TriboNet Weekly (Mon, 26 Jan 2026)

“AI-designed friction is here.” A new open-access Tribology International paper proposes a generative framework for inverse-designing metainterfaces to hit target friction behavior. Read the article here.
“Deep learning meets Stribeck.” Lubricants (Jan 2026) includes a deep learning model for predicting Stribeck curves of lubricated tribo-pairs—useful framing for digital twins and faster screening. Read the article here.
“Water-lubricated bearings, upgraded.” New in-press research explores secondary-lubricant support to improve performance under low speed / heavy load conditions. Read the article here.
“ASTM D02 test-method watch.” ASTM’s D02 committee proposed revising ASTM D287—a reminder to keep lab method changes on your radar. Read the details here.
“This week’s must-watch event: ICT 2026.” The 25th International Colloquium Tribology (27–29 Jan 2026) features multiple AI/ML-for-lubricants presentations (e.g., NYCO’s sessions on antiwear/antioxidants and toxicity prediction). Read the details here.

AI for Friction Design: Tribology International posted an in-press, open-access paper, “Friction on Demand: A Generative Framework for the Inverse Design of Metainterfaces” (available online 21 Jan 2026). Takeaway: Generative design is showing up as a practical tool for “designing for friction” rather than only measuring it. Read the article here.
Coatings & Surface Engineering: New in-press work includes Femtosecond Laser Microstructuring of CrN Coatings under Engine Lubricants (online 22 Jan 2026) and PEEK Performance Improved via Carbon-Alloyed Transition-Metal Dichalcogenide Coatings (online 22 Jan 2026). Takeaway: Coatings + microtexture optimization remains a dominant lever for wear/friction wins in lubricated regimes. Read the article here.
Water-Lubricated Bearings: An in-press article on Enhanced Lubrication in Water-Lubricated Bearings via a Secondary Lubricant (online 22 Jan 2026). Takeaway: Hybrid approaches (water + additive/secondary phase) continue pushing water-lubrication into heavier-load/low-speed regimes. Read the article here.

Deep Learning for Stribeck Prediction: Lubricants (MDPI) includes “Deep Learning Data-Driven Model for Stribeck Curve Prediction of Lubricated Tribo-Pairs” (published 6 Jan 2026). Takeaway: Data-driven models are increasingly being framed as deployable “prediction layers” for tribosystem behavior. Read the article here.
Condition Monitoring / Diagnostics: Same issue includes “A Complex Multi-Working-Condition Bearing Fault Diagnosis Model…” (published 6 Jan 2026). Takeaway: Diagnostics work is converging on robust performance across varying loads/damage levels—useful for real-world maintenance programs. Read the article here.

ASTM D02 Proposed Revision: ASTM’s petroleum products / fuels / lubricants committee D02 proposed revising ASTM D287 (thermometers containing petroleum products). Takeaway: Small test-method changes can ripple through labs and compliance workflows—worth flagging for QA/QC teams. Read the details here.
What Labs Are Watching at ASTM: POLARIS reports D02 discussions on a proposed automated water separation test method and a new solvent-less viscometer method under condition monitoring / in-service fluid analysis. Takeaway: Watch for future method updates that change repeatability and sampling/interpretation practices. Read the details here.

New Drivetrain Lubricants (Aftermarket): Eaton announced EverTough® transmission fluid and XFE™ 75W-80 axle lubricant, with broader availability expected Q1 2026. Takeaway: Positioning is squarely on efficiency + lifecycle coverage; one report cites a 2% fuel-economy improvement vs standard axle lubes. Read the details here.
Specialty Lubricants Consolidation: Klüber Lubrication and OKS “join forces” under Freudenberg Chemical Specialities, with integration effective 1 Jan 2026. Takeaway: Expect portfolio alignment in specialty greases/pastes and potentially more unified go-to-market. Read the details here.

This Week: The 25th International Colloquium Tribology runs 27–29 Jan 2026 in Ostfildern/Stuttgart. Takeaway: A strong near-term source of applied + academic updates. Read the details here.
AI-in-Lubricants at the Event: NYCO announced three talks explicitly on AI/ML for safer/greener lubricants and additive toxicity/performance during the 27–29 Jan program. Takeaway: AI is moving from “nice-to-have” into mainstream additive and formulation workflows. Read the details here.
Looking Ahead: The World Tribology Congress (WTC 2026) site is live with call-for-papers / abstract submission sections. Visit the site here.