoli, R.M. Goodman · IEEE Sensors Journal · 2002 · 451 citations
The New College Vision and Laser Data Set
Mike Smith, Ian Baldwin, Winston Churchill et al. · The International Journal of Robotics Research · 2009 · 310 citations