A Self-Driving Lab for Nano- and Advanced Materials Synthesis
Source abstract
Abstract
The recent emergence of self-driving laboratories (SDL) and material acceleration platforms (MAPs) demonstrates the ability of these systems to change the way chemistry and material syntheses will be performed in the future. Especially in conjunction with nano- and advanced materials which are generally recognized for their great potential in solving current material science challenges, such systems can make disrupting contributions. Here, we describe in detail MINERVA, an SDL specifically built and designed for the synthesis, purification, and in line characterization of nano- and advanced materials. By fully automating these three process steps for seven different materials from five representative, completely different classes of nano- and advanced materials (metal, metal oxide, silica, metal organic framework, and core-shell particles) that follow different reaction mechanisms, we demonstrate the great versatility and flexibility of the platform. We further study the reproducibility and particle size distributions of these seven representative materials in depth and show the excellent performance of the platform when synthesizing these material classes. Lastly, we discuss the design considerations as well as the hardware and software components that went into building the platform and make all of the components publicly available.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Nanowire Synthesis and Applications · Gold and Silver Nanoparticles Synthesis and Applications · Quantum Dots Synthesis And Properties
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Federal Institute for Materials Research and Testing (BAM), Richard-Willstätter-Strasse 11, D-12489 Berlin, Germany
Humboldt University Berlin, Unter den Linden 6, D-10117 Berlin, Germany
References (50)
Show source-provided references
1. Advanced Materials for Industrial Leadership. European Commission. https://research-and-innovation.ec.europa.eu/research-area/industrial-research-and-innovation/chemicals-and-advanced-materials/advanced-materials-industrial-leadership_en (accessed 2024-06-24)
2. EUR-Lex - 32023H2113 -EN. EUR-Lex . European Unionhttps://eur-lex.europa.eu/eli/reco/2023/2113/oj (accessed 2024-06-24)
3. Advanced Materials: Working Description . OECD.https://one.oecd.org/document/ENV/CBC/MONO(2022)29/en/pdf (accessed 2024-12-03)
4. 10.1038/s44160-022-00231-010.1038/s44160-022-00231-0 ↗
5. 10.1007/s10853-021-06281-710.1007/s10853-021-06281-7 ↗
6. 10.1007/s00216-023-04727-210.1007/s00216-023-04727-2 ↗
7. 10.1016/S0009-8981(03)00020-210.1016/S0009-8981(03)00020-2 ↗
8. 10.1038/533452a10.1038/533452a ↗
9. 10.1038/s41598-021-84287-610.1038/s41598-021-84287-6 ↗
10. 10.1038/s41586-020-2442-210.1038/s41586-020-2442-2 ↗
11. 10.1126/sciadv.aaz170810.1126/sciadv.aaz1708 ↗
12. 10.1038/s41467-022-28580-610.1038/s41467-022-28580-6 ↗
13. 10.1126/science.aav221110.1126/science.aav2211 ↗
14. 10.1002/adma.20200162610.1002/adma.202001626 ↗
15. 10.1039/D2DD00046F10.1039/D2DD00046F ↗
16. 10.1038/s41467-020-17266-610.1038/s41467-020-17266-6 ↗
17. 10.1038/s41598-023-38535-610.1038/s41598-023-38535-6 ↗
18. 10.1126/sciadv.abo262610.1126/sciadv.abo2626 ↗
19. 10.1039/D4DD00002A10.1039/D4DD00002A ↗
20. 10.1126/science.adk922710.1126/science.adk9227 ↗
21. 10.1038/s44160-023-00424-110.1038/s44160-023-00424-1 ↗
22. 10.1038/s41524-022-00765-z10.1038/s41524-022-00765-z ↗
23. 10.1021/acs.oprd.0c0014310.1021/acs.oprd.0c00143 ↗
24. 10.1126/science.aax156610.1126/science.aax1566 ↗
25. 10.1002/adfm.20210672510.1002/adfm.202106725 ↗
26. 10.1021/jacs.7b0127810.1021/jacs.7b01278 ↗
27. 10.1002/cphc.20150116710.1002/cphc.201501167 ↗
28. 10.1039/c1cs15246g10.1039/c1cs15246g ↗
29. 10.1016/j.micromeso.2021.11136310.1016/j.micromeso.2021.111363 ↗
30. 10.1016/j.ijhydene.2024.02.06010.1016/j.ijhydene.2024.02.060 ↗
31. 10.1038/srep0256210.1038/srep02562 ↗
32. 10.1039/c2jm15685g10.1039/c2jm15685g ↗
33. 10.1007/s11468-023-02135-x10.1007/s11468-023-02135-x ↗
34. 10.1007/s00253-023-12364-z10.1007/s00253-023-12364-z ↗
35. 10.1021/ja301880x10.1021/ja301880x ↗
36. 10.1021/acs.jpcc.3c0753610.1021/acs.jpcc.3c07536 ↗
37. 10.1093/nar/gkac95610.1093/nar/gkac956 ↗
38. 10.1093/bioinformatics/btv60610.1093/bioinformatics/btv606 ↗
39. 10.1186/1471-2105-12-46810.1186/1471-2105-12-468 ↗
40. 10.1021/jp057170o10.1021/jp057170o ↗
41. 10.1016/j.mseb.2024.11719110.1016/j.mseb.2024.117191 ↗
42. 10.1007/s11051-021-05220-610.1007/s11051-021-05220-6 ↗
43. 10.1039/D1TB02299G10.1039/D1TB02299G ↗
44. 10.1007/s00210-023-02707-y10.1007/s00210-023-02707-y ↗
45. 10.1039/D1RA08531J10.1039/D1RA08531J ↗
46. 10.1088/0957-4484/18/32/32560710.1088/0957-4484/18/32/325607 ↗
47. 10.1016/0021-9797(68)90272-510.1016/0021-9797(68)90272-5 ↗
48. 10.1016/j.matlet.2004.06.03110.1016/j.matlet.2004.06.031 ↗
49. 10.1039/c3tb20210k10.1039/c3tb20210k ↗
50. Zaki, M.; Prinz, C.; Ruehle, B. A Self-Driving Lab for Nano- and Advanced Materials Synthesis. ChemRxiv , December 9, 2024. 10.26434/chemrxiv-2024-f13l110.26434/chemrxiv-2024-f13l1 ↗