# A predictive descriptor for the d-band center in intermetallic alloys accelerates the design of robust molecular switches

**Authors:** Sha Yang, Junjun Zhou, Yirong Zhang, Guolin Cao, Ji-Chang Ren, Wei Liu

PMC · DOI: 10.1039/d5sc08297h · Chemical Science · 2026-01-13

## TL;DR

A new method predicts metal properties to design stable and efficient molecular switches on bimetallic surfaces.

## Contribution

A generalizable descriptor for predicting d-band centers using elemental parameters is developed.

## Key findings

- A V-shaped relationship between d-band center and valence electron number is uncovered.
- Geometric and quantum effects modulate d–d orbital interactions in alloys.
- The descriptor achieves high accuracy (R2 > 0.90) in predicting d-band centers.

## Abstract

Breaking the trade-off between stability and switching functionality remains a pivotal challenge in substrate-supported molecular switches. Herein, we propose a design strategy using A3B-type intermetallic alloys as substrates to realize a hybrid-bonding precursor state that concurrently achieves robust interfacial stability and enhanced current-switching ratios. We demonstrate that this bistability can be directly predicted from the atomic covalent radius and d-band centers of surface metals. Remarkably, we uncover a distinctive V-shaped relationship between the d-band center of the host metal and valence electron number of the guest metal, governed by the occupancy of d–d anti-bonding states. Furthermore, we elucidate the essential role of geometric and quantum primogenic effects in modulating d–d orbital interactions, resolving longstanding controversies regarding d-band modulation mechanisms for alloys. By incorporating intrinsic parameters, including the valence electron number, atomic radius, and orbital radius of guest metals, we develop a generalizable descriptor for accurately predicting the d-band center of host metals (R2 > 0.90). This work not only accelerates the exploration of robust room-temperature molecular switches, but also establishes a rational design framework for high-performance intermetallic substrates with optimal adsorption properties, thereby significantly reducing reliance on costly density functional theory calculations.

A descriptor derived from elemental parameters accurately predicts the d-band center of host metals on bimetallic surfaces, facilitating the design of robust molecular switches with high interfacial stability and switching performance.

## Full-text entities

- **Chemicals:** Y (MESH:D015019), Mo (MESH:D008982), Cd (MESH:D002104), W (MESH:D014414), Hf (MESH:D006195), ZrO2 (MESH:C028541), Ti (MESH:D014025), MBD (MESH:C034909), Hg (MESH:D008628), pyridine (MESH:C023666), Zr (MESH:D015040), porphyrin (MESH:D011166), M metal (-), Rh (MESH:D012238), Cu (MESH:D003300), Ne (MESH:D009356), Nb (MESH:D009556), naphthalene (MESH:C031721), Ag (MESH:D012834), Ir (MESH:D007495), V (MESH:D014639), Fe (MESH:D007501), azobenzene (MESH:C009850), benzene (MESH:D001554), Pd (MESH:D010165), La (MESH:D007811), Re (MESH:D012211), carbon (MESH:D002244), aromatic hydrocarbons (MESH:D006841), nitrobenzene (MESH:C036077), CO (MESH:D002248), Ta (MESH:D013635), Ni (MESH:D009532), anthradithiophene (MESH:C512683), Tc (MESH:D013667), oxygen (MESH:D010100), Au (MESH:D006046), Pt (MESH:D010984), metal (MESH:D008670)
- **Cell lines:** Pt3Ag — Homo sapiens (Human), Hybrid cell line (CVCL_1S61), Pt3Au — Potorous tridactylus (Potoroo), Spontaneously immortalized cell line (CVCL_0489)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12817911/full.md

## References

70 references — full list in the complete paper: https://tomesphere.com/paper/PMC12817911/full.md

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Source: https://tomesphere.com/paper/PMC12817911