Edge Computing and Applications: Proceedings of Icecaa 2025. Volume 2
暫譯: 邊緣計算與應用:2025年國際邊緣計算與應用會議論文集。第二卷

Ramalingam, Nagarajan, El Allioui, Youssouf, Bhattacharyya, Siddhartha

  • 出版商: Springer
  • 出版日期: 2026-04-07
  • 售價: $9,270
  • 貴賓價: 9.5$8,806
  • 語言: 英文
  • 頁數: 488
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3032191955
  • ISBN-13: 9783032191953
  • 相關分類: Edge computing
  • 海外代購書籍(需單獨結帳)

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商品描述

This book brings together a set of research contributions that demonstrate how network edge intelligence is transforming the real-time decision-making across multiple domains. The book covers advanced applications in smart cities, intelligent transportation, healthcare, agriculture, finance, and assistive technologies, highlighting the integration of machine learning, deep learning, IoT, and large language models into resource-constrained and latency-sensitive environments. The individual chapters address real-time challenges such as scalability, robustness, data heterogeneity, and ethical considerations, highlighting the solutions that enable faster analytics, enhanced accuracy and context-aware intelligence.
This book also presented the research contributions on applied and deployable edge intelligence, including privacy-preserving forensics, explainable and trustworthy healthcare AI, wearable and embedded systems, and edge-optimized computer vision and NLP models. Intended for researchers, practitioners, and advanced students, this book serves as a comprehensive reference that bridges theoretical advancements with real-world implementations, offering valuable insights into the design of efficient, secure, and socially responsible edge-enabled systems.

商品描述(中文翻譯)

本書匯集了一系列研究貢獻,展示了網路邊緣智能如何在多個領域轉變即時決策。本書涵蓋了智慧城市、智能交通、醫療保健、農業、金融和輔助技術等高級應用,強調了機器學習、深度學習、物聯網(IoT)和大型語言模型在資源受限和延遲敏感環境中的整合。各章節針對即時挑戰,如可擴展性、穩健性、數據異質性和倫理考量,突顯了能夠實現更快分析、提高準確性和上下文感知智能的解決方案。

本書還介紹了應用和可部署的邊緣智能的研究貢獻,包括隱私保護的取證、可解釋且值得信賴的醫療AI、可穿戴和嵌入式系統,以及邊緣優化的計算機視覺和自然語言處理(NLP)模型。本書旨在為研究人員、實務工作者和高級學生提供一個全面的參考,橋接理論進展與現實世界的實施,提供有關設計高效、安全和社會負責任的邊緣啟用系統的寶貴見解。