Engineering Applications of FPGAs [electronic resource] : Chaotic Systems, Artificial Neural Networks, Random Number Generators, and Secure Communication Systems / by Esteban Tlelo-Cuautle, José de Jesús Rangel-Magdaleno, Luis Gerardo de la Fraga.
By: Tlelo-Cuautle, Esteban [author.].
Contributor(s): Rangel-Magdaleno, José de Jesús [author.] | de la Fraga, Luis Gerardo [author.] | SpringerLink (Online service).
Material type: BookPublisher: Cham : Springer International Publishing : Imprint: Springer, 2016Edition: 1st ed. 2016.Description: XVI, 222 p. 204 illus., 130 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783319341156.Subject(s): Electronic circuits | Microprocessors | Computer architecture | Electronics | Electronic Circuits and Systems | Processor Architectures | Electronics and Microelectronics, InstrumentationAdditional physical formats: Printed edition:: No title; Printed edition:: No title; Printed edition:: No titleDDC classification: 621.3815 Online resources: Click here to access onlineIntroduction to field programmable gate arrays -- VHDL -- Matlab-Simulink Co-simulation -- Chaos generators -- Artificial neural networks for time series prediction -- Random number generators -- Secure communication system -- Challenges in engineering applications.
This book offers readers a clear guide to implementing engineering applications with FPGAs, from the mathematical description to the hardware synthesis, including discussion of VHDL programming and co-simulation issues. Coverage includes FPGA realizations such as: chaos generators that are described from their mathematical models; artificial neural networks (ANNs) to predict chaotic time series, for which a discussion of different ANN topologies is included, with different learning techniques and activation functions; random number generators (RNGs) that are realized using different chaos generators, and discussions of their maximum Lyapunov exponent values and entropies. Finally, optimized chaotic oscillators are synchronized and realized to implement a secure communication system that processes black and white and grey-scale images. In each application, readers will find VHDL programming guidelines and computer arithmetic issues, along with co-simulation examples with Active-HDL and Simulink. Readers will benefit from this practical guide to implementing a variety of engineering applications from VHDL programming and co-simulation issues, to FPGA realizations of chaos generators, ANNs for chaotic time-series prediction, RNGs and chaotic secure communications for image transmission.
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