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Dynamically adaptive simulation based on expertise and cognitive load

机译:基于专业知识和认知负荷的动态自适应仿真

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Augmented and Virtual Reality (AR/VR) simulated environments offer an unprecedented opportunity to engage users in fully immersive, highly interactive environments that offer high fidelity, and authentic, virtual representations of the real world, supporting learner development without risk to the learner, or to the entities the learner is engaging with. Cognitive load theory (CLT) describes the degree to which learners' available cognitive capacity, both in working memory and in information processing, is being utilized. Dynamically assessing and responding to cognitive load in simulated environments is, we suggest, a powerful new tool for supporting more effective learning. By combining dynamic cognitive load assessment with other performance measures, data analytics and artificial intelligence (AI), we create the potential opportunity to establish a new partnership between the learner and the learning environment. In addition to providing adaptive and dynamic responses to the learner, continuous and pervasive awareness of the learner's cognitive load allows the environment to customize certain parameters to individual learners, optimizing learning outcomes. Finally, utilizing AI and machine learning algorithms, simulated environments may be able to predict and anticipate learner cognitive states, which in turn can help further support the learning process.
机译:增强和虚拟现实(AR / VR)模拟环境提供了前所未有的机会,使用户参与到完全沉浸式,高度交互的环境中,该环境提供了真实的真实世界的高保真度和虚拟表示形式,支持学习者的发展而不会给学习者带来风险,或者学习者参与的实体。认知负荷理论(CLT)描述了学习者在工作记忆和信息处理中可用的认知能力得到利用的程度。我们建议在模拟环境中动态评估和响应认知负荷,这是支持更有效学习的强大新工具。通过将动态认知负荷评估与其他绩效指标,数据分析和人工智能(AI)相结合,我们创造了在学习者与学习环境之间建立新的合作伙伴关系的潜在机会。除了向学习者提供自适应和动态响应之外,对学习者认知负荷的持续而普遍的认识还使环境可以为个别学习者定制某些参数,从而优化学习效果。最后,利用AI和机器学习算法,模拟环境可能能够预测和预期学习者的认知状态,进而有助于进一步支持学习过程。

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