TY - GEN
T1 - Prediction of action outcomes using an object model
AU - Ruiz-Ugalde, Federico
AU - Cheng, Gordon
AU - Beetz, Michael
PY - 2010
Y1 - 2010
N2 - When a robot wants to manipulate an object, it needs to know what action to execute to obtain the desired result. In most of the cases, the actions that can be applied to an object consist of exerting forces to it. If a robot is able to predict what will happen to an object when some force is applied to it, then it's possible to build a controller that solves the inverse problem of what force needs to be applied in order to get a desired result. To accomplish this, the first task is to build an object model and second to get the right parameters for it. The goals of this paper are 1) to demonstrate the use of an object model to predict outcomes of actions, and 2) to adapt this model to an specific object instance for a specific robot.
AB - When a robot wants to manipulate an object, it needs to know what action to execute to obtain the desired result. In most of the cases, the actions that can be applied to an object consist of exerting forces to it. If a robot is able to predict what will happen to an object when some force is applied to it, then it's possible to build a controller that solves the inverse problem of what force needs to be applied in order to get a desired result. To accomplish this, the first task is to build an object model and second to get the right parameters for it. The goals of this paper are 1) to demonstrate the use of an object model to predict outcomes of actions, and 2) to adapt this model to an specific object instance for a specific robot.
UR - http://www.scopus.com/inward/record.url?scp=78651494085&partnerID=8YFLogxK
U2 - 10.1109/IROS.2010.5649552
DO - 10.1109/IROS.2010.5649552
M3 - Conference contribution
AN - SCOPUS:78651494085
SN - 9781424466757
T3 - IEEE/RSJ 2010 International Conference on Intelligent Robots and Systems, IROS 2010 - Conference Proceedings
SP - 1708
EP - 1713
BT - IEEE/RSJ 2010 International Conference on Intelligent Robots and Systems, IROS 2010 - Conference Proceedings
T2 - 23rd IEEE/RSJ 2010 International Conference on Intelligent Robots and Systems, IROS 2010
Y2 - 18 October 2010 through 22 October 2010
ER -