다층 적층 나노복합체의 마찰학적 특성 비교 연구

Eman Ebrahim Nassar; Amal Ebrahim Nassar

Polymer(Korea), Vol.45, No.5, 655-663, September, 2021

DOI10.7317/pk.2021.45.5.655 Export Citation

다층 적층 나노복합체의 마찰학적 특성 비교 연구

Comparative Study of Tribological Properties of Multilayers Laminate Nanocomposites

Eman Ebrahim Nassar, and Amal Ebrahim Nassar^†

Department of Mechanical Engineering, Higher Technological Institute, 10th of Ramadan City, Egypt

E-mail:

Wear resistance studies for the multilayer laminate nanocomposite experimentally need a lot of time and money to investigate the effects of different parameters over it. Furthermore, the impact of these parameters on the surface occurs within a microsecond making the investigation very difficult. Statistical methods such as response surface methodology can be an effective technique in this matter. In the current work, the response surface methodology and the artificial neural network were used to design and analyze the weight loss at different temperatures, sliding speeds, applied loads, and weight percentages of graphene nanoplatelet (GNP) for multilayers laminate composite consists of polyurethane resin and anhydride hardener reinforced with 30 volume fraction of random fiber-glass. It was found that increasing GNP content could effectively increase friction coefficient and reduce the wear rate of multilayer laminate nanocomposite. The predicted values from artificial neural networks and experimental methods are found very close to each other.

Keywords:nanocomposites;wear resistance;response surface methodology;artificial neural network

[References]

Hutchings I, Springer Handbook of Materials Measurement Methods, Springer: Berlin/Heidelberg, pp685 2006.
Soffker D, Rothe S, Appl. Sci., 832 2017.
Dziedzic K, Pashechko M, Barszcz M, Jozwik J, Adv. Sci. Technol., 11, 253 (2017)
Yu J, Zhai D, Hao L, Zhang D, Bai L, Cai Z, Yu C, Evid. Based. Complement. Alternat. Med., 670743 2014.
Gualco A, Svoboda HG, Surian ES, Wear, 360, 14 (2016)
Mohammed MT, Applications of Nanocomposite Materials in Orthopedics, pp221 2019.
Nuruzzaman DM,, Chowdhury MA, Composites and Their Properties, pp299 2012.
Tabor D, Proceedings of International Conference on Tribology Friction, Lubrica-tion and Wear, Institution of Mechanical Engineers: London, pp157 1987.
Wang G, Yu D, Kelkar AD, Zhang L, Prog. Polym. Sci, 75, 73 (2017)
Liu JC, Mechanical Performance of Cellulose Multilayer Laminate and Cellulose Nanocrystal Nanocomposite 2014..
Naskar M, Properties and Applications of Polymer Nanocomposites, pp37 2017.
El-Tayeb NSM, Mostafa IM, Wear, 195, 186 (1996)
El-Tayeb NS, Gadelrab RM, Wear, 192, 112 (1996)
Bahadur S, Zheng Y, Wear, 137, 251 (1990)
Pihtili H, Tosun N, Compos. Sci. Technol., 62, 367 (2002)
Rzatki FD, Barboza DVD, Schroeder RM, Barra GMO, Binder C, Klein AN, de Mello JDB, Friction, 3, 259 (2015)
Parikh HH, Gohil PP, J. Reinf. Plast Compos., 34, 1340 (2015)
Schroeder R, Torres FW, Binder C, Klein AN, de Mello JDB, Wear, 301, 717 (2013)
Sheiretov T, Van Gglabbeek W, Cusano C, Tribol. Trans., 38, 914 (1995)
Cannaday M, Polycarpou A, Tribol. Lett., 19, 249 (2005)
Demas NG, Polycarpou AA, Surf. Coat. Technol., 203, 307 (2008)
Nunez EE, Yeo SM, Polychronopoulou K, Polycarpou AA, Surf. Coat. Technol., 205, 2994 (2011)
Solzak TA, Polycarpou AA, Surf. Coat. Technol., 201, 4260 (2006)
Kandanur SS, Rafiee MA, Yavari F, Schrameyer M, Yu ZZ, Blanchet TA, Koratkar N, Carbon, 50, 3178 (2012)
Bagheri GH, Bonadonna C, Manzella I, Vonlanthen P, Powder Technol., 270, 141 (2015)
Nassar A, Nassar E, Heliyon, 6, e03167 (2020)
Wu L, Wang G, Shen T, You L, Hu W, Si CL, Hortic. Environ. Biotechnol., 58, 282 (2017)
Basheer IA, Hajmeer M, J. Microbiol. Methods, 24 (2000)
Abiodun OI, Jantan A, Omolara AE, Dada KV, Mohamed NA, Arshad H, Heliyon, 4, e00938 (2018)
Swingler K, Applying Neural Networks: A Practical Guide. Academic: New York, pp345 1996.
Haykin S, Neural Networks: A Comprehensive Foundation, 3rd ed. Pearson: Ontario, pp76 1998.
Fausett L, Fundamentals of Neural Networks: Architectures, Algorithms, and Applications. Prentice-Hall, Inc.: Englewood Cliffs, pp324 1994.
Kevin G, An Introduction to Neural Networks, UCL Press: London, pp432 1997.
Wang Z, Wang B, Liu C, Wang WW, J. Eng., 13, 940 (2017)
Tanaka K, Wear, 75, 183 (1982)
Shanmughasundaram P, Mech. Mech. Eng., 21, 85 (2017)
Hossein A, McDonald A, Mertiny P, Aspects of Polyurethanes, IN TECH: Rijeka, pp131 2017.
Martinez FJ, Canales M, Bielsa MJ, Jimenez MA, Wear, 2668, 388 (2010)
Zafar S, Sharma AK, Wear, 346, 29 (2016)
Ashraf MA, Peng W, Zare Y, Rhee KY, Nanoscale Res. Lett., 13, 214 (2018)
Islam MS, Masoodi R, Rostami H, J. Nanosci., 2013, 275037 (2013)

[1] Hutchings I, Springer Handbook of Materials Measurement Methods, Springer: Berlin/Heidelberg, pp685 2006.

[2] Soffker D, Rothe S, Appl. Sci., 832 2017.

[3] Dziedzic K, Pashechko M, Barszcz M, Jozwik J, Adv. Sci. Technol., 11, 253 (2017)

[4] Yu J, Zhai D, Hao L, Zhang D, Bai L, Cai Z, Yu C, Evid. Based. Complement. Alternat. Med., 670743 2014.

[5] Gualco A, Svoboda HG, Surian ES, Wear, 360, 14 (2016)

[6] Mohammed MT, Applications of Nanocomposite Materials in Orthopedics, pp221 2019.

[7] Nuruzzaman DM,, Chowdhury MA, Composites and Their Properties, pp299 2012.

[8] Tabor D, Proceedings of International Conference on Tribology Friction, Lubrica-tion and Wear, Institution of Mechanical Engineers: London, pp157 1987.

[9] Wang G, Yu D, Kelkar AD, Zhang L, Prog. Polym. Sci, 75, 73 (2017)

[10] Liu JC, Mechanical Performance of Cellulose Multilayer Laminate and Cellulose Nanocrystal Nanocomposite 2014..

[11] Naskar M, Properties and Applications of Polymer Nanocomposites, pp37 2017.

[12] El-Tayeb NSM, Mostafa IM, Wear, 195, 186 (1996)

[13] El-Tayeb NS, Gadelrab RM, Wear, 192, 112 (1996)

[14] Bahadur S, Zheng Y, Wear, 137, 251 (1990)

[15] Pihtili H, Tosun N, Compos. Sci. Technol., 62, 367 (2002)

[16] Rzatki FD, Barboza DVD, Schroeder RM, Barra GMO, Binder C, Klein AN, de Mello JDB, Friction, 3, 259 (2015)

[17] Parikh HH, Gohil PP, J. Reinf. Plast Compos., 34, 1340 (2015)

[18] Schroeder R, Torres FW, Binder C, Klein AN, de Mello JDB, Wear, 301, 717 (2013)

[19] Sheiretov T, Van Gglabbeek W, Cusano C, Tribol. Trans., 38, 914 (1995)

[20] Cannaday M, Polycarpou A, Tribol. Lett., 19, 249 (2005)

[21] Demas NG, Polycarpou AA, Surf. Coat. Technol., 203, 307 (2008)

[22] Nunez EE, Yeo SM, Polychronopoulou K, Polycarpou AA, Surf. Coat. Technol., 205, 2994 (2011)

[23] Solzak TA, Polycarpou AA, Surf. Coat. Technol., 201, 4260 (2006)

[24] Kandanur SS, Rafiee MA, Yavari F, Schrameyer M, Yu ZZ, Blanchet TA, Koratkar N, Carbon, 50, 3178 (2012)

[25] Bagheri GH, Bonadonna C, Manzella I, Vonlanthen P, Powder Technol., 270, 141 (2015)

[26] Nassar A, Nassar E, Heliyon, 6, e03167 (2020)

[27] Wu L, Wang G, Shen T, You L, Hu W, Si CL, Hortic. Environ. Biotechnol., 58, 282 (2017)

[28] Basheer IA, Hajmeer M, J. Microbiol. Methods, 24 (2000)

[29] Abiodun OI, Jantan A, Omolara AE, Dada KV, Mohamed NA, Arshad H, Heliyon, 4, e00938 (2018)

[30] Swingler K, Applying Neural Networks: A Practical Guide. Academic: New York, pp345 1996.

[31] Haykin S, Neural Networks: A Comprehensive Foundation, 3rd ed. Pearson: Ontario, pp76 1998.

[32] Fausett L, Fundamentals of Neural Networks: Architectures, Algorithms, and Applications. Prentice-Hall, Inc.: Englewood Cliffs, pp324 1994.

[33] Kevin G, An Introduction to Neural Networks, UCL Press: London, pp432 1997.

[34] Wang Z, Wang B, Liu C, Wang WW, J. Eng., 13, 940 (2017)

[35] Tanaka K, Wear, 75, 183 (1982)

[36] Shanmughasundaram P, Mech. Mech. Eng., 21, 85 (2017)

[37] Hossein A, McDonald A, Mertiny P, Aspects of Polyurethanes, IN TECH: Rijeka, pp131 2017.

[38] Martinez FJ, Canales M, Bielsa MJ, Jimenez MA, Wear, 2668, 388 (2010)

[39] Zafar S, Sharma AK, Wear, 346, 29 (2016)

[40] Ashraf MA, Peng W, Zare Y, Rhee KY, Nanoscale Res. Lett., 13, 214 (2018)

[41] Islam MS, Masoodi R, Rostami H, J. Nanosci., 2013, 275037 (2013)