Engineering Applications of FPGAs: Chaotic Systems, Artificial Neural Networks, Random Number Generators, and Secure Communication Systems
暫譯: FPGA的工程應用:混沌系統、人工神經網絡、隨機數生成器與安全通信系統
Esteban Tlelo-Cuautle, José de Jesús Rangel-Magdaleno, Luis Gerardo de la Fraga
- 出版商: Springer
- 出版日期: 2018-05-30
- 售價: $4,180
- 貴賓價: 9.5 折 $3,971
- 語言: 英文
- 頁數: 222
- 裝訂: Paperback
- ISBN: 3319816799
- ISBN-13: 9783319816791
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相關分類:
FPGA、通訊系統 Communication-systems
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商品描述
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.The whole book provides a 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.
商品描述(中文翻譯)
這本書為讀者提供了一個清晰的指南,介紹如何使用 FPGA 實現工程應用,從數學描述到硬體綜合,包括 VHDL 程式設計和共同模擬問題的討論。內容涵蓋了 FPGA 實現的範例,例如:從數學模型描述的混沌產生器;用於預測混沌時間序列的人工神經網路(ANNs),並包含不同 ANN 拓撲的討論,以及不同的學習技術和激活函數;使用不同混沌產生器實現的隨機數產生器(RNGs),並討論其最大 Lyapunov 指數值和熵。
最後,優化的混沌振盪器被同步並實現,以構建一個處理黑白和灰階圖像的安全通信系統。在每個應用中,讀者將找到 VHDL 程式設計指南和計算機算術問題,以及與 Active-HDL 和 Simulink 的共同模擬範例。
整本書提供了一個實用的指南,涵蓋了從 VHDL 程式設計和共同模擬問題,到混沌產生器的 FPGA 實現、用於混沌時間序列預測的 ANNs、隨機數產生器以及用於圖像傳輸的混沌安全通信的各種工程應用。