articleNature CommunicationsFeb 17, 2025GOLD OA

Autonomous platform for solution processing of electronic polymers

Argonne National Laboratory · Indian Institute of Technology Madras · +3 more institutions

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Abstract

The manipulation of electronic polymers' solid-state properties through processing is crucial in electronics and energy research. Yet, efficiently processing electronic polymer solutions into thin films with specific properties remains a formidable challenge. We introduce Polybot, an artificial intelligence (AI) driven automated material laboratory designed to autonomously explore processing pathways for achieving high-conductivity, low-defect electronic polymers films. Leveraging importance-guided Bayesian optimization, Polybot efficiently navigates a complex 7-dimensional processing space. In particular, the automated workflow and algorithms effectively explore the search space, mitigate biases, employ…

Citation impact

47
total citations
FWCI
19.06
Percentile
100%
References
42
Citations per year

Authors

16

Topics & keywords

Keywords
  • Workflow
  • Electronics
  • Computer science
  • Automation
  • Nanotechnology
  • Key (lock)
  • Artificial intelligence
  • Materials science
UN Sustainable Development Goals
  • Affordable and clean energy
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