Application of FPGA to Real‐Time Machine Learning

Hardware Reservoir Computers and Software Image Processing

Nonfiction, Science & Nature, Technology, Lasers, Computers, Application Software, Computer Graphics
Cover of the book Application of FPGA to Real‐Time Machine Learning by Piotr Antonik, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Piotr Antonik ISBN: 9783319910536
Publisher: Springer International Publishing Publication: May 18, 2018
Imprint: Springer Language: English
Author: Piotr Antonik
ISBN: 9783319910536
Publisher: Springer International Publishing
Publication: May 18, 2018
Imprint: Springer
Language: English

This book lies at the interface of machine learning – a subfield of computer science that develops algorithms for challenging tasks such as shape or image recognition, where traditional algorithms fail – and photonics – the physical science of light, which underlies many of the optical communications technologies used in our information society. It provides a thorough introduction to reservoir computing and field-programmable gate arrays (FPGAs).

Recently, photonic implementations of reservoir computing (a machine learning algorithm based on artificial neural networks) have made a breakthrough in optical computing possible. In this book, the author pushes the performance of these systems significantly beyond what was achieved before. By interfacing a photonic reservoir computer with a high-speed electronic device (an FPGA), the author successfully interacts with the reservoir computer in real time, allowing him to considerably expand its capabilities and range of possible applications. Furthermore, the author draws on his expertise in machine learning and FPGA programming to make progress on a very different problem, namely the real-time image analysis of optical coherence tomography for atherosclerotic arteries.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book lies at the interface of machine learning – a subfield of computer science that develops algorithms for challenging tasks such as shape or image recognition, where traditional algorithms fail – and photonics – the physical science of light, which underlies many of the optical communications technologies used in our information society. It provides a thorough introduction to reservoir computing and field-programmable gate arrays (FPGAs).

Recently, photonic implementations of reservoir computing (a machine learning algorithm based on artificial neural networks) have made a breakthrough in optical computing possible. In this book, the author pushes the performance of these systems significantly beyond what was achieved before. By interfacing a photonic reservoir computer with a high-speed electronic device (an FPGA), the author successfully interacts with the reservoir computer in real time, allowing him to considerably expand its capabilities and range of possible applications. Furthermore, the author draws on his expertise in machine learning and FPGA programming to make progress on a very different problem, namely the real-time image analysis of optical coherence tomography for atherosclerotic arteries.

More books from Springer International Publishing

Cover of the book Responding to China’s Rise by Piotr Antonik
Cover of the book Hybrid Machining Processes by Piotr Antonik
Cover of the book Homo Ludens as a Comic Character in Selected American Films by Piotr Antonik
Cover of the book Intelligent Computing Theories and Application by Piotr Antonik
Cover of the book Children's Rights and Social Work by Piotr Antonik
Cover of the book Human-Computer Interaction. Interaction in Context by Piotr Antonik
Cover of the book Very-high-energy Gamma-ray Observations of Pulsar Wind Nebulae and Cataclysmic Variable Stars with MAGIC and Development of Trigger Systems for IACTs by Piotr Antonik
Cover of the book Risk Culture in Banking by Piotr Antonik
Cover of the book Accurate and Robust Spectral Testing with Relaxed Instrumentation Requirements by Piotr Antonik
Cover of the book Future Internet Testing by Piotr Antonik
Cover of the book Electromagnetic Fields and Waves by Piotr Antonik
Cover of the book From Methodology to Methods in Human Psychology by Piotr Antonik
Cover of the book Pluralism in American Music Education Research by Piotr Antonik
Cover of the book Correlations in Condensed Matter under Extreme Conditions by Piotr Antonik
Cover of the book Flexibility of Group Actions on the Circle by Piotr Antonik
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy