Photonic reservoir computing is a hardware implementation of the concept of reservoir computing which comes from the field of machine learning and artificial neural networks. This concept is very useful for solving all kinds of classification and recognition problems. Examples are time series prediction, speech and image recognition. Reservoir computing often competes with the state-of-the-art. Dedicated photonic hardware would offer advantages in speed and power consumption. We show that a network of coupled semiconductor optical amplifiers can be used as a reservoir by using it on a benchmark isolated words recognition task. The results are comparable to existing software implementations and fabrication tolerances can actually improve the...
Reservoir computing is a recent bio-inspired approach for processing time-dependent signals. It has ...
Reservoir computing is a recently introduced, highly efficient bio-inspired approach for processing ...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...
Photonic reservoir computing is a hardware implementation of the concept of reservoir computing whic...
Despite ever increasing computational power, recognition and classification problems remain challeng...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
We propose photonic reservoir computing as a new approach to optical signal processing in the contex...
We propose photonic reservoir computing as a new approach to optical signal processing and it can be...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
Reservoir Computing[1] is a new approach to study and use Neural Networks, which try to mimic a brai...
We present a complex network of interconnected optical structures for information processing. This n...
Photonic reservoir computing has evolved into a viable contender for the next generation of analog c...
We present our latest results on silicon photonics neuromorphic information processing based a.o. on...
For many challenging problems where the mathematical description is not explicitly defined, artifici...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
Reservoir computing is a recent bio-inspired approach for processing time-dependent signals. It has ...
Reservoir computing is a recently introduced, highly efficient bio-inspired approach for processing ...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...
Photonic reservoir computing is a hardware implementation of the concept of reservoir computing whic...
Despite ever increasing computational power, recognition and classification problems remain challeng...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
We propose photonic reservoir computing as a new approach to optical signal processing in the contex...
We propose photonic reservoir computing as a new approach to optical signal processing and it can be...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
Reservoir Computing[1] is a new approach to study and use Neural Networks, which try to mimic a brai...
We present a complex network of interconnected optical structures for information processing. This n...
Photonic reservoir computing has evolved into a viable contender for the next generation of analog c...
We present our latest results on silicon photonics neuromorphic information processing based a.o. on...
For many challenging problems where the mathematical description is not explicitly defined, artifici...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
Reservoir computing is a recent bio-inspired approach for processing time-dependent signals. It has ...
Reservoir computing is a recently introduced, highly efficient bio-inspired approach for processing ...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...