Skip to content
DraconiticResearch
Search Sources API
194,161 studies31 sourcesUpdated 13 min ago
PreprintCC BY 4.0arXiv

An Atlas and Design Rules for Single- and Dual-Atom Alloys

Abstract

A long-standing goal across heterogeneous catalysis, materials science, and condensed matter physics is to design alloys with prescribed local atomic arrangements. Recent experiments show that dilute trimetallic alloys unlock chemistries inaccessible to bimetallics, but realizing this potential requires knowing which dopant structures form across an enormous compositional space. Using density functional theory screening, we construct an atlas spanning transition metal single- and dual-atom alloys in Cu and Ag surfaces, which we validate by scanning tunneling microscopy. The stability follows an electron count: dopants pair most strongly when their combined d-electron count approaches ten. Host metal and surface facet can be used to tune the resulting active site motifs, while size mismatch and spin explain variations around this trend. We further introduce a reactor-anchor concept, in which one dopant anchors a second, otherwise bulk-segregating dopant at the surface. Together, these results establish design principles for engineering alloys with targeted active site structures.

Related

  1. Machine learning for the design and prediction of soft-magnetic electromagnetic shielding FeCo-based alloys in laser cladding
    Luting Wang, Suiyuan Chen, Xiancheng Zhu +4
    arXivPreprintarXiv licenceFull textCondensed matterarXiv
  2. QUBO-Compatible Active Learning for Inverse Design of High-Entropy Alloys
    Giorgio Silvi, Kirsten Bark, Rolando Reiner +5
    arXivPreprintCC BY-NC-ND 4.0Full textCondensed matterarXiv
  3. Machine Learning Assisted Design of Complex and High Entropy Alloys by Hybrid HiPIMS/Pulsed-DC PVD Process for Low Carbon Energy Applications in Extreme Environments
    Paul Foulquier, Ryma Haddad, Ali Mahmoud +4
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
  4. Machine Learning Guided CALPHAD Design of Ru-Stabilized BCC B2 Refractory Alloys
    Nathan Peterson, Avik Mahata, Nick Beaver +1
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
  5. Machine learning enabled design of sustainable alloys considering real world constraints
    Quan Li, Zhilong Wang, Lei Shi +10
    arXivPreprintCC BY 4.0Full textCondensed matterarXiv
BibTeX
@misc{berger2026atlas,
  title = {{An Atlas and Design Rules for Single- and Dual-Atom Alloys}},
  author = {Fabian Berger and Yicheng Wang and E. Charles H. Sykes and Angelos Michaelides},
  howpublished = {arXiv},
  year = {2026},
  month = sep,
  doi = {10.48550/arxiv.2609.19087},
  eprint = {2609.19087},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2609.19087},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - An Atlas and Design Rules for Single- and Dual-Atom Alloys
AU  - Fabian Berger
AU  - Yicheng Wang
AU  - E. Charles H. Sykes
AU  - Angelos Michaelides
PY  - 2026
DA  - 2026/09/16
PB  - arXiv
DO  - 10.48550/arxiv.2609.19087
UR  - https://arxiv.org/abs/2609.19087
AB  - A long-standing goal across heterogeneous catalysis, materials science, and condensed matter physics is to design alloys with prescribed local atomic arrangements. Recent experiments show that dilute trimetallic alloys unlock chemistries inaccessible to bimetallics, but realizing this potential requires knowing which dopant structures form across an enormous compositional space. Using density functional theory screening, we construct an atlas spanning transition metal single- and dual-atom alloys in Cu and Ag surfaces, which we validate by scanning tunneling microscopy. The stability follows an electron count: dopants pair most strongly when their combined d-electron count approaches ten. Host metal and surface facet can be used to tune the resulting active site motifs, while size mismatch and spin explain variations around this trend. We further introduce a reactor-anchor concept, in which one dopant anchors a second, otherwise bulk-segregating dopant at the surface. Together, these results establish design principles for engineering alloys with targeted active site structures.
ER  -