Autonomous platform for solution processing of electronic polymers
Argonne National Laboratory · Indian Institute of Technology Madras · +3 more institutions
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
- FWCI
- 19.06
- Percentile
- 100%
- References
- 42
Authors
16- CWChengshi WangCorresponding
Argonne National Laboratory
- YKYeonju Kim
Argonne National Laboratory
- AVAikaterini Vriza
Argonne National Laboratory
- RBRohit Batra
Argonne National Laboratory, Indian Institute of Technology Madras
- ABArun Baskaran
Argonne National Laboratory, Corning (United States)
Topics & keywords
- Workflow
- Electronics
- Computer science
- Automation
- Nanotechnology
- Key (lock)
- Artificial intelligence
- Materials science
- Affordable and clean energy