Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite

Naciye Burcu Kartal

Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite

Öz

This study proposes an appropriate optimization model for determining a new composite material's mechanical properties by neuro-regression analysis. This new composite material is obtained by combining hemp and polypropylene fibers. It was developed for the sector of upholstered furniture. First, different multiple regression models have been tried for input and output values. The R^2_training, R^2_testing, R^2_validation, and minimum, maximum values were determined for each model. Then, the stochastic optimization approach is used to predict and optimize the mechanical properties of the new biocomposite system. Finally, multiple non-linear models determine the maximum tensile strength and elongation achievable within the constraints. It is found what the optimum input parameters are needed to achieve maximum tensile strength and elongation at break values of the material and that the type of scenario and the choice of constraints for design variables are critical in the optimization problem.

Anahtar Kelimeler

Kaynakça

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[3] Standard Test Method for Tensile Properties of Polymer Matrix Composite Materials, ASTM std. ASTM D3039/D3039M, 2017.
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[5] MM Dawoud and H.M. Saleh, Introductory Chapter: Background on Composite Materials. In Characterizations of Some Composite Materials. IntechOpen, 2018.
[6] M. Gandomi, M. Soltanpour, M. Zolfaghari and A. Gandomi, “Prediction of peak ground acceleration of Iran’s tectonic regions using a hybrid soft computing techniques”. Journal of Geoscience Frontiers, vol. 7, no. 1, pp.75-82, 2016.
[7] DK. Rajak, D.D. Pagar, P.L. Menezes and E. Linul, (2019). "Fiber-reinforced polymer composites: Manufacturing, properties, and applications". Reinforced Polymer Composites, vol. 11, no. 10, pp. 1667, 2019
[8] A. Garg, V. Vijayaraghavan, J.S.L. Lam, P.M. Singru and L.A. Gao, “A molecular simulation based computational intelligence study of a nano-machining process with implications on its environmental performance”. Swarm and Evolutionary Computation, vol. 21, pp.54-63, 2015.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Yapay Zeka

Bölüm

Araştırma Makalesi

Yazarlar

Naciye Burcu Kartal ^* Bu kişi benim
Türkiye

Yayımlanma Tarihi

30 Ağustos 2021

Gönderilme Tarihi

24 Temmuz 2021

Kabul Tarihi

25 Ağustos 2021

Yayımlandığı Sayı

Yıl 2021 Cilt: 1 Sayı: 1

IZ

https://izlik.org/JA33FL44ZN

Kaynak Göster

RIS / Bibtex

APA

Kartal, N. B. (2021). Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite. Journal of Artificial Intelligence and Data Science, 1(1), 80-88. https://izlik.org/JA33FL44ZN

AMA

1.Kartal NB. Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite. Journal of Artificial Intelligence and Data Science. 2021;1(1):80-88. https://izlik.org/JA33FL44ZN

Chicago

Kartal, Naciye Burcu. 2021. “Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite”. Journal of Artificial Intelligence and Data Science 1 (1): 80-88. https://izlik.org/JA33FL44ZN.

EndNote

Kartal NB (01 Ağustos 2021) Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite. Journal of Artificial Intelligence and Data Science 1 1 80–88.

IEEE

[1]N. B. Kartal, “Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite”, Journal of Artificial Intelligence and Data Science, c. 1, sy 1, ss. 80–88, Ağu. 2021, [çevrimiçi]. Erişim adresi: https://izlik.org/JA33FL44ZN

ISNAD

Kartal, Naciye Burcu. “Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite”. Journal of Artificial Intelligence and Data Science 1/1 (01 Ağustos 2021): 80-88. https://izlik.org/JA33FL44ZN.

JAMA

1.Kartal NB. Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite. Journal of Artificial Intelligence and Data Science. 2021;1:80–88.

MLA

Kartal, Naciye Burcu. “Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite”. Journal of Artificial Intelligence and Data Science, c. 1, sy 1, Ağustos 2021, ss. 80-88, https://izlik.org/JA33FL44ZN.

Vancouver

1.Naciye Burcu Kartal. Modeling and Design Optimization to Determine the Mechanical Properties of a Recent Composite. Journal of Artificial Intelligence and Data Science [Internet]. 01 Ağustos 2021;1(1):80-8. Erişim adresi: https://izlik.org/JA33FL44ZN