Guillem Alenyà holds a tenured position at Spanish Scientific Research Council CSIC. He received a PhD degree (Doctor Europeus) from UPC in 2007 with a work on mobile robot navigation using active contours, which he partly developed at the Robosoft company in France, where he was supported by a EU-FP6 Marie-Curie scholarship. He has been visitor at KIT-Karlsruhe (2007), INRIA-Grenoble (2008) and BRL-Bristol(2016). He has participated in numerous scientific and technological transfer projects involving image understanding, next-best-view, rule learning and plan execution tasks. From Jan 2009 to Apr 2011 he served as head of the Robotics Department and is currently part of IRI’s board.
Research interests & selected publications
Robot adaptation for assistive robotics
G. Canal, G. Alenyà, and C. Torras, “Adapting robot task planning to user preferences: an assistive shoe dressing example,” Autonomous Robots, 2018.
A. Andriella, G. Alenyà, J. Hernandez-Farigola, and C. Torras, “Deciding the different robot roles for patient cognitive training,” International Journal of Human-Computer Studies, vol. 117, pp. 20–29, 2018.
G. Canal, E. Pignat, G. Alenyà, S. Calinon, and C. Torras, “Joining High-Level Symbolic Planning with Low-Level Motion Primitives in Adaptive HRI: Application to Dressing Assistance,” in IEEE International Conference on Robotics and Automation, 2018, pp. 3273–3278.
Learning for manipulation under uncertainty
D. Martínez, G. Alenyà, and C. Torras, “Relational reinforcement learning with guided demonstrations,” Artificial Intelligence, vol. 247, pp. 295–312, 2017.
D. Martínez, G. Alenyà, T. Ribeiro, K. Inoue, and C. Torras, “Relational Reinforcement Learning for Planning with Exogenous Effects,” Journal of Machine Learning Research, vol. 18, no. 78, pp. 1–44, 2017.
D. Martínez, G. Alenyà, and C. Torras, “V-MIN: Efficient reinforcement learning through demonstrations and relaxed reward demands,” in Proceedings of the AAAI Conference on Artificial Intelligence, 2015, pp. 2857–2863.
Manipulation of deformable objects
A. Ramisa, G. Alenyà, F. Moreno-Noguer, and C. Torras, “A 3D descriptor to detect task-oriented grasping points in clothing,” Pattern Recognition, vol. 60, pp. 936–948, 2016.
E. Corona, G. Alenyà, T. Gabas, and C. Torras, “Active garment recognition and target grasping point detection using deep learning,” Pattern Recognition, vol. 74, pp. 629–641, 2018.
A. Ramisa, G. Alenyà, F. Moreno-Noguer, and C. Torras, “Learning RGB-D descriptors of garment parts for informed robot grasping,” Engineering Applications of Artificial Intelligence, vol. 35, pp. 246–258, 2014.
Time-of-flight cameras for plant monitoring
S. Foix, G. Alenyà, and C. Torras, “Task-driven active sensing framework applied to leaf probing,” Computers and Electronics in Agriculture, vol. 147, pp. 166–175, 2018.
S. Foix, G. Alenyà, and C. Torras, “Lock-in time-of-flight (ToF) cameras: a survey,” IEEE Sensors Journal, vol. 11, no. 9, pp. 1917–1926, 2011.
W. Kazmi, S. Foix, G. Alenyà, and H. J. Andersen, “Indoor and outdoor depth imaging of leaves with time-of-flight and stereo vision sensors: Analysis and comparison,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 88, pp. 128–146, 2014.
SOCRATES is a MSCA-ITN about the effect of Interation Quality in social robots.
IMAGINE is a H2020 project that seeks to enable robots to understand the structure of their environment and how it is affected by their actions.
SIMBIOTS is a RIS3CAT project co-funded with European Union ERDF funds (European Regional Development Fund) to introduce new collaborative robots into the production chain.
- Gerard Canal Camprodon (PhD student - FPU grant) Adapting robot performance to user preferences learned from visual monitoring
- Antonio Andriella (PhD student - Marie Curie grant) Robot personalization
- Alejandro Suarez (PhD student - FI grant)
- Alberto Olivares (PhD student - project grant)
Alberto San Miguel (PhD student - FPI MdM grant)
- Maria Vila (project support) nen@iri
- Laia Freixas (project support)
- Irene Garcia (project support) nen@iri
- Marc Dominguez (project support) nen@iri
- Ferran Martinez (project support) nen@iri
- Rishabh Jangir (project support)