A fuzzy logic model for prediction of tensile properties of epoxy/glass fiber/silica nanocomposites

被引:5
作者
Daneshpayeh, Sajjad [1 ]
Tarighat, Amir [2 ]
Ghasemi, Faramarz Ashenai [1 ]
Bagheri, Mohammad Sadegh [1 ]
机构
[1] Shahid Rajaee Teacher Training Univ, Fac Mech Engn, Shahid Shabanlou St, Tehran 1678815811, Iran
[2] Shahid Rajaee Teacher Training Univ, Fac Civil Engn, Tehran, Iran
关键词
Fuzzy logic; tensile properties; elastic modulus; epoxy; nanosilica; EPOXY-SILICA NANOCOMPOSITES; MECHANICAL-PROPERTIES; COMPOSITE-MATERIALS; SURFACE TREATMENTS; THERMAL-PROPERTIES; COLLOIDAL SILICA; MONTMORILLONITE; POLYMERIZATION;
D O I
10.1177/0095244317733768
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The object of this work is to study and predict the tensile properties (tensile strength, elastic modulus, and elongation at break) of ternary nanocomposites based on epoxy/glass fiber/nanosilica using the fuzzy logic (FL). Two factors in three levels including glass fiber at 0, 5, and 10 wt% and nanosilica at 0, 0.5, and 1 wt% were chosen for adding to an epoxy matrix. From FL surfaces, it was found that the glass fiber content had a main role in the tensile properties of nanocomposites. The high levels of glass fiber content led to a significant increase in the elastic modulus and generally, the presence of glass fiber decreased the tensile strength and elongation at break. Also, addition of the nanosilica content resulted in an increased elastic modulus but decreased the elongation at break of nanocomposites. Finally, an FL model was obtained for each tensile property.
引用
收藏
页码:491 / 500
页数:10
相关论文
共 24 条
[1]   Epoxy networks containing large mass fractions of a monofunctional polyhedral oligomeric silsesquioxane (POSS) [J].
Abad, MJ ;
Barral, L ;
Fasce, DP ;
Williams, RJJ .
MACROMOLECULES, 2003, 36 (09) :3128-3135
[2]   Morphology, thermal relaxations and mechanical properties of layered silicate nanocomposites based upon high-functionality epoxy resins [J].
Becker, O ;
Varley, R ;
Simon, G .
POLYMER, 2002, 43 (16) :4365-4373
[3]   Epoxy-silica nanocomposites: Preparation, experimental characterization, and modeling [J].
Bondioli, F ;
Cannillo, V ;
Fabbri, E ;
Messori, M .
JOURNAL OF APPLIED POLYMER SCIENCE, 2005, 97 (06) :2382-2386
[4]   Predicting of mechanical properties of PP/LLDPE/TiO2 nanocomposites by response surface methodology [J].
Daneshpayeh, Sajjad ;
Ghasemi, Faramarz Ashenai ;
Ghasemi, Ismail ;
Ayaz, Mohsen .
COMPOSITES PART B-ENGINEERING, 2016, 84 :109-120
[5]   EVALUATION OF SURFACE TREATMENTS FOR GLASS-FIBERS IN COMPOSITE-MATERIALS [J].
DIBENEDETTO, AT ;
LEX, PJ .
POLYMER ENGINEERING AND SCIENCE, 1989, 29 (08) :543-555
[6]  
Giannelis EP, 1999, ADV POLYM SCI, V138, P107
[7]   Effect of glass fiber surface treatments on mechanical strength of epoxy based composite materials [J].
Iglesias, JG ;
González-Benito, J ;
Aznar, AJ ;
Bravo, J ;
Baselga, J .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2002, 250 (01) :251-260
[8]   A REVIEW OF RECENT PROGRESS IN THE STUDIES OF MOLECULAR AND MICROSTRUCTURE OF COUPLING AGENTS AND THEIR FUNCTIONS IN COMPOSITES, COATINGS AND ADHESIVE JOINTS [J].
ISHIDA, H .
POLYMER COMPOSITES, 1984, 5 (02) :101-123
[9]  
Kaur A., 2012, IJSCE, V2, P323
[10]  
Kaushik A., 2006, Int. J. Polym. Mater, V55, P425