智能机器时代OODA循环的自动化:重申人类在数字时代指挥与控制决策中的作用

Q1 Arts and Humanities
James Johnson
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引用次数: 11

摘要

摘要本文认为,人工智能能力无法有效或可靠地补充(更不用说取代)人类在理解和理解战略环境以做出为战略决策提供信息的预测和判断方面的作用。此外,人工智能技术在各级战争中的快速扩散和日益依赖将产生战略后果,这将违反直觉地增加人类参与这些任务的重要性。因此,在战术层面限制使用人工智能技术来自动化决策任务,对在战争的战略层面遏制或控制这种综合的影响几乎没有作用。这篇文章重新访问了约翰·博伊德的观察导向决策行动隐喻决策循环(或“OODA循环”),以推进对人工智能能力(尤其是机器学习方法)的认识论批判,从而增强指挥和控制决策过程。特别是,文章从博伊德对“定向”的强调中汲取了见解,将其作为一种模式来阐明人类认知(感知、情绪和启发式)在以复杂性、新颖性和不确定性为特征的非线性世界中的防御规划中的作用。它还涉及克劳塞维茨的“军事天才”概念——及其在“任务指挥”中的作用——人类认知、系统和进化理论,以考虑OODA循环自动化的战略意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automating the OODA loop in the age of intelligent machines: reaffirming the role of humans in command-and-control decision-making in the digital age
ABSTRACT This article argues that artificial intelligence (AI) enabled capabilities cannot effectively or reliably compliment (let alone replace) the role of humans in understanding and apprehending the strategic environment to make predictions and judgments that inform strategic decisions. Furthermore, the rapid diffusion of and growing dependency on AI technology at all levels of warfare will have strategic consequences that counterintuitively increase the importance of human involvement in these tasks. Therefore, restricting the use of AI technology to automate decision-making tasks at a tactical level will do little to contain or control the effects of this synthesis at a strategic level of warfare. The article re-visits John Boyd’s observation-orientation-decision-action metaphorical decision-making cycle (or “OODA loop”) to advance an epistemological critique of AI-enabled capabilities (especially machine learning approaches) to augment command-and-control decision-making processes. In particular, the article draws insights from Boyd’s emphasis on “orientation” as a schema to elucidate the role of human cognition (perception, emotion, and heuristics) in defense planning in a non-linear world characterized by complexity, novelty, and uncertainty. It also engages with the Clausewitzian notion of “military genius” – and its role in “mission command” – human cognition, systems, and evolution theory to consider the strategic implications of automating the OODA loop.
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来源期刊
Defence Studies
Defence Studies Arts and Humanities-History
CiteScore
2.30
自引率
0.00%
发文量
47
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