Have a personal or library account? Click to login
Application of Feed-Forward Neural Networks for Modeling Friction Phenomena with Presence of Vegetable Oil-Based Bio-Lubricants Cover

Application of Feed-Forward Neural Networks for Modeling Friction Phenomena with Presence of Vegetable Oil-Based Bio-Lubricants

Open Access
|Mar 2025

References

  1. Hami N., Muhamad M.R., Ebrahim Z. The impact of sustainable manufacturing practices and innovation performance on economic sustainability. Procedia CIRP 26 (2015) 190-195.
  2. Malik M.A.I., Kalam M.A., Multaba M.A., Almomani F. A review of recent advances in the synthesis of environmentally friendly, sustainable, and nontoxic bio-lubricants: Recommendations for the future implementations. Environmental Technology & Innovation 32 (2023) 103366.
  3. Pichler J., Eder R.M., Besser C., Pisarova L., Dörr N., Marchetti-Deschmann M., Frauscher M. A comprehensive review of sustainable approaches for synthetic lubricant components. Green Chemistry Letters and Reviews 16(1) (2023) 2185547.
  4. Das R. Eco-friendly Lubricants for Tribological Application. In: Martínez, L., Kharissova, O., Kharisov, B. (Eds.) Handbook of Ecomaterials. Springer, Cham, 2019.
  5. Berman, D. Plant-based oils for sustainable lubrication solutions—Review. Lubricants 12 (2024) 300.
  6. Hermewan A.N., Masudin I., Zulfikarijah F., Restuputri D.P., Shariff S.S.R. The effect of sustainable manufacturing on environmental performance through government regulation and eco-innovation. International Journal of Industrial Engineering and Operations Management 6(4) (2024) 299-325.
  7. Chandrakar J.K., Suhane A. The prospects of vegetable based oils as metal working fluids in manufacturing application – A review. Industrial Journal of Engineering Research & Technology 3(5) (2014) 2196-2203.
  8. Tomków J., Czupryński A., Fydrych, D. The abrasive wear resistance of coatings manufactured on high-strength low-alloy (HSLA) offshore steel in wet welding conditions. Coatings 10 (2020) 219.
  9. Sirohi S., Pandey S.M., Świerczyńska A., Rogalski G., Kumar N., Landowski M., Fydrych D., Pandey C. Microstructure and mechanical properties of combined GTAW and SMAW dissimilar welded joints between Inconel 718 and 304L austenitic stainless steel. Metals 13 (2023) 14.
  10. Janeczek, A., Tomków, J., Derazkola, H. A., Łyczkowska, K., Fydrych, D. Effect of underwater friction stir welding parameters on AA5754 alloy joints: Experimental studies. The International Journal of Advanced Manufacturing Technology 134(11) (2024) 5643-5655.
  11. Lachmayer R., Behrens B.-A., Ehlers T., Müller P., Althaus P., Oel M., Farahmand E. Gembarski P.C., Wester H., Hübner S. Process-integrated lubrication in sheet metal forming. J. Manuf. Mater. Process. 6 (2022) 121.
  12. Szpunar M., Trzepieciński T. Prediction of the coefficient of friction in the single point incremental forming of truncated cones from a Grade 2 titanium sheet. Tribologia - Finnish Journal of Tribology 40(1–2) (2023) 4−17.
  13. Domhof A.T.M., Waanders D., Hol J., Sigvant M. Friction and lubrication modelling in sheet metal forming: Influence of local tool roughness on product quality. IOP Conference Series: Materials Science and Engineering 1284 (2023) 012087.
  14. Özkan D., Yilmaz M. A., Karakurt D., Szala M., Walczak M., Bakdemir S. A., Türküz C., Sulukan E. Effect of AISI H13 Steel Substrate Nitriding on AlCrN, ZrN, TiSiN, and TiCrN Multilayer PVD Coatings Wear and Friction Behaviors at a Different Temperature Level. Materials 16 (2023) 1594.
  15. Niemczewska-Wójcik M., Madej M. Surface topography and tribological properties of cutting tool coatings. Advances in Science and Technology Research Journal 17(6) (2023) 39-48.
  16. Zajezierska A. Biodegradowalne smary plastyczne. Instytut Nafty i Gazu – Państwowy Instytut Badawczy, Kraków 2016.
  17. Syahrullail S., Afifah A.N. Bio-lubricant for metal forming. Mytribos Symposium 2 (2017) 54-56.
  18. Aiman Y., Syahrullail S., Kameil A.H. Tribological in metal forming process and the use of bio lubricant as metal forming lubricant: A review. Jurnal Teknologi (Sciences & Engineering) 86(1) (2023) 95-114.
  19. Szewczyk M., Szwajka K. Assessment of the tribological performance of bio-based lubricants using analysis of variance. Advances in Mechanical and Materials Engineering 40 (2023) 31-38.
  20. Więckowski W., Adamus J. Dyner M. Sheet metal forming using environmentally benign lubricant. Archives of Civil and Mechanical Engineering 20 (2020) 51.
  21. Bucur A., Lazarescu L., Pop G.M., Achimas G., Gebhardt A. Tribological performance of biodegradable lubricants under different surface roughness of tools. Academic Journal of Manufacturing Engineering 17(1) (2019) 172-178.
  22. Trzepieciński T., Szewczyk M., Szwajka K. the use of non-edible green oils to lubricate DC04 steel sheets in sheet metal forming process. Lubricants 10 (2022) 210.
  23. Prakash V., Kumar D.R. Performance evaluation of bio-lubricants in strip drawing and deep drawing of an aluminium alloy. Advances in Materials and Processing Technologies 8(1) (2022) 1044-1057.
  24. Trzepieciński T., Szpunar M. Assessment of the effectiveness of lubrication of Ti-6Al-4V titanium alloy sheets using radial basis function neural networks. Acta Polytechnica 61(3) (2021) 489-496.
  25. Singh Y., Garg R., Kumar S. Aspects of non-edible vegetable oil-based bio-lubricants in the automotive sector. Green 5(1-6) 1-14.
  26. Kandeva M., Kalitchin Z., Zadorozhmaya E., Vend A. Performance characteristics of lubricant based on rapeseed oil containing different amounts of metal-containing additive. Industrial Lubrication and Tribology 74(3) (2022) 309-315.
  27. Ahmad N.A., Samion S., Rahim E.A., Jamir M.R.M. Environmentally approach for enhancing tribological characteristics in metal forming: A review. Jurnal Tribologi 26 (2020) 37-59.
  28. Trzepieciński T. Approaches for preventing tool wear in sheet metal forming processes. Machines 11 (2023) 616.
  29. Monetti C., Ilo S., Lebersorger T. Characterization of lubricants for metal forming by means of an oscillating tribo-test-rig. Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology 223(5) (2009) 817-826.
  30. Sulaiman M.H., Christiansen P., Bay N. Influence of tool texture on friction and lubrication in strip reduction. Procedia Engineering 207 (2017) 2263-2268.
  31. Rao K.P., Wie J.J. (2001). Performance of a new dry lubricant in the forming of aluminum alloy sheets. Wear 249 (2001) 86–93.
  32. Hafis S.M., Ridzuan M.J.M., Mohamed A.R., Farahana R.N., Fatin B.N., Syahrullail, S. Properties of palm pressed fibre for metal forming lubricant applications. Procedia Engineering 68 (2013) 130-137.
  33. Syahrullail S., Kamitani S., Nakanishi K. Experimental evaluation of refined, bleached, and deodorized palm olein and palm stearin in cold extrusion of aluminum A1050. Tribology Transactions 55(2) (2012) 199-209.
  34. Lovell M., Higgs C.F., Deshmukh P., Mobley A. Increasing formability in sheet metal stamping operations using environmentally friendly lubricants. Journal of Materials Processing Technology 177(1–3) (2006) 87-90
  35. Biresaw G. Elastohydrodynamic properties of seed oils. Journal of the American Oil Chemists’ Society 83 (2006) 559–566
  36. Alves S.M., Barros B.S., Trajano M.F., Ribeiro K.S.B., Moura E. Tribological behavior of vegetable oil-based lubricants with nanoparticles of oxides in boundary lubrication conditions. Tribology International 65 (2013) 28–36.
  37. EN 10130; Cold rolled low carbon steel flat products for cold forming—Technical delivery conditions. European Committee for Standardization: Brussels, Belgium, 2009.
  38. ISO 6892-1:2009; Metallic Materials—Tensile Testing—Part 1: Method of Test at Room Temperature. ISO: Geneva, Switzerland, 2009.
  39. Ter Haar R. Friction in sheet metal forming, the influence of (local) contact conditions and deformation. Universiteit Twente: Enschede, Holland, 1996.
  40. SIHARD 2063 Steel. Available online: https://steelselector.sij.si/steels/MERILOSP.html (Accessed on 2 December 2023).
  41. Carcel A.C., Palomares D., Rodilla E., Puig M.A.P. Evaluation of vegetable oils as pre-lube oils for stamping. Materials and Design 26(7), (2005) 587-593.
  42. Trzepieciński T. The comparison of the multi-layer artificial neural network training methods in terms of the predictive quality of the coefficient of friction of 1.0338 (DC04) Steel Sheet. Materials 17 (2024) 908.
  43. Mezher M. T., Shakir R. A. Modelling and evaluation of the post-hardness and forming limit diagram in the single point incremental hole flanging (SPIHF) process using ANN, FEM and experimental. Results in Engineering 20 (2023) 101613.
  44. Gareth J. An Introduction to Statistical Learning: with Applications in R. Springer New York, NY, 2013.
  45. Brownlee, J. What is the Difference Between Test and Validation Datasets?. Retrieved 2025-02-12. https://machinelearningmastery.com/difference-test-validation-datasets/
  46. Prechelt L. Early Stopping — But When?. In G. Montavon; G. B. Orr, K. R. Müller (eds.). Neural Networks: Tricks of the Trade. Lecture Notes in Computer Science. Springer Berlin Heidelberg, 2012, pp. 53–67.
  47. Mezher M. T., Pereira A., Shakir R. A., Trzepieciński T. Application of machine learning and neural network models based on experimental evaluation of dissimilar resistance spot-welded joints between grade 2 titanium alloy and AISI 304 stainless steel. Heliyon 10(24) (2024) e40898.
DOI: https://doi.org/10.2478/adms-2025-0003 | Journal eISSN: 2083-4799 | Journal ISSN: 1730-2439
Language: English
Page range: 51 - 65
Submitted on: Jan 3, 2025
|
Accepted on: Mar 4, 2025
|
Published on: Mar 26, 2025
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2025 Tomasz Trzepieciński, Marwan T. Mezher, Valmir Dias Luiz, Salah Eddine Laouini, Hirpa G. Lemu, published by Gdansk University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.