Review of low-cost self-driving laboratories in chemistry and materials science: the “frugal twin” concept

2024/01/01 by Stanley Lo, Sterling G. Baird, Joshua Schrier +10 · 1 voice · 12 citations
Business, Management and Accounting · Computer Science · #Innovation and Socioeconomic Development #Open Source Software Innovations #Data Stream Mining Techniques

paper · pdf · doi:10.1039/d3dd00223c

Abstract

Low-cost self-driving labs (SDLs) offer faster prototyping, low-risk hands-on experience, and a test bed for sophisticated experimental planning software which helps us develop state-of-the-art SDLs.

Citations

• Organic synthesis in a modular robotic system driven by a chemical programming language

Cited by

• Bayesian Co-Navigation of a Computational Physical Model and AFM Experiment to Autonomously Survey a Combinatorial Materials Library
• Computer vision for high-throughput materials synthesis: a tutorial for experimentalists
• Development of an Open-Source 3D-Printed Material Synthesis Robot FLUID: Hardware and Software Blueprints for Accessible Automation in Materials Science
• Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation
• Self-driving laboratories in Japan
• Cross-disciplinary perspectives on the potential for artificial intelligence across chemistry
• High-throughput robotic colourimetric titrations using computer vision
• Measurements with noise: Bayesian optimization for co-optimizing noise and property discovery in automated experiments
• Accelerating catalytic advancements through the precision of high-throughput experiments & calculations
• Flow chemistry as a tool for high throughput experimentation
• The evolving role of programming and LLMs in the development of self-driving laboratories
• Self-Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers

Discussions

• I dunno whether we do this here, but look, I wrote* a tutorial review and if you're interested in learning about low-cost self-driving labs and the "frugal twin" (cf: digital twin) concept, 👇 *There [bsky, 9 points, 0 comments]

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• Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation
• Benchmarking Self-Driving Labs
• Steering towards safe self-driving laboratories
• Self-driving laboratories in Japan
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