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

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

4 Das R. Eco-friendly Lubricants for Tribological Application. In: Martínez, L., Kharissova, O., Kharisov, B. (Eds.) Handbook of Ecomaterials. Springer, Cham, 2019. Search in Google Scholar

5 Berman, D. Plant-based oils for sustainable lubrication solutions—Review. Lubricants 12 (2024) 300. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

16 Zajezierska A. Biodegradowalne smary plastyczne. Instytut Nafty i Gazu – Państwowy Instytut Badawczy, Kraków 2016. Search in Google Scholar

17 Syahrullail S., Afifah A.N. Bio-lubricant for metal forming. Mytribos Symposium 2 (2017) 54-56. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

20 Więckowski W., Adamus J. Dyner M. Sheet metal forming using environmentally benign lubricant. Archives of Civil and Mechanical Engineering 20 (2020) 51. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

28 Trzepieciński T. Approaches for preventing tool wear in sheet metal forming processes. Machines 11 (2023) 616. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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 Search in Google Scholar

35 Biresaw G. Elastohydrodynamic properties of seed oils. Journal of the American Oil Chemists’ Society 83 (2006) 559–566 Search in Google Scholar

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. Search in Google Scholar

37 EN 10130; Cold rolled low carbon steel flat products for cold forming—Technical delivery conditions. European Committee for Standardization: Brussels, Belgium, 2009. Search in Google Scholar

38 ISO 6892-1:2009; Metallic Materials—Tensile Testing—Part 1: Method of Test at Room Temperature. ISO: Geneva, Switzerland, 2009. Search in Google Scholar

39 Ter Haar R. Friction in sheet metal forming, the influence of (local) contact conditions and deformation. Universiteit Twente: Enschede, Holland, 1996. Search in Google Scholar

40 SIHARD 2063 Steel. Available online: https://steelselector.sij.si/steels/MERILOSP.html (Accessed on 2 December 2023). Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar

44 Gareth J. An Introduction to Statistical Learning: with Applications in R. Springer New York, NY, 2013. Search in Google Scholar

45 Brownlee, J. What is the Difference Between Test and Validation Datasets?. Retrieved 2025-02-12. https://machinelearningmastery.com/difference-test-validation-datasets/ Search in Google Scholar

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. Search in Google Scholar

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. Search in Google Scholar