Intelligence for Embedded Systems: A Methodological Approach
暫譯: 嵌入式系統的智慧:方法論方法
Cesare Alippi
- 出版商: Springer
- 出版日期: 2014-03-24
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 283
- 裝訂: Hardcover
- ISBN: 3319052772
- ISBN-13: 9783319052779
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相關分類:
嵌入式系統
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相關翻譯:
嵌入式系統智能:一種方法論的方法 (簡中版)
商品描述
Addressing current issues of which any engineer or computer scientist should be aware, this monograph is a response to the need to adopt a new computational paradigm as the methodological basis for designing pervasive embedded systems with sensor capabilities. The requirements of this paradigm are to control complexity, to limit cost and energy consumption and to provide adaptation and cognition abilities allowing the embedded system to interact proactively with the real world. The quest for such intelligence requires the formalization of a new generation of intelligent systems able to exploit advances in digital architectures and in sensing technologies. The book sheds light on the theory behind intelligence for embedded systems with specific focus on:
· robustness (the robustness of a computational flow and its evaluation);
· intelligence (how to mimic the adaptation and cognition abilities of the human brain),
· the capacity to learn in non-stationary and evolving environments by detecting changes and reacting accordingly; and
· a new paradigm that, by accepting results that are correct in probability, allows the complexity of the embedded application the be kept under control.
Theories, concepts and methods are provided to motivate researchers in this exciting and timely interdisciplinary area. Applications such as porting a neural network from a high-precision platform to a digital embedded system and evaluatin
g its robustness level are described. Examples show how the methodology introduced can be adopted in the case of cyber-physical systems to manage the interaction between embedded devices and physical world.Researchers and graduate students in computer science and various engineering-related disciplines will find the methods and approaches propounded in Intelligence for Embedded Systems of great interest. The book will also be an important resource for practitioners working on embedded systems and applications.
商品描述(中文翻譯)
針對任何工程師或計算機科學家應該了解的當前問題,本專著回應了採用新的計算範式作為設計具感測能力的普遍嵌入式系統的方法論基礎的需求。這一範式的要求是控制複雜性、限制成本和能耗,並提供適應和認知能力,使嵌入式系統能夠主動與現實世界互動。對於這種智慧的追求需要對新一代智能系統進行形式化,這些系統能夠利用數位架構和感測技術的進步。本書闡明了嵌入式系統智慧背後的理論,特別關注以下幾個方面:
· 穩健性(計算流程的穩健性及其評估);
· 智慧(如何模仿人腦的適應和認知能力);
· 在非穩態和不斷演變的環境中學習的能力,通過檢測變化並相應反應;以及
· 一種新的範式,通過接受在概率上正確的結果,保持嵌入式應用的複雜性在可控範圍內。
本書提供理論、概念和方法,以激勵研究者在這個令人興奮且及時的跨學科領域中進行探索。書中描述了將神經網絡從高精度平台移植到數位嵌入式系統並評估其穩健性水平的應用範例。示例展示了所介紹的方法論如何在網路物理系統的情況下被採用,以管理嵌入式設備與物理世界之間的互動。
計算機科學及各種工程相關學科的研究人員和研究生將會對《嵌入式系統的智慧》中提出的方法和方法論產生濃厚的興趣。本書也將成為從事嵌入式系統和應用的實務工作者的重要資源。