Description
Neuromorphic Photonics
Coordinators: Prucnal Paul R., Shastri Bhavin J.
Language: EnglishSubjects for Neuromorphic Photonics:
Keywords
Continuous Time Recurrent Neural Networks; neuromorphic computing; Reservoir Computing; ultrafast cognitive computing; Microring Resonator; neural networks; SOA; neuromorphic processor; Weight Bank; photonic interconnects; Silicon Photonics; carrier and photon dynamics; SOI; Bhavin J; Shastri; Excitable Lasers; Malvin Carl Teich; Input Signal; Excitatory Pulses; IEEE Photon; Microdisk Lasers; EDFAs; Drop Port; Optical Injection; Independent Component Analysis; PN Junction; WDM Channel; Silicon Waveguide; WDM Signal; Functional Neural Network; Bus Waveguide; Spike Processing; Carrier Density; WDM
· 15.6x23.4 cm · Hardback
Description
/li>Contents
/li>Biography
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This book sets out to build bridges between the domains of photonic device physics and neural networks, providing a comprehensive overview of the emerging field of "neuromorphic photonics." It includes a thorough discussion of evolution of neuromorphic photonics from the advent of fiber-optic neurons to today?s state-of-the-art integrated laser neurons, which are a current focus of international research. Neuromorphic Photonics explores candidate interconnection architectures and devices for integrated neuromorphic networks, along with key functionality such as learning. It is written at a level accessible to graduate students, while also intending to serve as a comprehensive reference for experts in the field.
Neuromorphic Engineering. Primer on Spike Processing and Excitability. Primer on Photonics. Spike Processing with SOA Dynamics. Excitable Laser for Unified Spike Processing. Semiconductor Photonic Devices as Excitable Processors. Silicon Photonics. Weighted Photonic Network Integration. Photonic Weight Banks. Processing-Network Node. System Architecture. Principles of Neural Network Learning. Photonic Reservoir Computing. Neuromorphic Platforms Comparison.
Paul R. Prucnal Paul Prucnal is a Professor of Electrical Engineering at Princeton University. In 1988, he joined the faculty at Princeton University, where he served as the Founding Director of Princeton's Center for Photonics and Optoelectronic Materials, and is currently the Director of the Center for Network Science and Applications. He has authored or co-authored more than 350 journal papers and book chapters and holds 22 U.S. patents. He is a Fellow of both the Optical Society of America (OSA) and the Institute of Electrical and Electronics Engineers (IEEE), for his contributions to the field.
Bhavin J. Shastri is currently an Associate Research Scholar at Princeton University, Princeton, NJ, USA. His research interests include: beyond-CMOS and More-than-Moore devices; excitable (graphene) lasers; programmable photonic integrated circuits; photonic interconnects; beyond von Neumann architectures; ultrafast cognitive (neuromorphic) computing; photonic spike processing; and high-speed RF circuits. Dr. Shastri is Member of the Institute of Electrical and Electronics Engineers (IEEE) and the Optical Society of America (OSA).
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