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Autonomous experiments using active learning and AI

delete2023-08-03
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PRE
AI
Z
Zhichu Ren
Z
Zekun Ren
张镇 cover
张镇 (Zhen Zhang)
T
Tonio Buonassisi *
李菊英 cover
李菊英 (Ju Li) *
DOI:10.1038/s41578-023-00588-4delete
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Abstract

Abstract

En 中文
Active learning and automation will not easily liberate humans from laboratory workflows. Before they can really impact materials research, artificial intelligence systems will need to be carefully set up to ensure their robust operation and their ability to deal with both epistemic and stochastic errors. As autonomous experiments become more widely available, it is essential to think about how to embed reproducibility, reconfigurability and interoperability in the design of autonomous labs.

Journal

Nature Reviews Materials cover
Nature Reviews Materials
IF:
86.2
Papers:
1.2K
Citations:
4.3W

Organization

No organization information available
Cited Papers

Cited Papers

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err2024-05-01
err6
errOAAI
errPark, Yang Jeong; Kaplan, Daniel; Ren, Zhichu; Hsu, Chia-Wei; Li, Changhao; Xu, Haowei; Li, Sipei; Li, Ju
errShare
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A mobile robotic chemist
errNATURE
IF48.5
err2020-07-08
err766
PREAI
errBurger, Benjamin; Maffettone, Phillip M.; Gusev, Vladimir V.; Aitchison, Catherine M.; Bai, Yang; Wang, Xiaoyan; Li, Xiaobo; Alston, Ben M.; Li, Buyi; Clowes, Rob; Rankin, Nicola; Harris, Brandon; Sprick, Reiner Sebastian; Cooper, Andrew I.
errShare
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errShare
errSave
Poly(ethylene oxide) (PEO) XPS Reference Core Level and Energy Loss Spectra
err2006-12-18
err0
PREAI
errPierre Louette; Frederic Bodino; Jean-Jacques Pireaux
errShare
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Autonomous experimentation systems for materials development: A community perspective
errMATTER
IF17.5
err2021-09-01
err182
errOAAI
errStach, Eric; DeCost, Brian; Kusne, A. Gilad; Hattrick-Simpers, Jason; Brown, Keith A.; Reyes, Kristofer G.; Schrier, Joshua; Billinge, Simon; Buonassisi, Tonio; Foster, Ian; Gomes, Carla P.; Gregoire, John M.; Mehta, Apurva; Montoya, Joseph; Olivetti, Elsa; Park, Chiwoo; Rotenberg, Eli; Saikin, Semion K.; Smullin, Sylvia; Stanev, Valentin; Maruyama, Benji
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The evolution of electrohydrodynamic sprays produced in the cone-jet mode, a physical model
err1999-09-01
err0
PREAI
errR.P.A Hartman; J.-P Borra; D.J Brunner; J.C.M Marijnissen; B Scarlett
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Machine learning in nuclear materials research
err2022-04-01
err47
errOAAI
errMorgan, Dane; Pilania, Ghanshyam; Couet, Adrien; Uberuaga, Blas P.; Sun, Cheng; Li, Ju
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Role of Phenotypes of Circulating Tumor Cells in the Diagnosis and Treatment of Colorectal Cancer
err2021-09-01
err0
errOAAI
errYuchen Zhong; Tianyi Ma; Tianyu Qiao; Hanqing Hu; Zhengliang Li; Kangjia Luo; Yuliuming Wang; Qingchao Tang; Guiyu Wang; Rui Huang; Xishan Wang
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Autonomous Discovery in the Chemical Sciences Part II: Outlook
err2020-06-11
err167
errOAAI
errColey, Connor W.; Eyke, Natalie S.; Jensen, Klavs F.
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