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Event-Based Neuromorphic Systems

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Release : 2015-02-16
Genre : Technology & Engineering
Kind : eBook
Book Rating : 496/5 ( reviews)

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Book Synopsis Event-Based Neuromorphic Systems by : Shih-Chii Liu

Download or read book Event-Based Neuromorphic Systems written by Shih-Chii Liu. This book was released on 2015-02-16. Available in PDF, EPUB and Kindle. Book excerpt: Neuromorphic electronic engineering takes its inspiration from the functioning of nervous systems to build more power efficient electronic sensors and processors. Event-based neuromorphic systems are inspired by the brain's efficient data-driven communication design, which is key to its quick responses and remarkable capabilities. This cross-disciplinary text establishes how circuit building blocks are combined in architectures to construct complete systems. These include vision and auditory sensors as well as neuronal processing and learning circuits that implement models of nervous systems. Techniques for building multi-chip scalable systems are considered throughout the book, including methods for dealing with transistor mismatch, extensive discussions of communication and interfacing, and making systems that operate in the real world. The book also provides historical context that helps relate the architectures and circuits to each other and that guides readers to the extensive literature. Chapters are written by founding experts and have been extensively edited for overall coherence. This pioneering text is an indispensable resource for practicing neuromorphic electronic engineers, advanced electrical engineering and computer science students and researchers interested in neuromorphic systems. Key features: Summarises the latest design approaches, applications, and future challenges in the field of neuromorphic engineering. Presents examples of practical applications of neuromorphic design principles. Covers address-event communication, retinas, cochleas, locomotion, learning theory, neurons, synapses, floating gate circuits, hardware and software infrastructure, algorithms, and future challenges.

Neuromorphic Engineering Systems and Applications

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Release : 2015-07-05
Genre : Computational neuroscience
Kind : eBook
Book Rating : 54X/5 ( reviews)

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Book Synopsis Neuromorphic Engineering Systems and Applications by : André van Schaik

Download or read book Neuromorphic Engineering Systems and Applications written by André van Schaik. This book was released on 2015-07-05. Available in PDF, EPUB and Kindle. Book excerpt: Neuromorphic engineering has just reached its 25th year as a discipline. In the first two decades neuromorphic engineers focused on building models of sensors, such as silicon cochleas and retinas, and building blocks such as silicon neurons and synapses. These designs have honed our skills in implementing sensors and neural networks in VLSI using analog and mixed mode circuits. Over the last decade the address event representation has been used to interface devices and computers from different designers and even different groups. This facility has been essential for our ability to combine sensors, neural networks, and actuators into neuromorphic systems. More recently, several big projects have emerged to build very large scale neuromorphic systems. The Telluride Neuromorphic Engineering Workshop (since 1994) and the CapoCaccia Cognitive Neuromorphic Engineering Workshop (since 2009) have been instrumental not only in creating a strongly connected research community, but also in introducing different groups to each other’s hardware. Many neuromorphic systems are first created at one of these workshops. With this special research topic, we showcase the state-of-the-art in neuromorphic systems.

Sensing and Processing Bio-signals Using Parallel Asynchronous Event-based Neuromorphic Systems

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Release : 2023
Genre :
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Sensing and Processing Bio-signals Using Parallel Asynchronous Event-based Neuromorphic Systems by : Matteo Pero Cartiglia

Download or read book Sensing and Processing Bio-signals Using Parallel Asynchronous Event-based Neuromorphic Systems written by Matteo Pero Cartiglia. This book was released on 2023. Available in PDF, EPUB and Kindle. Book excerpt:

Neuromorphic Engineering Systems and Applications

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Release : 2021-12-01
Genre : Science
Kind : eBook
Book Rating : 232/5 ( reviews)

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Book Synopsis Neuromorphic Engineering Systems and Applications by : Chiara Bartolozzi

Download or read book Neuromorphic Engineering Systems and Applications written by Chiara Bartolozzi. This book was released on 2021-12-01. Available in PDF, EPUB and Kindle. Book excerpt:

Neuromorphic Photonics

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Release : 2017-05-08
Genre : Science
Kind : eBook
Book Rating : 244/5 ( reviews)

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Book Synopsis Neuromorphic Photonics by : Paul R. Prucnal

Download or read book Neuromorphic Photonics written by Paul R. Prucnal. This book was released on 2017-05-08. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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