Networked Filtering and Fusion in Wireless Sensor Networks (Hardcover)
暫譯: 無線感測器網路中的網路過濾與融合 (精裝版)
Magdi S. Mahmoud, Yuanqing Xia
- 出版商: CRC
- 出版日期: 2014-10-28
- 售價: $1,480
- 貴賓價: 9.8 折 $1,450
- 語言: 英文
- 頁數: 576
- 裝訂: Hardcover
- ISBN: 1482250969
- ISBN-13: 9781482250961
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相關分類:
感測器 Sensor
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商品描述
By exploiting the synergies among available data, information fusion can reduce data traffic, filter noisy measurements, and make predictions and inferences about a monitored entity. Networked Filtering and Fusion in Wireless Sensor Networks introduces the subject of multi-sensor fusion as the method of choice for implementing distributed systems.
The book examines the state of the art in information fusion. It presents the known methods, algorithms, architectures, and models of information fusion and discusses their applicability in the context of wireless sensor networks (WSNs). Paying particular attention to the wide range of topics that have been covered in recent literature, the text presents the results of a number of typical case studies.
Complete with research supported elements and comprehensive references, this teaching-oriented volume uses standard scientific terminology, conventions, and notations throughout. It applies recently developed convex optimization theory and highly efficient algorithms in estimation fusion to open up discussion and provide researchers with an ideal starting point for further research on distributed estimation and fusion for WSNs.
The book supplies a cohesive overview of the key results of theory and applications of information-fusion-related problems in networked systems in a unified framework. Providing advanced mathematical treatment of fundamental problems with information fusion, it will help you broaden your understanding of prospective applications and how to address such problems in practice.
After reading the book, you will gain the understanding required to model parts of dynamic systems and use those models to develop distributed fusion control algorithms that are based on feedback control theory.
商品描述(中文翻譯)
透過利用可用數據之間的協同效應,信息融合可以減少數據流量、過濾噪聲測量,並對被監控實體進行預測和推斷。《無線感測器網絡中的網絡過濾與融合》介紹了多感測器融合作為實現分散式系統的首選方法。
本書檢視了信息融合的最新技術。它呈現了已知的方法、算法、架構和信息融合模型,並討論了它們在無線感測器網絡(WSNs)中的適用性。特別關注最近文獻中涵蓋的廣泛主題,文本展示了多個典型案例研究的結果。
本書包含研究支持的元素和全面的參考文獻,整體採用標準的科學術語、慣例和符號。它應用了最近發展的凸優化理論和高效的估計融合算法,以開啟討論並為研究人員提供進一步研究無線感測器網絡的分散式估計和融合的理想起點。
本書提供了在統一框架下,網絡系統中與信息融合相關問題的理論和應用的關鍵結果的整體概述。通過對信息融合基本問題的高級數學處理,它將幫助您擴展對潛在應用的理解,以及如何在實踐中解決這些問題。
閱讀本書後,您將獲得建模動態系統部分所需的理解,並利用這些模型開發基於反饋控制理論的分散式融合控制算法。
