Photonic neuromorphic information processing and reservoir computing
Alessio Lugnan, Andrew Katumba, Floris Laporte, Matthias Freiberger, Stijn Sackesyn, Chonghuai Ma, Emmanuel Gooskens, Joni Dambre, Peter Bienstman
Abstract
Photonic neuromorphic computing is attracting tremendous research interest now, catalyzed in no small part by the rise of deep learning in many applications. In this paper, we will review some of the exciting work that has been going in this area and then focus on one particular technology, namely, photonic reservoir computing.
Topics & Concepts
Neuromorphic engineeringReservoir computingPhotonicsComputer scienceFocus (optics)Deep learningComputer architectureArtificial intelligenceArtificial neural networkMaterials scienceRecurrent neural networkPhysicsOptoelectronicsOpticsNeural Networks and Reservoir ComputingOptical Network TechnologiesAdvanced Memory and Neural Computing