An Open-source Capping Machine Suitable for Confined Spaces
Munguia-Galeano, Francisco, Longley, Louis, Veeramani, Satheeshkumar, Zhou, Zhengxue, Clowes, Rob, Fakhruldeen, Hatem, Cooper, Andrew I.
–arXiv.org Artificial Intelligence
In the context of self-driving laboratories (SDLs), ensuring automated and error-free capping is crucial, as it is a ubiquitous step in sample preparation. Automated capping in SDLs can occur in both large and small workspaces (e.g., inside a fume hood). However, most commercial capping machines are designed primarily for large spaces and are often too bulky for confined environments. Moreover, many commercial products are closed-source, which can make their integration into fully autonomous workflows difficult. This paper introduces an open-source capping machine suitable for compact spaces, which also integrates a vision system that recognises capping failure. The capping and uncapping processes are repeated 100 times each to validate the machine's design and performance. As a result, the capping machine reached a 100 % success rate for capping and uncapping. Furthermore, the machine sealing capacities are evaluated by capping 12 vials filled with solvents of different vapour pressures: water, ethanol and acetone. The vials are then weighed every 3 hours for three days. The machine's performance is benchmarked against an industrial capping machine (a Chemspeed station) and manual capping. The vials capped with the prototype lost 0.54 % of their content weight on average per day, while the ones capped with the Chemspeed and manually lost 0.0078 % and 0.013 %, respectively. The results show that the capping machine is a reasonable alternative to industrial and manual capping, especially when space and budget are limitations in SDLs.
arXiv.org Artificial Intelligence
Jun-5-2025
- Country:
- Europe > United Kingdom > England > Merseyside > Liverpool (0.04)
- Genre:
- Research Report > New Finding (0.48)
- Industry:
- Health & Medicine (0.98)
- Materials > Chemicals
- Commodity Chemicals > Petrochemicals (0.98)
- Technology:
- Information Technology > Artificial Intelligence > Robots (1.00)