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Strieth-Kalthoff F, Hao H, Rathore V, Derasp J, Gaudin T, Angello NH, Seifrid M, Trushina E, Guy M, Liu J, Tang X, Mamada M, Wang W, Tsagaantsooj T, Lavigne C, Pollice R, Wu TC, Hotta K, Bodo L, Li S, Haddadnia M, Wołos A, Roszak R, Ser CT, Bozal-Ginesta C, Hickman RJ, Vestfrid J, Aguilar-Granda A, Klimareva EL, Sigerson RC, Hou W, Gahler D, Lach S, Warzybok A, Borodin O, Rohrbach S, Sanchez-Lengeling B, Adachi C, Grzybowski BA, Cronin L, Hein JE, Burke MD, Aspuru-Guzik A. Delocalized, asynchronous, closed-loop discovery of organic laser emitters. Science 2024; 384:eadk9227. [PMID: 38753786 DOI: 10.1126/science.adk9227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 04/05/2024] [Indexed: 05/18/2024]
Abstract
Contemporary materials discovery requires intricate sequences of synthesis, formulation, and characterization that often span multiple locations with specialized expertise or instrumentation. To accelerate these workflows, we present a cloud-based strategy that enabled delocalized and asynchronous design-make-test-analyze cycles. We showcased this approach through the exploration of molecular gain materials for organic solid-state lasers as a frontier application in molecular optoelectronics. Distributed robotic synthesis and in-line property characterization, orchestrated by a cloud-based artificial intelligence experiment planner, resulted in the discovery of 21 new state-of-the-art materials. Gram-scale synthesis ultimately allowed for the verification of best-in-class stimulated emission in a thin-film device. Demonstrating the asynchronous integration of five laboratories across the globe, this workflow provides a blueprint for delocalizing-and democratizing-scientific discovery.
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Affiliation(s)
- Felix Strieth-Kalthoff
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Han Hao
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Acceleration Consortium, University of Toronto, Toronto, ON, Canada
| | - Vandana Rathore
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Joshua Derasp
- Department of Chemistry, University of British Columbia, Vancouver, BC, Canada
| | - Théophile Gaudin
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Nicholas H Angello
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab Institute, Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Martin Seifrid
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Department of Materials Science and Engineering, North Carolina State University, Raleigh, NC, USA
| | | | - Mason Guy
- Department of Chemistry, University of British Columbia, Vancouver, BC, Canada
| | - Junliang Liu
- Department of Chemistry, University of British Columbia, Vancouver, BC, Canada
| | - Xun Tang
- Center for Organic Photonics and Electronics Research (OPERA), Kyushu University, Fukuoka, Japan
| | - Masashi Mamada
- Center for Organic Photonics and Electronics Research (OPERA), Kyushu University, Fukuoka, Japan
| | - Wesley Wang
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab Institute, Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Tuul Tsagaantsooj
- Center for Organic Photonics and Electronics Research (OPERA), Kyushu University, Fukuoka, Japan
| | - Cyrille Lavigne
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Robert Pollice
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Tony C Wu
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Kazuhiro Hotta
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Mitsubishi Chemical Corporation Science & Innovation Center, Kanagawa, Japan
| | - Leticia Bodo
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
| | - Shangyu Li
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
| | - Mohammad Haddadnia
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Vector Institute for Artificial Intelligence, Toronto, ON, Canada
| | - Agnieszka Wołos
- Allchemy Inc., Highland, IN, USA
- Institute of Organic Chemistry, Polish Academy of Sciences, Warsaw, Poland
| | - Rafał Roszak
- Allchemy Inc., Highland, IN, USA
- Institute of Organic Chemistry, Polish Academy of Sciences, Warsaw, Poland
| | - Cher Tian Ser
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Carlota Bozal-Ginesta
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Catalonia Institute for Energy Research, Barcelona, Spain
| | - Riley J Hickman
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Jenya Vestfrid
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Andrés Aguilar-Granda
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | | | | | - Wenduan Hou
- School of Chemistry, University of Glasgow, Glasgow, UK
| | - Daniel Gahler
- School of Chemistry, University of Glasgow, Glasgow, UK
| | - Slawomir Lach
- School of Chemistry, University of Glasgow, Glasgow, UK
| | - Adrian Warzybok
- School of Chemistry, University of Glasgow, Glasgow, UK
- Department of Chemical Physics, Jagiellonian University, Krakow, Poland
| | - Oleg Borodin
- School of Chemistry, University of Glasgow, Glasgow, UK
| | | | | | - Chihaya Adachi
- Center for Organic Photonics and Electronics Research (OPERA), Kyushu University, Fukuoka, Japan
| | - Bartosz A Grzybowski
- Institute of Organic Chemistry, Polish Academy of Sciences, Warsaw, Poland
- Center for Algorithmic and Robotized Synthesis, Institute for Basic Science, Ulsan, Republic of Korea
- Department of Chemistry, Ulsan Institute of Science and Technology, Ulsan, Republic of Korea
| | - Leroy Cronin
- Acceleration Consortium, University of Toronto, Toronto, ON, Canada
- School of Chemistry, University of Glasgow, Glasgow, UK
| | - Jason E Hein
- Acceleration Consortium, University of Toronto, Toronto, ON, Canada
- Department of Chemistry, University of British Columbia, Vancouver, BC, Canada
- Department of Chemistry, University of Bergen, Bergen, Norway
| | - Martin D Burke
- Acceleration Consortium, University of Toronto, Toronto, ON, Canada
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Molecule Maker Lab Institute, Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Cancer Center at Illinois, University of Illinois at Urbana-Champaign, Urbana, IL, USA
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Alán Aspuru-Guzik
- Department of Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Acceleration Consortium, University of Toronto, Toronto, ON, Canada
- Vector Institute for Artificial Intelligence, Toronto, ON, Canada
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, ON, Canada
- Department of Materials Science and Engineering, University of Toronto, Toronto, ON, Canada
- Canadian Institute for Advanced Research (CIFAR), Toronto, ON, Canada
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