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Addressing the trained novice/expert performance gap in complex dynamic systems: a case-based intelligent tutoring system

机译:解决复杂动态系统中经过培训的新手/专家的绩效差距:基于案例的智能辅导系统

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Training operators for complex dynamic systems is an essential, but costly, endeavor. New operators need to learn declarative and procedural knowledge, and operational skill in order to safely and effectively perform functions required in complex work domains, e.g., nuclear power generation or aviation. Economic pressures, however, necessitate the adoption of training approaches and programs that produce competent performance in limited time. These approaches often lead to gaps between the level of performance of the newly trained operator (the trained novice) and the expert operator. This paper discusses the genesis of this gap and some of its effects on operation. A design for a case-based intelligent tutoring system is proposed for addressing this performance gap.
机译:对复杂的动态系统的操作员进行培训是一项必不可少的但昂贵的工作。新的运营商需要学习声明性和程序性知识以及操作技能,以便安全有效地执行复杂工作领域(例如核能发电或航空)所需的功能。但是,由于经济压力,必须采用能够在有限时间内取得出色业绩的培训方法和计划。这些方法通常会导致新近训练的操作员(训练有素的新手)和专家操作员的绩效水平存在差距。本文讨论了这种缝隙的成因及其对操作的影响。针对这种性能差距,提出了一种基于案例的智能辅导系统的设计。

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