Adrià Colomé Figueras
Postdoc
Subline:
acolome (at) iri.upc.edu
93 4013383
As leader
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UPC Project
Start Date: 01/07/2020
As contributor
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European Project
Start Date: 01/01/2018
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Regional Project
Start Date: 01/01/2017
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National Project
Start Date: 01/01/2018
Publications
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J.A. Delgado-Guerrero, A. Colomé and C. Torras. Contextual policy search for micro-data robot motion learning through covariate Gaussian process latent variable models, 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020, Las Vegas, NV, USA, to appear.
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J.A. Delgado-Guerrero, A. Colomé and C. Torras. Sample-efficient robot motion learning using Gaussian process latent variable models, 2020 IEEE International Conference on Robotics and Automation, 2020, Online, to appear.
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D. Parent, A. Colomé and C. Torras. Variable impedance control in Cartesian latent space while avoiding obstacles in null space, 2020 IEEE International Conference on Robotics and Automation, 2020, Online, to appear.
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A. Colomé and C. Torras. Reinforcement Learning of Bimanual Robot Skills. Volume 134 of Springer Tracts in Advanced Robotics. Springer, 2020.
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F. Amadio, A. Colomé and C. Torras. Exploiting symmetries in reinforcement learning of bimanual robotic tasks. IEEE Robotics and Automation Letters, 4(2): 1838-1845, 2019.
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A. Colomé and C. Torras. Dimensionality reduction in learning Gaussian mixture models of movement primitives for contextualized action selection and adaptation. IEEE Robotics and Automation Letters, 3(4): 3922-3929, 2018.
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A. Colomé and C. Torras. Dimensionality reduction for dynamic movement primitives and application to bimanual manipulation of clothes. IEEE Transactions on Robotics, 34(3): 602-615, 2018.
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A. Jevtić, A. Colomé, G. Alenyà and C. Torras. Robot motion adaptation through user intervention and reinforcement learning. Pattern Recognition Letters, 105: 67-75, 2018.
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A. Colomé, S. Foix, G. Alenyà and C. Torras. Reward-weighted GMM and its application to action-selection in robotized shoe dressing, 3rd Iberian Robotics Conference, 2017, Seville, in Robot 2017: Third Iberian Robotics Conference, Vol 694 of Advances in Intelligent Systems and Computing, pp. 141-152, Springer.
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A. Colomé and C. Torras. Demonstration-free contextualized probabilistic movement primitives, further enhanced with obstacle avoidance, 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2017, Vancouver, Canada, pp. 3190-3195.
Abstract
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