There is an increasing need to develop artificial intelligence systems that assist groups of humans working on coordinated tasks. These systems must recognize and understand the plans and relationships between actions for a team of humans working toward a common objective. This article reviews the literature on team plan recognition and surveys the most recent logic-based approaches for implementing it. First, we provide some background knowledge, including a general definition of plan recognition in a team setting and a discussion of implementation challenges. Next, we explain our reasoning for focusing on logic-based methods. Finally, we survey recent approaches from two primary classes of logic-based methods (plan library-based and domain theory-based). We aim to bring more attention to this sparse but vital topic and inspire new directions for implementing team plan recognition.
翻译:越来越需要开发人工情报系统,以协助从事协调任务的人类群体,这些系统必须认识到和理解为实现共同目标而工作的一组人类的行动之间的计划和关系。本条款回顾了关于团队计划认识的文献,并调查了最新的执行该计划的逻辑方法。首先,我们提供了一些背景知识,包括在团队环境中对计划认识的一般定义,并讨论了执行方面的挑战。接着,我们解释了我们注重逻辑方法的理由。最后,我们从基于逻辑的两大类方法(基于图书馆的计划和基于领域理论的方法)中调查了最近的做法。我们的目标是更多地关注这一稀有但至关重要的专题,并激励为实施团队计划认识提供新的指导。