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ChemOS: An orchestration software to democratize autonomous discovery
The current Edisonian approach to discovery requires up to two decades of fundamental and applied research for materials technologies to reach the market. Such a slow and capital-intensive turnaround calls for disruptive strategies to expedite innovation. Self-driving laboratories have the potential...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7161969/ https://www.ncbi.nlm.nih.gov/pubmed/32298284 http://dx.doi.org/10.1371/journal.pone.0229862 |
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author | Roch, Loïc M. Häse, Florian Kreisbeck, Christoph Tamayo-Mendoza, Teresa Yunker, Lars P. E. Hein, Jason E. Aspuru-Guzik, Alán |
author_facet | Roch, Loïc M. Häse, Florian Kreisbeck, Christoph Tamayo-Mendoza, Teresa Yunker, Lars P. E. Hein, Jason E. Aspuru-Guzik, Alán |
author_sort | Roch, Loïc M. |
collection | PubMed |
description | The current Edisonian approach to discovery requires up to two decades of fundamental and applied research for materials technologies to reach the market. Such a slow and capital-intensive turnaround calls for disruptive strategies to expedite innovation. Self-driving laboratories have the potential to provide the means to revolutionize experimentation by empowering automation with artificial intelligence to enable autonomous discovery. However, the lack of adequate software solutions significantly impedes the development of self-driving laboratories. In this paper, we make progress towards addressing this challenge, and we propose and develop an implementation of ChemOS; a portable, modular and versatile software package which supplies the structured layers necessary for the deployment and operation of self-driving laboratories. ChemOS facilitates the integration of automated equipment, and it enables remote control of automated laboratories. ChemOS can operate at various degrees of autonomy; from fully unsupervised experimentation to actively including inputs and feedbacks from researchers into the experimentation loop. The flexibility of ChemOS provides a broad range of functionality as demonstrated on five applications, which were executed on different automated equipment, highlighting various aspects of the software package. |
format | Online Article Text |
id | pubmed-7161969 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-71619692020-04-21 ChemOS: An orchestration software to democratize autonomous discovery Roch, Loïc M. Häse, Florian Kreisbeck, Christoph Tamayo-Mendoza, Teresa Yunker, Lars P. E. Hein, Jason E. Aspuru-Guzik, Alán PLoS One Research Article The current Edisonian approach to discovery requires up to two decades of fundamental and applied research for materials technologies to reach the market. Such a slow and capital-intensive turnaround calls for disruptive strategies to expedite innovation. Self-driving laboratories have the potential to provide the means to revolutionize experimentation by empowering automation with artificial intelligence to enable autonomous discovery. However, the lack of adequate software solutions significantly impedes the development of self-driving laboratories. In this paper, we make progress towards addressing this challenge, and we propose and develop an implementation of ChemOS; a portable, modular and versatile software package which supplies the structured layers necessary for the deployment and operation of self-driving laboratories. ChemOS facilitates the integration of automated equipment, and it enables remote control of automated laboratories. ChemOS can operate at various degrees of autonomy; from fully unsupervised experimentation to actively including inputs and feedbacks from researchers into the experimentation loop. The flexibility of ChemOS provides a broad range of functionality as demonstrated on five applications, which were executed on different automated equipment, highlighting various aspects of the software package. Public Library of Science 2020-04-16 /pmc/articles/PMC7161969/ /pubmed/32298284 http://dx.doi.org/10.1371/journal.pone.0229862 Text en © 2020 Roch et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Roch, Loïc M. Häse, Florian Kreisbeck, Christoph Tamayo-Mendoza, Teresa Yunker, Lars P. E. Hein, Jason E. Aspuru-Guzik, Alán ChemOS: An orchestration software to democratize autonomous discovery |
title | ChemOS: An orchestration software to democratize autonomous discovery |
title_full | ChemOS: An orchestration software to democratize autonomous discovery |
title_fullStr | ChemOS: An orchestration software to democratize autonomous discovery |
title_full_unstemmed | ChemOS: An orchestration software to democratize autonomous discovery |
title_short | ChemOS: An orchestration software to democratize autonomous discovery |
title_sort | chemos: an orchestration software to democratize autonomous discovery |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7161969/ https://www.ncbi.nlm.nih.gov/pubmed/32298284 http://dx.doi.org/10.1371/journal.pone.0229862 |
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