Fidelity & validity in robotic simulation

K. E. Schafer, T. Sanders, T. Kessler, Mitchell S. Dunfee, T. Wild, P. Hancock
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引用次数: 8

Abstract

This work assesses the relationship between common theoretical constructs involved in simulation design and evaluation. Specifically, the degree to which realism is a desired goal in design is examined through a thorough review of the available literature. It was found that, especially for training simulations, high fidelity does not always beget improved outcomes, and this finding was corroborated by the results of an experiment involving a simulated robot. In the within-subjects experiment, participants rated their trust in both live and simulated versions of a robot performing in both reliable and unreliable scenarios. As predicted, strong correlations in both the reliable and unreliable scenarios validate the RIVET simulation engine as a model for trust in HRI and provide further evidence that relatively low-fidelity simulations can sometimes be sufficient or superior to high-fidelity alternatives.
机器人仿真中的保真度与有效性
这项工作评估了在模拟设计和评估中涉及的常见理论结构之间的关系。具体来说,通过对现有文献的全面审查,可以检查现实主义在设计中作为期望目标的程度。研究发现,特别是在训练模拟中,高保真度并不总是能带来更好的结果,这一发现被一个模拟机器人的实验结果所证实。在受试者内部实验中,参与者对机器人在可靠和不可靠场景下的真实和模拟版本的信任度进行了评分。正如预测的那样,可靠和不可靠场景中的强相关性验证了RIVET仿真引擎作为HRI信任模型的有效性,并提供了进一步的证据,表明相对低保真度的仿真有时可以足够或优于高保真度的替代方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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