journal article·2017-12

Optimisation of Fabric Reinforced Polymer Composites Using a Variant of Genetic Algorithm

Andrei Axinte, Nicolae Taranu, Liliana Bejan, Iuliana Hudisteanu

Applied Composite Materials· Volume 24· Issue 6
Publisher page

Abstract

Fabric reinforced polymeric composites are high performance materials with a rather complex fabric geometry. Therefore, modelling this type of material is a cumbersome task, especially when an efficient use is targeted. One of the most important issue of its design process is the optimisation of the individual laminae and of the laminated structure as a whole. In order to do that, a parametric model of the material has been defined, emphasising the many geometric variables needed to be correlated in the complex process of optimisation. The input parameters involved in this work, include: widths or heights of the tows and the laminate stacking sequence, which are discrete variables, while the gaps between adjacent tows and the height of the neat matrix are continuous variables. This work is one of the first attempts of using a Genetic Algorithm (GA) to optimise the geometrical parameters of satin reinforced multi-layer composites. Given the mixed type of the input parameters involved, an original software called SOMGA (Satin Optimisation with a Modified Genetic Algorithm) has been conceived and utilised in this work. The main goal is to find the best possible solution to the problem of designing a composite material which is able to withstand to a given set of external, in-plane, loads. The optimisation process has been performed using a fitness function which can analyse and compare mechanical behaviour of different fabric reinforced composites, the results being correlated with the ultimate strains, which demonstrate the efficiency of the composite structure.
Source: openaire · Quality: candidate unverified · Source record ↗

Research context

OpenAlex topics: Textile materials and evaluations · Mechanical Behavior of Composites

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (12)

Show source-provided references
1. Barbero, E.J.: Introduction to Composite Material Design. CRC Press, Boca Raton (2011)
2. Bejan, L., Taranu, N., Sarbu, A.: Advanced polymeric composites with hybrid reinforcement. J. Optoelectron. Adv. Mater. 12(9), 1930–1934 (2010)
3. Bejan, L., Taranu, N., Sirbu, A.: Effect of hybridization on stiffness properties of woven textile composites. Appl. Compos. Mater. 20(2), 185–194 (2013)10.1007/s10443-012-9263-x ↗
4. Bejan, L., Țăranu, N., Sîrbu, A.: Component properties influence upon the elasticity modules of the cloth-reinforced polymeric composites. Materiale Plastice 44(1), 22–25, (2007).
5. Wiśniewski, J.: Optimal design of reinforcing fibres in multilayer composites using Genetic Algorithms. Fibres & Textile in Eastern Europe. 12(3 (47)), 58–63 (2004)
6. Girard, F.: Optimisation de stratifiés en utilisant un algorithme génétique. M.Sc, Thesis, Québec, Canada (2006)
7. Narayana Naik, G., Gopalakrishnan, S., Ganguli, R.: Design optimization of composites using genetic algorithms and failure mechanism based failure criterion. Compos. Struct. 83, 354–367 (2008). doi: 10.1016/j.compstruct.2007.05.00510.1016/j.compstruct.2007.05.005 ↗
8. Jin, D., Liu, Z., Fan, Z.: Ply optimization of composite laminate with ply drop based on genetic algorithm. AMCS. 32(1), 236–242 (2005). doi: 10.13801/j.cnki.fhclxb.20140408.00110.13801/j.cnki.fhclxb.20140408.001 ↗
9. Zeng, X., Andrew Long, A., Ashcroft, I., Potluri, P.: Fibre architecture design of 3D woven composite with genetic algorithms: a unit cell based optimisation framework and performance assessment. In: 20th International Conference on Composite Materials, Copenhagen, Denmark, 19-24th July, (2015).
10. Bejan, L., Sirbu, A.: Genetic algorithm - based optimization of advanced materials. Optoelectronics and advanced materials-rapid communications. 2(12), 846–850 (2008)
11. Skordos, A.A., Sutcliffe, M.P.F., Klintworth, J.W., Adolfsson, P.: Multi-objective optimization of woven composite draping using genetic algorithms, 27th international conference SAMPE EUROPE Paris, France, March 27-29, (2006).
12. Axinte, A., Taranu, N., Bejan, L.: Influence of the geometric parameters on the mechanical behaviour of fabric reinforced composite laminates. Appl. Compos. Mater. 23(5), 987–997 (2016). doi: 10.1007/s10443-016-9494-310.1007/s10443-016-9494-3 ↗