Human-AI Collaboration in Production Management: A Framework for Decision Optimization Through Hybrid Intelligence
暫譯: 人類與人工智慧在生產管理中的協作:透過混合智慧進行決策優化的框架
Sauer, Carl René
- 出版商: Springer Vieweg
- 出版日期: 2026-02-22
- 售價: $4,210
- 貴賓價: 9.5 折 $3,999
- 語言: 英文
- 頁數: 183
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3658510048
- ISBN-13: 9783658510046
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相關分類:
AI Coding
海外代購書籍(需單獨結帳)
商品描述
The advent of artificial intelligence (AI) and machine learning (ML) has significantly transformed production management in industrial manufacturing by enabling data-driven decision-making. While human decision-making is valued for its adaptability and contextual understanding, AI-driven systems offer the advantage of faster, data-driven decisions. The concept of hybrid intelligence combines these two poles by utilizing the potential of AI without neglecting the necessary integration of human expertise. However, a structured method for determining the appropriate degree of automation - defining the division of tasks between humans and AI for each decision - is still lacking. Thus, this thesis develops a framework to determine the optimal level of Human-AI collaboration for production management use cases. This framework enables organizations to leverage AI effectively across various scenarios, complementing human expertise to enhance operational efficiency and decision-making processes. By offering a systematic method, the framework helps avoid suboptimal AI/ML deployments and supports organizations in harnessing hybrid intelligence for innovative and future-ready production management.
商品描述(中文翻譯)
人工智慧(AI)和機器學習(ML)的出現顯著改變了工業製造中的生產管理,因為它們使數據驅動的決策成為可能。雖然人類的決策因其適應性和情境理解而受到重視,但基於AI的系統則提供了更快的數據驅動決策的優勢。混合智慧的概念結合了這兩個極端,利用AI的潛力,同時不忽視人類專業知識的必要整合。然而,仍然缺乏一種結構化的方法來確定適當的自動化程度——即為每個決策定義人類與AI之間的任務分工。因此,本論文開發了一個框架,以確定生產管理用例中人類與AI協作的最佳水平。這個框架使組織能夠在各種情境中有效利用AI,補充人類專業知識,以提高運營效率和決策過程。通過提供系統化的方法,該框架有助於避免次優的AI/ML部署,並支持組織利用混合智慧進行創新和未來準備的生產管理。
作者簡介
Carl René Sauer studied industrial engineering at the University of Siegen. During his doctoral research at the Chair of International Production Engineering and Management at the University of Siegen, he focused on Human-AI collaboration in production management.
作者簡介(中文翻譯)
Carl René Sauer 在西根大學(University of Siegen)學習工業工程。在西根大學國際生產工程與管理系進行博士研究期間,他專注於生產管理中的人類與人工智慧(Human-AI)合作。