Computational Intelligence in Sensor Networks (Studies in Computational Intelligence)
暫譯: 感知網路中的計算智慧(計算智慧研究)
- 出版商: Springer
- 出版日期: 2018-05-31
- 售價: $7,920
- 貴賓價: 9.5 折 $7,524
- 語言: 英文
- 頁數: 488
- 裝訂: Hardcover
- ISBN: 3662572753
- ISBN-13: 9783662572757
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相關分類:
感測器 Sensor
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book discusses applications of computational intelligence in sensor networks. Consisting of twenty chapters, it addresses topics ranging from small-scale data processing to big data processing realized through sensor nodes with the help of computational approaches. Advances in sensor technology and computer networks have enabled sensor networks to evolve from small systems of large sensors to large nets of miniature sensors, from wired communications to wireless communications, and from static to dynamic network topology. In spite of these technological advances, sensor networks still face the challenges of communicating and processing large amounts of imprecise and partial data in resource-constrained environments. Further, optimal deployment of sensors in an environment is also seen as an intractable problem. On the other hand, computational intelligence techniques like neural networks, evolutionary computation, swarm intelligence, and fuzzy systems are gaining popularity in solving intractable problems in various disciplines including sensor networks. The contributions combine the best attributes of these two distinct fields, offering readers a comprehensive overview of the emerging research areas and presenting first-hand experience of a variety of computational intelligence approaches in sensor networks.
商品描述(中文翻譯)
本書討論計算智慧在感測器網路中的應用。全書共二十章,涵蓋從小型數據處理到透過感測器節點實現的大數據處理等主題,並借助計算方法。感測技術和計算機網路的進步使得感測器網路從大型感測器的小型系統演變為微型感測器的大型網路,從有線通信轉變為無線通信,並從靜態網路拓撲轉變為動態網路拓撲。儘管這些技術進步,感測器網路仍面臨在資源受限環境中傳輸和處理大量不精確和部分數據的挑戰。此外,在環境中最佳部署感測器也被視為一個難以解決的問題。另一方面,計算智慧技術如神經網路、演化計算、群體智慧和模糊系統在解決各種學科中的難題(包括感測器網路)方面越來越受歡迎。這些貢獻結合了這兩個不同領域的最佳特徵,為讀者提供了新興研究領域的全面概述,並展示了在感測器網路中各種計算智慧方法的第一手經驗。