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Lubricants, Volume 9, Issue 9

2021 September - 11 articles

Cover Story: Machine learning (ML) is a rising star in many scientific disciplines, and high hopes are being pinned on it. Likewise, ML approaches have found their way into tribology, where they can support sorting through the complexity of patterns and identifying trends within multiple interacting features and processes. Research extends across many fields, from composite materials and drive technology to manufacturing, surface engineering, and lubricants. The intended uses and numerical algorithms are manifold, ranging from artificial neural networks and decision trees over random forest to support vector machines. This review introduces and discusses the current trends and applications of ML in tribology. View this paper.
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Articles (11)

  • Article
  • Open Access
25 Citations
4,482 Views
14 Pages

Optimization of the Rheological Properties and Tribological Performance of SAE 5w-30 Base Oil with Added MWCNTs

  • Bahaa M. Kamel,
  • Vineet Tirth,
  • Ali Algahtani,
  • Mohamed S. Shiba,
  • Ahmed Mobasher,
  • Hassan Abu Hashish and
  • Sameh Dabees

16 September 2021

The augmentation of lubricant oil properties is key to protecting engines, bearings, and machine parts from damage due to friction and wear and minimizing energy lost in countering friction. The tribological and rheological properties of the lubrican...

  • Article
  • Open Access
5 Citations
4,564 Views
17 Pages

Remarks on Modeling the Oil Film Generation of Rod Seals

  • Oliver Feuchtmüller,
  • Nino Dakov,
  • Lothar Hörl and
  • Frank Bauer

16 September 2021

The oil film generation of a U-cup rod seal and the oil film thickness on the rod after outstroke were analyzed analytically, numerically, and experimentally. The analyzed sealing system consists of an unmodified, commercially available U-cup, a poli...

  • Article
  • Open Access
84 Citations
3,868 Views
11 Pages

15 September 2021

Gravimetric measurements were applied to study the inhibitory effect of 4-benzyl-1-(4-oxo-4-phenylbutanoyl)thiosemicarbazide (BOT) on the corrosion of mild steel in 1.0 M HCl. BOT has a good inhibitory efficacy of 92.5 percent at 500 ppm, according t...

  • Review
  • Open Access
32 Citations
9,193 Views
16 Pages

14 September 2021

A critical review of recent work on fuel lubricant interactions is undertaken. The work focusses on liquid fuels used in diesel and gasoline vehicles. The amount of fuel that contaminates the lubricant depends on driving conditions, engine design, fu...

  • Article
  • Open Access
6 Citations
4,035 Views
14 Pages

Improving the Tribological Properties of Technical Polymers with Metal Sulphide Compounds

  • Andreas Hausberger,
  • Tanja Stiller,
  • Clemens Kappl,
  • Lars Hensgen and
  • Florian Grün

13 September 2021

Technical thermoplastic materials (e.g., PEEK, PPA and POM) are widely used for tribological applications combined with different filler systems (e.g., glass- or carbon fibres) because of their excellent mechanical properties. The friction and wear b...

  • Article
  • Open Access
5 Citations
3,120 Views
14 Pages

11 September 2021

Using the molecular dynamics (MD) simulations with ReaxFF potential, two different types of PFPE lubricants (Ztetraol and ZTMD) are prepared on a-C film, and SiO2 particles are adsorbed onto the lubricants at room temperature. From the simulation res...

  • Review
  • Open Access
66 Citations
12,594 Views
62 Pages

A Comprehensive Review of Water-Based Nanolubricants

  • Afshana Morshed,
  • Hui Wu and
  • Zhengyi Jiang

10 September 2021

Applying nanomaterials and nanotechnology in lubrication has become increasingly popular and important to further reduce the friction and wear in engineering applications. To achieve green manufacturing and its sustainable development, water-based na...

  • Article
  • Open Access
21 Citations
4,314 Views
20 Pages

CFD Analysis of Journal Bearing with a Heterogeneous Rough/Smooth Surface

  • Mohammad Tauviqirrahman,
  • J. Jamari,
  • Arjuno Aryo Wicaksono,
  • M. Muchammad,
  • S. Susilowati,
  • Yustina Ngatilah and
  • Caecilia Pujiastuti

7 September 2021

In the present study, a computational investigation into acoustic and tribological performances in journal bearings is presented. A heterogeneous pattern, in which a rough surface is engineered in certain regions and is absent in others, is employed...

  • Review
  • Open Access
188 Citations
17,171 Views
32 Pages

1 September 2021

Machine learning (ML) and artificial intelligence (AI) are rising stars in many scientific disciplines and industries, and high hopes are being pinned upon them. Likewise, ML and AI approaches have also found their way into tribology, where they can...

  • Article
  • Open Access
5 Citations
4,911 Views
20 Pages

Synthesis of a Lubricant to Mimic the Biorheological Behavior of Osteoarthritic and Revision Synovial Fluid

  • Maria Herbster,
  • Rostyslav Nizinkovskyi,
  • Miriam Bollmann,
  • Dirk Bartel,
  • Christoph H. Lohmann,
  • Manja Krüger,
  • Thorsten Halle and
  • Jessica Bertrand

1 September 2021

The rheological properties of synovial fluid (SF) are essential for the friction behavior and wear performance of total joint replacements. Standardized in vitro wear tests for endoprosthesis recommend diluted calf serum, which exhibits substantial d...

  • Review
  • Open Access
25 Citations
6,816 Views
43 Pages

Recent Advances in Preparation and Testing Methods of Engine-Based Nanolubricants: A State-of-the-Art Review

  • Sayed Akl,
  • Sherif Elsoudy,
  • Ahmed A. Abdel-Rehim,
  • Serag Salem and
  • Mark Ellis

Reducing power losses in engines is considered a key parameter of their efficiency improvement. Nanotechnology, as an interface technology, is considered one of the most promising strategies for this purpose. As a consumable liquid, researchers have...

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Lubricants - ISSN 2075-4442