Mostra el registre d'ítem simple
Planning surface cleaning tasks by learning uncertain drag actions outcomes
dc.contributor.author | Martínez Martínez, David |
dc.contributor.author | Alenyà Ribas, Guillem |
dc.contributor.author | Torras, Carme |
dc.contributor.other | Institut de Robòtica i Informàtica Industrial |
dc.date.accessioned | 2014-04-25T18:39:15Z |
dc.date.available | 2014-04-25T18:39:15Z |
dc.date.created | 2013 |
dc.date.issued | 2013 |
dc.identifier.citation | Martínez, D.; Alenyà, G.; Torras, C. Planning surface cleaning tasks by learning uncertain drag actions outcomes. A: ICAPS Workshop on Planning and Robotics. "Proceedings of the 2013 ICAPS Workshop on Planning and Robotics". Roma: 2013, p. 106-111. |
dc.identifier.uri | http://hdl.handle.net/2117/22710 |
dc.description.abstract | A method to perform cleaning tasks is presented where a robot manipulator autonomously grasps a textile and uses different dragging actions to clean a surface. Ac- tions are imprecise, and probabilistic planning is used to select the best sequence of actions. The character- ization of such actions is complex because the initial autonomous grasp of the textile introduces differences in the initial conditions that change the efficacy of the robot cleaning actions. We demonstrate that the action outcome probabilities can be learned very fast while the task is being executed, so as to progressively improve robot performance. The learner adds only a little over- head to the system compared to the improvements ob- tained. Experiments with a real robot show that the most effective plan varies depending on the initial grasp, and that plans become better after only a few learning itera- tions |
dc.format.extent | 6 p. |
dc.language.iso | eng |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Robòtica |
dc.subject.lcsh | Robots |
dc.subject.other | intelligent robots learning (artificial intelligence) manipulators planning (artificial intelligence) uncertainty handling |
dc.title | Planning surface cleaning tasks by learning uncertain drag actions outcomes |
dc.type | Conference report |
dc.subject.lemac | Robòtica |
dc.contributor.group | Universitat Politècnica de Catalunya. ROBiri - Grup de Robòtica de l'IRI |
dc.description.peerreviewed | Peer Reviewed |
dc.subject.inspec | Classificació INSPEC::Automation::Robots::Intelligent robots |
dc.relation.publisherversion | http://icaps13.icaps-conference.org/wp-content/uploads/2013/05/planrob13proceedings.pdf |
dc.rights.access | Open Access |
local.identifier.drac | 12673463 |
dc.description.version | Postprint (author’s final draft) |
dc.relation.projectid | info:eu-repo/grantAgreement/EC/FP7/269959/EU/Intelligent observation and execution of Actions and manipulations/INTELLACT |
local.citation.author | Martínez, D.; Alenyà, G.; Torras, C. |
local.citation.contributor | ICAPS Workshop on Planning and Robotics |
local.citation.pubplace | Roma |
local.citation.publicationName | Proceedings of the 2013 ICAPS Workshop on Planning and Robotics |
local.citation.startingPage | 106 |
local.citation.endingPage | 111 |