# Tribo-synergism in titanium complex grease using micro and nano particles

**Authors:** Ming Niu, Yunbo Gao, Xinyu Wang, Zhenghu Liu

PMC · DOI: 10.1371/journal.pone.0323444 · PLOS One · 2025-05-12

## TL;DR

This study optimizes a titanium grease with micro and nano additives to reduce friction and wear under extreme conditions.

## Contribution

A new CCD-MATLAB framework optimizes additive concentrations in lubricants beyond traditional methods.

## Key findings

- The synergistic grease reduced friction by 45.3% and wear by 23.3% compared to base grease.
- Low-load lubrication relied on physical adsorption, while high-load resistance came from chemical tribofilms.
- The CCD-MATLAB method outperformed discrete testing in optimizing additive formulations.

## Abstract

Micro-nano additive-enhanced lubricating greases are pivotal for extreme-condition tribology, yet optimizing synergistic additive concentrations remains constrained by conventional experimental designs. This study employs a central composite design (CCD) coupled with MATLAB response surface methodology to precisely determine optimal concentrations of nano-graphite (N-G), graphene (GN), and potassium borate (PB) in titanium complex grease. Fifteen formulations were tested under progressive loads (98–598 N) via four-ball tribometry, with SEM/XPS characterizing wear mechanisms. The synergistic grease (G-MX: 0.83 wt% N-G, 0.05 wt% GN, 2.59 wt% PB) reduced the average friction coefficient by 45.3% and wear scar diameter by 23.3% versus base grease, surpassing single-additive variants. The CCD-MATLAB framework addressed sampling limitations of prior orthogonal methods, enabling optimization beyond discrete testing points. Mechanistic analysis revealed a dual lubrication regime: physically adsorbed films (soap molecules and refined PB particles) dominated at low loads, while chemically bonded tribofilms (Fe₃C, B₂O₃, TiO₂) ensured wear resistance under extreme pressures.

## Linked entities

- **Chemicals:** titanium (PubChem CID 23963), graphene (PubChem CID 5462310), potassium borate (PubChem CID 12816516)

## Full-text entities

- **Chemicals:** GN (MESH:D006108), TiO2 (MESH:C009495), MX (MESH:C054121), B2O3 (MESH:C042168), titanium (MESH:D014025), Fe3C (-)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12068603/full.md

## References

60 references — full list in the complete paper: https://tomesphere.com/paper/PMC12068603/full.md

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Source: https://tomesphere.com/paper/PMC12068603