Integrating Artificial and Human Intelligence Through Agent Oriented Systems Design

Miller, Michael E., Rusnock, Christina F.

Integrating Artificial and Human Intelligence Through Agent Oriented Systems Design
  • 出版商: CRC
  • 出版日期: 2024-08-28
  • 售價: $4,810
  • 貴賓價: 9.5 折 $4,570
  • 語言: 英文
  • 頁數: 302
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032546573
  • ISBN-13: 9781032546575

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商品描述

This book departs from the assumption that Artificial Intelligence (AI) systems will provide a maximum advantage by replacing human cognitive processing. Instead, this book subscribes to the assumption that AI systems will provide a maximal advantage when the system is specifically designed to augment human intelligence. It provides methods for designing effective systems that include one or more humans and one or more AI entities and uses the approach that assumes automation does not replace human activity but fundamentally changes the structure of human work when AI is added to existing systems.

Integrating Artificial and Human Intelligence through Agent Oriented Systems Design discusses the potential impact of AI on human work and life and explores why teamwork is necessary today for complex work environments. The book explains the processes and methods humans employ to effectively team with one another and presents the elements of artificial agents that permit them to function as team members in joint human and artificial teams. It discusses design goals and illustrates how the methods that have been used to model the complex interactions among human and artificial agents can be expanded to enable the design of interaction between them to make possible the attainment of the shared goals. Model-Based Systems Engineering (MBSE) tools that provide logical designs of human-agent teams, the AI within these teams, training to be deployed for human and artificial agent team members, and the interfaces between human and artificial agent team members are all covered. MBSE files containing profiles and examples for building MBSE models used in the design approach are featured on the author's website (https: //lodesterresci.com/hat).

This book is an ideal read for students, professors, engineers, and project managers associated with designing and developing AI systems or systems that seek to incorporate AI.

商品描述(中文翻譯)

本書的出發點是認為人工智慧（AI）系統在取代人類認知處理時能提供最大的優勢。相反地，本書認為當系統專門設計用以增強人類智慧時，AI系統將提供最大的優勢。它提供了設計有效系統的方法，這些系統包含一個或多個人類和一個或多個AI實體，並採用一種假設，即自動化並不取代人類活動，而是當AI被加入現有系統時，根本改變了人類工作的結構。

《通過代理導向系統設計整合人工與人類智慧》討論了AI對人類工作和生活的潛在影響，並探討了為何在複雜的工作環境中，團隊合作是當今所必需的。書中解釋了人類有效合作所採用的過程和方法，並呈現了人工代理的要素，使其能夠作為共同人類和人工團隊的成員運作。它討論了設計目標，並說明了如何擴展用於建模人類和人工代理之間複雜互動的方法，以便設計它們之間的互動，從而實現共同目標。書中涵蓋了模型為基礎的系統工程（MBSE）工具，這些工具提供人類-代理團隊的邏輯設計、這些團隊中的AI、為人類和人工代理團隊成員部署的訓練，以及人類和人工代理團隊成員之間的介面。作者的網站（https://lodesterresci.com/hat）上提供了包含用於設計方法的MBSE模型的配置文件和範例的MBSE檔案。

本書是與設計和開發AI系統或尋求整合AI的系統相關的學生、教授、工程師和專案經理的理想讀物。

作者簡介

Michael E. Miller is a Professor of Systems Engineering at the Air Force Institute of Technology where he teaches courses in human factors, human performance modeling, and human systems integration, including a course in Human-Agent Teaming. Mike's recent research has focused on human representations in systems engineering models, including a SysML extension for developing descriptive models of systems which include small teams of humans and agents working to seek common goals. Mike has contributed to more than 100 issued U.S. patents on digital imaging and display systems, 50 peer‐reviewed journal articles, and numerous conference proceedings.

Lt Col Christina F. Rusnock is an Adjunct Associate Professor of the Department of Systems Engineering and Management at the Air Force Institute of Technology, Wright Patterson AFB, OH. Dr. Rusnock earned her Ph.D. in Industrial Engineering, Human Factors/Ergonomics Specialization, from the University of Central Florida, and an MS in Research and Development Management from the Air Force Institute of Technology. Her research interests include human performance modeling, mental workload, trust in automation, and situation awareness, with a focus on applications in human-machine teaming for autonomous systems. She has contributed to over 50 books, journal articles, and conference proceedings.

作者簡介(中文翻譯)

Michael E. Miller 是空軍技術學院的系統工程教授，教授人因工程、人類表現建模和人系統整合等課程，包括人類-代理團隊合作課程。Mike 最近的研究專注於系統工程模型中的人類表徵，包括一個 SysML 擴展，用於開發描述性模型，這些模型包含小型人類和代理團隊共同尋求目標的情境。Mike 已經為數位影像和顯示系統獲得了超過 100 項美國專利，發表了 50 篇經過同行評審的期刊文章，以及多篇會議論文。

Lt Col Christina F. Rusnock 是空軍技術學院系統工程與管理系的兼任副教授，位於俄亥俄州的萊特-帕特森空軍基地。Rusnock 博士在中央佛羅里達大學獲得工業工程博士學位，專攻人因工程/人體工學，並在空軍技術學院獲得研究與發展管理碩士學位。她的研究興趣包括人類表現建模、心理負荷、自動化信任和情境意識，特別關注於自主系統的人機團隊應用。她已經為超過 50 本書籍、期刊文章和會議論文做出了貢獻。

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