Abstract
The article intends to obtain an environment friendly, low-cost natural fiber (Agave Cantala Fiber) and Multi-walled carbon nanotube (MWCNT) composite by the experimental design approach. More specifically, study is associated with multi-response modelling and optimization of a novel composite material for cleaner manufacturing. The Mixture Design technique is adopted to ensure the mixture components’ multi-response optimization, namely, MWCNT, Cantala fibers, and Epoxy resin. The tensile, flexural, and impact strength of the novel composite material are considered for optimization. The experiments are planned as per the mixture design, and the data is collected on all these responses. The Cox Response Trace plot, Pareto Chart for Standardized Effects, Overlaid Contour plot, and Response Optimizer plot are effectively used to develop predictive models and to identify an optimum combination of the mixture for all the responses. The findings will assist in developing an optimal combination of component mixtures and a predictive model for composite material through the structured and robust statistical methodology. This material will assist in cleaner and greener manufacturing of composite materials, while the approach adopted will help researchers as a template for robust composite material development.
Similar content being viewed by others
References
D. Fu and A. Netravali, J. Mater. Sci., 56, 6204 (2021).
R. Udhayasankar, B. Karthikeyan, and A. Balaji, J. Adhes. Sci. Technol., 34, 1720 (2020).
F. Hussain, M. Hojjati, M. Okamoto, and R. E. Gorga, J. Compos. Mater., 40, 1511 (2006).
D. Mueller and A. Krobjilowski, J. Ind. Text., 33, 111 (2003).
M. Fuqua, S. Huo, and C. Ulven, Polym. Rev., 52, 259 (2012).
M. R. Abir, W. E. Tay, and H. P. Lee, Compos. Part A Appl. Sci. Manuf., 123, 59 (2019).
K. P. Kumar and A. S. J. Sekaran, J. Reinf. Plast. Compos., 33, 1879 (2014).
S. Mahmud, K. M. F. Hasan, M. A. Jahid, K. Mohiuddin, R. Zhang, and J. Zhu, J. Mater. Sci., 56, 7231 (2021).
B. F. Yousif, A. Shalwan, C. W. Chin, and K. C. Ming, Mater. Des., 40, 378 (2012).
T. Hojo, Z. Xu, Y. Yang, and H. Hamada, Energy Procedia, 56, 72 (2014).
S. Kim, J. Moon, G. Kim, and C. Ha, Polym. Test., 27, 801 (2008).
N. Saba, M. T. Paridah, and M. Jawaid, Constr. Build. Mater., 76, 87 (2015).
M. Z. Rong, M. Q. Zhang, Y. Liu, G. C. Yang, and H. M. Zeng, Compos. Sci. Technol., 61, 1437 (2001).
S. M. Sapuan, A. Leenie, M. Harimi, and Y. K. Beng, Mater. Des., 27, 689 (2006).
A. Balaji, B. Karthikeyan, J. Swaminathan, and C. Sundar Raj, J. Nat. Fibers, 16, 613 (2019).
A. Balaji, B. Karthikeyan, J. Swaminathan, and C. Sundar Raj, Fiber. Polym., 18, 1193 (2017).
B. Galzerano, A. Formisano, M. Durante, F. Iucolano, D. Caputo, and B. Liguori, J. Compos. Mater., 52, 2313 (2017).
I. Shaik, M. R. Mendonca, S. Keerthan, and P. B. Kumara, Am. J. Mater. Sci., 5, 96 (2015).
P. Wambua, J. Ivens, and I. Verpoest, Compos. Sci. Technol., 63, 1259 (2003).
A. K. Mohanty, M. Misra, and L. T. Dreal, Compos. Interfaces, 8, 313 (2001).
C. A. Adeyanju, S. Ogunniyi, J. O. Ighalo, A. G. Adeniyi, and S. A. Abdulkareem, J. Mater. Sci., 56, 2797 (2021).
K. Rahul, H. S. Madhukar, M. N. Karthik, K. B. Pavana, P. D. Kenneth, and D. Loyd, Nanosci Nanotechnol., 7, 34 (2017).
L. A. Pothan, S. Thomas, and N. R. Neelakantan, J. Reinf. Plast. Compos., 16, 744 (1997).
A. Balaji, R. Purushothaman, R. Udhayasankar, S. Vijayaraj, and B. Karthikeyan, J. Bio-Tribo-Corrosion, 6, 60 (2020).
S. Radika and M. Sudharsan, Int. J. Innov. Res. Sci. Eng. Technol., 4, 172 (2015).
M. Maniruzzaman, M. H. Rahman, S. M. Hafizuddin, and M. A. Gufur, Asian Text. J., 15, 61 (2006).
S. S. Bari, A. Chatterjee, and S. Mishra, Polym. Rev., 56, 287 (2016).
V. Obradović, D. Simić, M. Zrilić, D. B. Stojanović, and P. S. Uskoković, Fiber Polym., 22, 528 (2021).
A. A. Azeez, K. Y. Rhee, S. J. Park, and D. Hui, Compos. Part B Eng., 45, 308 (2013).
P. H. C. Camargo, K. G. Satyanarayana, and F. Wypych, Mater. Res., 12, 1 (2009).
S. Doagou-Rad, A. Islam, and J. S. Jensen, J. Compos. Mater., 52, 3681 (2018).
P. K. Bellairu, S. Bhat, and K. Madhyastha, AIP Conference Proc., https://doi.org/10.1063/1.5092896 (2019).
D. Ahn, H. J. Choi, S. Y. Yeo, and H. Kim, Fiber. Polym., 22, 442 (2021).
S. B. Hosseini, J. Nat. Fibers, 14, 311 (2017).
O. I. Sekunowo, S. I. Durowaye, and G. I. Lawal, Int. J. Mech. Aerospace, Ind. Mechatron. Manuf. Eng., 9, 1 (2015).
J. Park, K. Yoon, and J. Lee, Trans. Electr. Electron. Mater., 12, 98 (2011).
S. Jangam, S. Raja, and K. H. Reddy, J. Compos. Mater., 52, 2365 (2017).
A. Nourbakhsh, A. Ashori, and A. Kargarfard, Polym. Compos., 37, 3269 (2015).
P. K. Bellairu, S. Bhat, and E. V. Gijo, Multidiscip. Model Mater. Struct., 17, 507 (2020).
P. Prabhu, S. M. Iqbal, A. Balaji, and B. Karthikeyan, Adv. Compos. Hybrid Mater., 2, 93 (2019).
A. Balaji, R. Udhayasankar, B. Karthikeyan, J. Swaminathan, and R. Purushothaman, Results Chem., https://doi.org/10.1016/j.rechem.2020.100056 (2020).
R. Sakthivel and D. Rajendran, Int. J. Eng. Trends Technol., 9, 407 (2014).
D. Xing, X. Y. Xi, and P. C. Ma, Compos. Part A Appl. Sci. Manuf., 119, 127 (2019).
M. Z. R. Khan, S. K. Srivastava, and M. K. Gupta, J. Reinf. Plast. Compos., 37, 1435 (2018).
A. El Moumen, M. Tarfaoui, H. Benyahia, and K. Lafdi, J. Compos. Mater., 53, 925 (2018).
M. A. Fentahun, P. Mahmut, and A. Savas, Int. J. Mater. Eng., 8, 40 (2018).
E. Fechová, J. Kmec, A. Vagaská, and D. Kozak, Procedia Eng., 149, 263 (2016).
C. Y. Song, J. Lee, and H. Y. Choi, Eng. Optim., 52, 465 (2020).
T. E. Murphy, K. L. Tsui, and J. K. Allen, Res. Eng. Des., 15, 201 (2005).
D. C. Montgomery and S. R. Voth, J. Qual. Technol., 26, 96 (1994).
R. D. Snee and D. W. Marquardt, Technometrics, 18, 19 (1976).
J. A. Cornell, “Experiments with Mixtures: Designs, Models, and the Analysis of Mixture Data”, Wiley, New York, NY, 2011.
A. Bryant and K. Charmaz, “The SAGE Handbook of Grounded Theory”, SAGE Publications Ltd., London, 2012.
A. M. K. Esawi and M. M. Farag, Mater. Des., 28, 2394 (2007).
R. Andrews and M. C. Weisenberger, Curr. Opin Solid State Mater. Sci., 8, 31 (2004).
Ubaidillah, W. W. Raharjo, A. Wibowo, Harjana, and S. A. Mazlan, AIP Conf. Proc., doi: https://doi.org/10.1063/1.4943464 (2016).
S. F. Arnold, “Design of Experiments with MINITAB”, The American Statistician, 2006.
S. Liu and H. Neudecker, Metrika, 45, 53 (1997).
M. J. Anderson, P. J. Whitcomb, and M. A. Bezener, “Formulation Simplified: Finding the Sweet Spot through Design and Analysis of Experiments with Mixtures”, Productivity Press, New York, NY, 2018.
L. Y. Chan, Commun. Stat — Theory Methods, 29, 2281 (2000).
U. K. Komal, V. Verma, T. Ashwani, N. Verma, and I. Singh, J. Nat. Fibers, 17, 1026 (2020).
S. D. Mun, S. J. Lee, and J. H. Song, Fiber. Polym., 22, 249 (2021).
W. W. Raharjo, R. Soenoko, Y. S. Irawan, and A. Suprapto, J. Nat. Fibers, 15, 98 (2018).
J. P. Kumar, A. Sugunakar, and C. Nagaraj, IOSR J. Mech. Civ. Eng., 16, 37 (2016).
M. Šupová, G. S. Martynková, and K. Barabaszová, Sci. Adv. Mater., 3, 1 (2011).
I. M. Rio-echevarria, J. Ponti, P. Urbán, and D. Gilliland, Nanotoxicology, 13, 923 (2019).
H. Lorenz, J. Fritzsche, A. Das, K. W. Stöckelhuber, R. Jurk, G. Heinrich, and M. Klüppel, Compos. Sci. Technol., 69, 2135 (2009).
G. Gkikas, N. Barkoula, and A. S. Paipetis, Compos. Part B Eng., 43, 2697 (2012).
T. R. Frømyr, F. K. Hansen, and T. Olsen, J. Nanotechnol., 2012, 1 (2012).
Y. Y. Huang and E. M. Terentjev, Polymers, 4, 275 (2012).
S. Dhakal and S. G. B. Keerthi, Mater. Today Proc., 4, 7592 (2017).
R. D. T. Filho, F. A. Silva, E. M. R. Fairbairn, and J. A. M. Filho, Constr. Build. Mater., 23, 2409 (2009).
M. Boopalan, M. Niranjanaa, and M. J. Umapathy, Compos. Part B Eng., 51, 54 (2013).
K. Adekunle, D. Åkesson, and M. Skrifvars, J. Appl. Polym. Sci., 116, 1759 (2010).
M. M. Stănescu and D. Bolcu, Polymers, 11, 1 (2019).
S. B. Visweswaraiah and L. Lessard, J. Compos. Mater., 53, 3725 (2019).
M. G. Suresh and R. Suresh, Int. J. Recent. Technol. Eng., 8, 3954 (2019).
Y. Ma, M. Ueda, T. Yokozeki, T. Sugahara, Y. Yang, and H. Hamada, Open J. Compos. Mater., 7, 227 (2017).
K. Han, W. Zhou, R. Qin, S. Yang, and L. H. Ma, Fiber. Polym., 22, 469 (2021).
R. K. Upadhyay, M. Ali, and G. D. Gautam, J. Civ. Eng. Environ. Technol., 2, 81 (2015).
K. Hinkelmann, “Design and Analysis of Experiments”, John Wiley & Sons, Inc., Hoboken, NJ, USA, NY, 2012.
H. Gu, Mater. Des., 30, 3931 (2009).
T. Krishnan, S. Jayabal, and V. N. Krishna, J. Nat. Fibers, 17, 326 (2020).
S. Biswas, S. Shahinur, M. Hasan, and Q. Ahsan, Procedia Eng., 105, 933 (2015).
F. M. AL-Oqla, J. Polym. Environ., 29, 892 (2020).
H. Modi, S. Chokshi, and D. Patel, Int. J. Eng. Technol. Sci. Res., 4, 595 (2017).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Bellairu, P.K., Bhat, S., Gijo, E.V. et al. Multi-Response Modelling and Optimization of Agave Cantala Natural Fiber and Multi-wall Carbon Nano Tube Reinforced Polymer Nanocomposite: Application of Mixture Design. Fibers Polym 23, 1089–1099 (2022). https://doi.org/10.1007/s12221-022-4213-1
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12221-022-4213-1