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Autonomous Exploration
Technology Category: Robotic Technology
Description:
Exploration gathers information about the unknown. This information
can come in many forms, from knowledge of new terrain, to
rock geology, to lifeforms. The value of these different information
forms to an explorer is determined by a set of information
metrics, one for each form of information, that depend on
the goal of the exploration task. As explorations become more
complex, increasing numbers of information metrics must be
considered in order to succeed. These multiple information
metrics must be considered simultaneously during exploration
and often conflict with each other to compete for the finite
resources of the explorer. Exploration also involves making
decisions, based on the collected information, to test hypotheses
and collect more information in an efficient manner.
This research introduces a new exploration technique which actively
considers how much information can be gained from taking sensor
readings as well as the cost of collecting this information.
The methodology can consider multiple metrics of information
simultaneously - such as finding new terrain and identifying
rock type - as it explores and these information metrics can
be easily changed to perform new and different exploration
tasks. The method considers the costs, such as driving, sensing
and planning times, associated with collecting the information.
Exploration plans are produced which maximize the utility,
information gain minus exploration costs, to the exploring
robot.
Point of Contact: Stewart
Moorehead (509) 372-4721
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