Miguel C. Soriano
- IFISC (CSIC-UIB)
- Campus Universitat de les Illes Balears E-07122 Palma de Mallorca. Spain
- Oficina 104 - B
- +34 971 17 13 14
- miguel@ifisc.uib-csic.es
- Pàgina web: http://ifisc.uib-csic.es/miguel/
Perfil
Miguel C. Soriano (Miguel Cornelles Soriano) holds a "Ramón y Cajal" research position at the Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC). His research line covers the topics of information processing based on reservoir computing and nonlinear dynamics. His main research interests also include the experimental and numerical study of semiconductor lasers subject to delayed-coupling and the synchronization of chaotic oscillators.
Publicacions recents
Unveiling the role of plasticity rules in reservoir computing
Morales, Guillermo B.; Mirasso, Claudio R.; Soriano, Miguel C.Neurocomputing 461, 705-715 (2021)
Information Processing Capacity of a Single-Node Reservoir Computer: An Experimental Evaluation
Vettelschoss, Benedikt; Röhm, André; Soriano, Miguel C.IEEE Transactions on Neural Networks and Learning Systems , (2021)
Analog information processing with time-multiplexed optoelectronic systems
Goldmann, Mirko; Fischer, Ingo; Soriano, Miguel C.Emerging Topics in Artificial Intelligence (ETAI) 2021, International Society for Optics and Photonics, 11804, 118041X (2021)
Quantum reservoir computing in bosonic networks
Mujal, Pere; Nokkala, Johannes; Martinez-Peña, Rodrigo; García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, RobertaEmerging Topics in Artificial Intelligence (ETAI) 2021, SPIE, International Society for Optics and Photonics, 11804, 20-29 (2021)
Dynamical phase transitions in quantum reservoir computing
Martínez-Peña, Rodrigo; Giorgi, Gian Luca; Nokkala, Johannes; Soriano, Miguel C.; Zambrini, RobertaPhysical Review Letters 127, 100502 (1-7) (2021)
Projectes de recerca recents i vigents
POST-DIGITAL
POST-DIGITAL: Neuromorphic computing in photonic and other nonlinear media
I.P.: Ingo Fischer, Claudio Mirasso
POST-DIGITAL is a Marie Skłodowska-Curie Innovative Training Network, funded by the European Union’s Horizon 2020 research and innovation programme. POST-DIGITAL is committed to form a new generation of engineers and researchers, affording ...
ADOPD
Adaptive Optical Dendrites
I.P.: Ingo Fischer, Claudio Mirasso
The increased demand for computation with low energy consumption requires entirely novel hardware concepts. In ADOPD we develop ultra-fast computational units based on optical-fiber technologies exploiting information processing principles used by neurons ...
QuaResC
Quantum machine learning using reservoir computing
I.P.: Miguel C. Soriano, Roberta Zambrini
The QuaResC project engages in a new collaboration UIB and CSIC researchers at IFISC with the objective to address an interdisciplinary topic between artificial intelligence and quantum physics: quantum machine learning using ...
QUAREC
Machine learning with quantum reservoir computing
I.P.: Roberta Zambrini
Project funded by the government of the Balearic Islands with the goal of extending Reservoir Computing into the quantum domain. The project is mainly theoretical/numerical, but also deals with the identification of ...