Autonomous laboratories for accelerated materials discovery: a community survey and practical insights†

IF 6.2 Q1 CHEMISTRY, MULTIDISCIPLINARY
Linda Hung, Joyce A. Yager, Danielle Monteverde, Dave Baiocchi, Ha-Kyung Kwon, Shijing Sun and Santosh Suram
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引用次数: 0

Abstract

What are researchers' motivations and challenges related to automation and autonomy in materials science laboratories? Our survey on this topic received 102 responses from researchers across a variety of institutions and in a variety of roles. Accelerated discovery was a clear theme in the responses, and another theme was concern about the role of human researchers. Survey respondents shared a variety of use cases targeting accelerated materials discovery, including examples where partial automation is preferred over full self-driving laboratories. Building on the observed patterns of researcher priorities and needs, we propose a framework for levels of laboratory autonomy from non-automated (L0) to fully autonomous (L5).

Abstract Image

加速材料发现的自主实验室:社区调查与实践启示
研究人员在材料科学实验室自动化和自主化方面有哪些动机和挑战?我们就这一主题进行的调查收到了 102 份来自不同机构、担任不同职务的研究人员的回复。加速发现是回复中的一个明确主题,另一个主题是对人类研究人员角色的担忧。调查对象分享了各种以加速材料发现为目标的使用案例,包括部分自动化比完全自动驾驶实验室更受欢迎的例子。根据观察到的研究人员优先事项和需求模式,我们提出了从非自动化(L0)到完全自主(L5)的实验室自主水平框架。
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CiteScore
2.80
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