Military Applications of Data Analytics
暫譯: 數據分析在軍事應用中的應用

Huggins, Kevin

Military Applications of Data Analytics
  • 出版商: Auerbach Publication
  • 出版日期: 2023-01-21
  • 售價: $2,010
  • 貴賓價: 9.5 折 $1,910
  • 語言: 英文
  • 頁數: 218
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 103247601X
  • ISBN-13: 9781032476018
  • 相關分類: Data Science

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Military organizations around the world are normally huge producers and consumers of data. Accordingly, they stand to gain from the many benefits associated with data analytics. However, for leaders in defense organizations--either government or industry--accessible use cases are not always available. This book presents a diverse collection of cases that explore the realm of possibilities in military data analytics. These use cases explore such topics as:

  • Context for maritime situation awareness

  • Data analytics for electric power and energy applications

  • Environmental data analytics in military operations

  • Data analytics and training effectiveness evaluation

  • Harnessing single board computers for military data analytics

  • Analytics for military training in virtual reality environments

A chapter on using single board computers explores their application in a variety of domains, including wireless sensor networks, unmanned vehicles, and cluster computing. The investigation into a process for extracting and codifying expert knowledge provides a practical and useful model for soldiers that can support diagnostics, decision making, analysis of alternatives, and myriad other analytical processes. Data analytics is seen as having a role in military learning, and a chapter in the book describes the ongoing work with the United States Army Research Laboratory to apply data analytics techniques to the design of courses, evaluation of individual and group performances, and the ability to tailor the learning experience to achieve optimal learning outcomes in a minimum amount of time. Another chapter discusses how virtual reality and analytics are transforming training of military personnel. Virtual reality and analytics are also transforming monitoring, decision making, readiness, and operations.

Military Applications of Data Analytics brings together a collection of technical and application-oriented use cases. It enables decision makers and technologists to make connections between data analytics and such fields as virtual reality and cognitive science that are driving military organizations around the world forward.

商品描述(中文翻譯)

軍事組織在全球通常是數據的巨大生產者和消費者。因此，他們可以從數據分析所帶來的眾多好處中獲益。然而，對於國防組織的領導者——無論是政府還是產業——可用的案例並不總是可得。本書呈現了一系列多樣的案例，探索軍事數據分析的可能性領域。這些案例探討的主題包括：

- 海事情境意識的背景
- 電力和能源應用的數據分析
- 軍事行動中的環境數據分析
- 數據分析與訓練效果評估
- 利用單板電腦進行軍事數據分析
- 虛擬現實環境中的軍事訓練分析

有一章專門探討單板電腦的應用，涵蓋無線感測器網絡、無人車輛和叢集計算等多個領域。對於提取和編碼專家知識的過程進行的調查，提供了一個實用且有用的模型，能夠支持士兵的診斷、決策、替代方案分析以及其他各種分析過程。數據分析被視為在軍事學習中扮演著重要角色，本書中的一章描述了與美國陸軍研究實驗室的持續合作，旨在將數據分析技術應用於課程設計、個人和團體表現的評估，以及調整學習體驗以在最短時間內實現最佳學習成果的能力。另一章則討論了虛擬現實和分析如何改變軍事人員的訓練。虛擬現實和分析也正在改變監控、決策、準備和操作。

《數據分析的軍事應用》匯集了一系列技術和應用導向的案例。它使決策者和技術專家能夠在數據分析與推動全球軍事組織前進的虛擬現實和認知科學等領域之間建立聯繫。

作者簡介

Kevin Huggins, PhD, is professor of Computer Science and Data Analytics at Harrisburg University of Science and Technology, Harrisburg, Pennsylvania. He is also a retired military officer who spent the early part of his career in military intelligence, with extensive experience in Latin America. The remainder of his career was spent in academia, primarily as a faculty member in the Department of Electrical Engineering and Computer Science at the U.S. Military Academy. While there, Dr. Huggins served as the director of Research in Network Science as well as the director of the Information Technology Program. Additionally, Dr. Huggins was a visiting scientist at the École de Techniques Avancées in Paris, France, where he studied parallel algorithms for multiprocessor system-on-chip (MPSoC) architectures. His current research interest lies at the intersection of data science and information security, exploring novel ways of securing computing systems by leveraging the enormous amounts of available data. He holds a PhD in computer science from Mines Paris Tech.

作者簡介(中文翻譯)

凱文·哈金斯 (Kevin Huggins), PhD 是賓夕法尼亞州哈里斯堡科技大學 (Harrisburg University of Science and Technology) 的計算機科學與數據分析教授。他也是一位退休的軍官，早期在軍事情報部門工作，並在拉丁美洲擁有豐富的經驗。其後的職業生涯主要在學術界度過，擔任美國軍事學院 (U.S. Military Academy) 電機工程與計算機科學系的教職。在此期間，哈金斯博士擔任網絡科學研究主任以及信息技術項目主任。此外，哈金斯博士曾在法國巴黎的高等技術學院 (École de Techniques Avancées) 擔任訪問科學家，研究多處理器系統單晶片 (MPSoC) 架構的並行算法。他目前的研究興趣位於數據科學與信息安全的交集，探索利用大量可用數據來保護計算系統的新方法。他擁有巴黎高科 (Mines Paris Tech) 的計算機科學博士學位。

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