Photonic delay-based reservoir computing (RC) has gained considerable attention lately, as it allows for simple technological implementations of the RC concept that can operate at high speed. In this paper, we discuss a practical, compact and robust implementation of photonic delay-based RC, by integrating a laser and a 5.4 cm delay line on an InP photonic integrated circuit. We demonstrate the operation of this chip with 23 nodes at a speed of 0.87 GSa/s, showing performances that is similar to previous non-integrated delay-based setups. We also investigate two other post-processing methods to obtain more nodes in the output layer. We show that these methods improve the performance drastically, without compromising the computation speed
International audienceReservoir computing, originally referred to as an echo state network or a liqu...
Photonic reservoir computing has evolved into a viable contender for the next generation of analog c...
Photonic implementations of reservoir computing (RC) have been receiving considerable attention due ...
Currently, multiple photonic reservoir computing systems show great promise for providing a practica...
International audiencePhotonic delay systems have revolutionized the hardware implementation of Recu...
The recent progress in artificial intelligence has spurred renewed interest in hardware implementati...
International audiencePhotonic implementations of novel information processing schemes based on mach...
Reservoir computing has recently been introduced as a new paradigm in the field of machine learning....
Delayed feedback systems are known to exhibit a rich dynamical behavior, showing a wide variety of d...
We study the role of the system response time in the computational capacity of delay-based reservoir...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
International audienceReservoir computing is an emerging field of research intended to develop novel...
[eng] Semiconductor lasers (SLs) that are subject to delayed optical feedback and external optical i...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
International audienceReservoir computing, originally referred to as an echo state network or a liqu...
Photonic reservoir computing has evolved into a viable contender for the next generation of analog c...
Photonic implementations of reservoir computing (RC) have been receiving considerable attention due ...
Currently, multiple photonic reservoir computing systems show great promise for providing a practica...
International audiencePhotonic delay systems have revolutionized the hardware implementation of Recu...
The recent progress in artificial intelligence has spurred renewed interest in hardware implementati...
International audiencePhotonic implementations of novel information processing schemes based on mach...
Reservoir computing has recently been introduced as a new paradigm in the field of machine learning....
Delayed feedback systems are known to exhibit a rich dynamical behavior, showing a wide variety of d...
We study the role of the system response time in the computational capacity of delay-based reservoir...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
International audienceReservoir computing is an emerging field of research intended to develop novel...
[eng] Semiconductor lasers (SLs) that are subject to delayed optical feedback and external optical i...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
International audienceReservoir computing, originally referred to as an echo state network or a liqu...
Photonic reservoir computing has evolved into a viable contender for the next generation of analog c...
Photonic implementations of reservoir computing (RC) have been receiving considerable attention due ...