journal article·2025-01Open access

From Poison to Promotor: Spatially Isolated Metal Sites in Supported Rhodium Sulfides as Hydroformylation Catalysts

Arjun Neyyathala, Edvin Fako, Sandip De, Daria Gashnikova, Florian Maurer, Jan‐Dierk Grunwaldt, Stephan A. Schunk, Schirin Hanf

Small Structures· Volume 6· Issue 1

Abstract

The hydroformylation of alkenes is a cornerstone transformation for the chemical industry, central for both functionalizing and extending the carbon backbone of an alkene. In this study, silica‐supported crystalline rhodium sulfide nanoparticles are explored as heterogeneous catalysts in hydroformylation reactions, and it is found that RhxSy systems (x = 17, y = 15 or x = 2, y = 3 with 1 wt% Rh on SiO2) greatly outperform metallic Rh nanoparticles. These systems prove to be exceptionally competitive when benchmarked against other cutting‐edge catalysts in terms of activity, with Rh17S15/SiO2 being the superior catalyst candidate. By employing local environment descriptors, unsupervised machine learning and density functional theory, the structure‐performance relationships are examined. The results highlight that the presence of S in close proximity to the catalytic site unlocks the tunability of the surface catalytic properties. This allows for the substrate affinity to be modulated, in particular for Rh17S15, with adsorption energies rivalling those of pristine Rh and improved spatial resolution.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Machine Learning in Materials Science · X-ray Diffraction in Crystallography · Catalysis and Hydrodesulfurization Studies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Institute for Inorganic Chemistry Karlsruhe Institute of Technology Engesserstr. 15 76131 Karlsruhe Germany

BASF SE Carl‐Bosch Str. 38 67056 Ludwigshafen Germany

Institute for Chemical Technology and Polymer Chemistry Karlsruhe Institute of Technology Engesserstr. 18/20 76131 Karlsruhe Germany

Institute of Catalysis Research and Technology Karlsruhe Institute of Technology Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

hte GmbH, the high throughput experimentation company Kurpfalzring 104 69123 Heidelberg Germany

Institute of Chemical Technology Faculty of Chemistry and Mineralogy Leipzig University Linnéstr. 3 04103 Leipzig Germany

Funding

Deutsche Forschungsgemeinschaft

References (61)

Show source-provided references
1. 10.1038/s41467-023-38181-610.1038/s41467-023-38181-6 ↗
2. 10.1038/ncomms1403610.1038/ncomms14036 ↗
3. 10.1021/jacs.9b1217110.1021/jacs.9b12171 ↗
4. 10.1038/s41929-020-00510-z10.1038/s41929-020-00510-z ↗
5. 10.1038/s41467-021-25061-010.1038/s41467-021-25061-0 ↗
6. 10.1038/s41467-023-42938-410.1038/s41467-023-42938-4 ↗
7. 10.1039/j1968000313310.1039/j19680003133 ↗
8. 10.3390/catal1005051010.3390/catal10050510 ↗
9. 10.1021/acscatal.3c0039810.1021/acscatal.3c00398 ↗
10. 10.1038/s41586-024-07342-y10.1038/s41586-024-07342-y ↗
11. 10.1021/acscatal.7b0049910.1021/acscatal.7b00499 ↗
12. 10.1021/jacs.1c0966510.1021/jacs.1c09665 ↗
13. 10.1021/acsanm.1c0219410.1021/acsanm.1c02194 ↗
14. 10.1039/D2CY00821A10.1039/D2CY00821A ↗
15. 10.1021/acs.iecr.0c0343710.1021/acs.iecr.0c03437 ↗
16. 10.1021/acscatal.0c0468410.1021/acscatal.0c04684 ↗
17. 10.1021/acscatal.3c0516010.1021/acscatal.3c05160 ↗
18. 10.1002/cplu.20220043110.1002/cplu.202200431 ↗
19. 10.1002/chem.20230282510.1002/chem.202302825 ↗
20. 10.1021/acs.iecr.9b0359810.1021/acs.iecr.9b03598 ↗
21. 10.1021/acscatal.1c0435910.1021/acscatal.1c04359 ↗
22. 10.1038/s41467-018-05052-410.1038/s41467-018-05052-4 ↗
23. 10.1038/s41467-022-30540-z10.1038/s41467-022-30540-z ↗
24. 10.1149/2.0901504jes10.1149/2.0901504jes ↗
25. 10.1021/la500723y10.1021/la500723y ↗
26. 10.1039/D1CY01369F10.1039/D1CY01369F ↗
27. 10.1021/acs.energyfuels.2c0113710.1021/acs.energyfuels.2c01137 ↗
28. 10.1007/BF0081247110.1007/BF00812471 ↗
29. Oyama S. T. · 2003 · 343
30. 10.1016/j.comptc.2013.05.00710.1016/j.comptc.2013.05.007 ↗
31. 10.1023/B:RUGC.0000045862.69442.aa10.1023/B:RUGC.0000045862.69442.aa ↗
32. 10.1038/s41570-021-00340-y10.1038/s41570-021-00340-y ↗
33. 10.1002/hlca.1952035020510.1002/hlca.19520350205 ↗
34. 10.1126/science.115666010.1126/science.1156660 ↗
35. 10.1002/chem.20130479510.1002/chem.201304795 ↗
36. 10.1002/cctc.20180143010.1002/cctc.201801430 ↗
37. 10.1021/acs.jpcc.2c0726310.1021/acs.jpcc.2c07263 ↗
38. 10.1006/jcat.1993.131910.1006/jcat.1993.1319 ↗
39. 10.1002/978352761412710.1002/9783527614127 ↗
40. 10.1021/acs.jpcc.1c0678410.1021/acs.jpcc.1c06784 ↗
41. 10.1021/jp809296x10.1021/jp809296x ↗
42. 10.1021/acs.inorgchem.8b0347710.1021/acs.inorgchem.8b03477 ↗
43. 10.1038/s41929-024-01155-y10.1038/s41929-024-01155-y ↗
44. 10.1021/acscatal.1c0201410.1021/acscatal.1c02014 ↗
45. 10.1002/anie.20200099810.1002/anie.202000998 ↗
46. 10.1039/d4sc02907k10.1039/d4sc02907k ↗
47. 10.1021/acscatal.9b0322810.1021/acscatal.9b03228 ↗
48. GitHub—SUNCAT‐Center/CatKit: General purpose tools for high‐throughput catalysis https://github.com/SUNCAT‐Center/CatKit(accessed: May 2024).
49. 10.1103/PhysRevB.87.18411510.1103/PhysRevB.87.184115 ↗
50. 10.1016/j.cpc.2019.10694910.1016/j.cpc.2019.106949 ↗
51. Van Der Maaten L. · J. Mach. Learn. Res. · 2008 · 9 · 2579
52. 10.1039/C6CP00415F10.1039/C6CP00415F ↗
53. 10.1126/sciadv.170181610.1126/sciadv.1701816 ↗
54. 10.1186/s13321-017-0192-410.1186/s13321-017-0192-4 ↗
55. Dral P. O. · 2024
56. 10.1063/1.481232310.1063/1.4812323 ↗
57. 10.1002/anie.20160788510.1002/anie.201607885 ↗
58. 10.1002/chem.20200215010.1002/chem.202002150 ↗
59. 10.1016/j.molcata.2007.12.00810.1016/j.molcata.2007.12.008 ↗
60. 10.1016/j.cej.2022.13610110.1016/j.cej.2022.136101 ↗
61. 10.1039/C7SC04665K10.1039/C7SC04665K ↗