Determination of Theoretical Fracture Criteria of Layered Elastic Composite Material by ANFIS Method from Artificial Intelligence

Abstract

The theoretical breaking boundary of the composite elastic composite material consisting of two is otropichomogeneous layers was investigated [6,7]. Three-dimensional theory of elasticity and a fragment edhomogeneous body model were used to find the theoretical breaking limit [3,6,7]. The defects of this material, which has local defects, are of the same length hand is changing with the angle β. The purpose of the articles [10,11] was to examine the effect of theoretical refraction criterion limit values on the change of the angle β. It has been observed that the theoretical refraction limit values obtained for four different composite materials increase as the angle art increases. In this study, the change values with the β angle of the theoretical refraction limit obtained in [11] article were recovered from the artificial intelligence of the MATLAB platform by ANFIS (Sugeno) method. It was seen that the values obtained with the Anfis method are the same with the theoretical results.

Keywords

• Anfis
• Theoretical Fracture Criteria
• Elastic Composite Material

Kaynakça

1. [1] N. Guz, editor, Micromechanics of compositematerials: Focus on Ukrainianresearch, Special Issue of AppliedMechanicsReviews. 45 (1992) 13-107.
2. [2] A.N. Guz, Mechanics of compressivefailure of compositematerials, Kiev: NaukDumka, 1990.
3. [3] A.N. Guz, On the determination of the theoretical strength limit in compression of reinforced materials, Dokl. Akad Nauk USSR Ser A 1969, 3:236-238 (in Russian).
4. [4] A.E. Green, R.S. Rivlin, R.T. Shield, General Theory of small elastic deformations superposed on finite elastic deformations, ProcRoySoc Ser A 1952; 211 (1104): 128-154.
5. [5] M.A. Biot, Mechanics of incremental deformations, New York: Wiley, 1965.
6. [6] S.D. Akbarov, T. Sisman, N. Yahnioglu, On the fracture of the unidirectional composites in compression, Int. J. Eng. Sci. 35(1997) 1115-1136. doi:10.1016/s0020-7225(97)00020-7
7. [7] S.D. Akbarov, A. Cilli, A.N. Guz, The theoretical strength limit in compression of viscoelastic layered composite materials, Composites Part B: Engineering. 30 (1999) 465-472. doi:10.1016/s1359-8368(99)00016-5
8. [8] A. Cilli, The fracture problems in compression of unidirectional fibre-layered compositematerials, Doctoral Thesis, YTU, Istanbul, 1998. DOKTORA TEZİ

9. [9] S.D. Akbarov, A.N. Guz, Mechanics of curved composites, Int. Appl. Mechan. 38 (2002), 1415-1439.
10. [10] A. Cilli, "On the theoretical strength limit of the layered elastic and viscoelastic composites in compression", Applied Mathematical Modelling, cilt.35, ss.5470-5479, 2011 doi.org/10.1016/j.apm.2011.04.032
11. [11] A. Çilli, "Theoretical Fracture Criterion of the Layered Elastic Composite Materials ", AIP Conference Proceedings, cilt.1722, ss.1-4, 2016. doi.org/10.1063/1.4944270
12. [12] M. F. Keskenler, & E. F. Keskenler, Bulanık Mantığın Tarihi Gelişimi. Takvim-i Vekayi, 5(1), 1–10, (2017).
13. [13] Harita ve Kadastro Mühendisleri Odası. “bulanik_mantik.htm”. (10.06.2003) http://www.hkmo.org.tr/yayin/odadergi/s87/
14. [14] J. Yen, R. Langari, L. Zadeh, “Industrial Applications of Fuzzy Logic and Intelligent Systems”, IEEE Press, New York, 1995
15. [15] G. Chen, T.T. Pham, “Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems”, CRC Press, Florida, 2000
16. [16] H.M. Ertunç, (2012). INTRODUCTION TO FUZZY LOGIC. KOCAELİ ÜNİVERSİTESİ MEKATRONİK MÜHENDİSLİĞİ. [17] S. Özmen-Akyol, E. Gülbandilar / İris Çiçeği Türünün YSA Yöntemleri ve ANFIS ile Tahmini
17. [18] J.-S. Jang, “ANFIS: Adaptive network-based fuzzy inference systems,” IEEE Trans. Syst. Man. Cybern., vol. 23, no. 3, pp. 665–685, 1993
18. [19] J. S. R. Jang, C. T. Sun, and E. Mizutani, “Neuro Fuzzy and Soft Computing-A Computational Approach to Learning and Machine Intelligence [BookReview],” IEEE Trans. Automat. Contr., vol. 42, no. 10, pp. 1482–1484, 1997 [20] P. Perez, “Prediction of sulfur dioxide concentrations at a site near downtown Santiago, Chile,” Atmos. Environ., vol. 35, no. 29, pp. 4929–4935, 2001 doi.org/10.1016/S1352-2310(01)00268-0
19. [21] J. S, Abduljabar, Bulanik Mantik Yöntemleri Kullanilarak Gazli İçeceklerde Karbondioksit Kontrolü, Ankara Üniversitesi Fen Bilimleri Enstitüsü, Yüksek Lisans Tezi, Ankara,2011
20. [22] Y. Özcanlı, F. Kosovalı Çavuş, M. Beken, Comparison of Mechanical Properties and Artificial Neural Networks Modeling of PP PET Blends. Acta Physica Polonica A, 130(1), 444-446., (2016). Doi:10.12693/APhysPolA.130.444