Tribology in Vehicles

A special issue of Lubricants (ISSN 2075-4442).

Deadline for manuscript submissions: 31 December 2024 | Viewed by 515

Special Issue Editors


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Guest Editor
School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
Interests: structural dynamics; friction-induced vibrations and noise; vehicle NVH control; tribology; surface engineering; bio-inspired design; laser surface modification; functional surfaces for vehicles

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Guest Editor
Engineering Department, Robinson College, University of Cambridge, Cambridge CB3 9AN, UK
Interests: tribology; surface science; tribological design
Special Issues, Collections and Topics in MDPI journals

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Guest Editor
School of Mechanical Engineering, University of Leeds, Leeds LS2 9JT, UK
Interests: tribological interfaces in automotive and medical engineering; finite element analysis; impact mechanics; polymers and composites

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Guest Editor
School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
Interests: engine tribology; mixed lubrication; rough surface contact; surface texturing; numerical simulation
Special Issues, Collections and Topics in MDPI journals

Special Issue Information

Dear Colleagues,

Tribology exists everywhere in the world and is becoming ever more critical as vehicles of all classes are required to be faster, quieter and more efficient. To meet the continuous increase in the severity of government regulations, new vehicles are required to have better performance in terms of energy saving, pollution, NVH (noise, vibration and harshness) and mechanical efficiency. Definitely hybrid vehicles (HEVs) and pure electric vehicles (EVs) will become dominate in the future. However, it is still the case that by 2040 vehicles equipped with internal combustion engines may well account for a significant proportion of the global annual sales of passenger and commercial vehicles so that further work on the efficiencies of IC engines is still relevant. Combustion engines burning hydrogen may well find applications in off-road, heavy duty or agricultural vehicles. Therefore, new tribological problems associated with these combustion engines are needed to be solved.

Although great achievements have been made on the energy efficiency and performance of batteries and electric powertrains, there is still much work to do on the design of novel motors, bearings, brushes/slip-ring assembly, brakes, transmissions, lubricants and lubrication systems in hybrid or pure electric vehicles including road, rail, air, and water vehicles (ships). In addition, the friction and wear problems associated with both road and rail vehicles, particularly high-speed trains—for example interactions between the tyre and the pavement or wheel and rail—continue to demand attention from tribologists and vehicle manufactures. Furthermore, vehicle pollution is closely related to tribology problems, not only engine emissions but vehicle noise at both low and high frequencies, and braking and tyre particle generation: all of these problems require innovative solutions involving elements of tribology.

Encouraged by the Editorial Office of Lubricants, we are launching a Special Issue on “Tribology in Vehicles” aiming to cover the latest developments concerned with the tribological and dynamical performance of all kinds of vehicles coupled with high-speeds, high-loads, novel materials, electrical drives and bio-inspired designs from both academic and industrial researchers working on vehicular tribological innovations. We hope that the contents of the Special Issue will contain a spread of multi-disciplined opportunities and challenges relating to vehicle tribology, which will be valuable to engineers and technologists developing efficient, green and reliable systems for modern vehicles of all classes.

Prof. Dr. Shuwen Wang
Prof. Dr. John Williams
Prof. Dr. David Charles Barton
Dr. Chunxing Gu
Guest Editors

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Lubricants is an international peer-reviewed open access monthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • friction and wear
  • lubrication
  • tire-road contacts
  • wheel-rail systems
  • braking systems
  • novel frictional surfaces
  • bio-inspired design
  • braking emission
  • frictional noise and vibration

Published Papers (1 paper)

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Research

17 pages, 7115 KiB  
Article
Braking Friction Coefficient Prediction Using PSO–GRU Algorithm Based on Braking Dynamometer Testing
by Shuwen Wang, Yang Yu, Shuangxia Liu and David Barton
Lubricants 2024, 12(6), 195; https://doi.org/10.3390/lubricants12060195 - 29 May 2024
Viewed by 187
Abstract
The coefficients of friction (COFs) is one of the most important parameters used to evaluate the braking performance of a friction brake. Many indicators that affect the safety and comfort of automobiles are associated with brake COFs. The manufacturers of friction brakes and [...] Read more.
The coefficients of friction (COFs) is one of the most important parameters used to evaluate the braking performance of a friction brake. Many indicators that affect the safety and comfort of automobiles are associated with brake COFs. The manufacturers of friction brakes and their components are required to spend huge amounts of time and money to carry out experimental tests to ensure the COFs of a newly developed braking system meet the required standards. In order to save time and costs for the development of new friction brake applications, the GRU (Gate Recurrent Unit) algorithm optimized by the improved PSO (particle swarm optimization) global optimization method is employed in this work to predict brake COFs based on existing experimental data obtained from friction braking dynamometer tests. Compared with the LSTM (Long Short-Term Memory) method, the GRU algorithm optimized by PSO avoids the accuracy reduction problem caused by gradient descent in the training process and hence reduces the prediction error and computational cost. The combined PSO–GRU algorithm increases the coefficient of determination (R2) of the prediction by 4.7%, reduces the MAE (mean absolute error) by 14.3%, and increases the prediction speed by 40.1% compared with the standalone GRU method. The prediction method based on machine learning proposed in this study can not only be applied to the prediction of automobile braking COFs but also for other frictional system problems, such as the prediction of braking noise and the friction of various bearing transmission components. Full article
(This article belongs to the Special Issue Tribology in Vehicles)
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