Modeling and optimization for fly ash reinforced bronze-based composite materials using multi objective Taguchi technique and regression analysis
| Autor: | Gökhan Başar, Hüsamettin Kuş, Funda Kahraman |
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| Rok vydání: | 2018 |
| Předmět: |
Materials science
Mechanical Engineering Composite number Sintering Spark plasma sintering Regression analysis 02 engineering and technology 021001 nanoscience & nanotechnology Surfaces Coatings and Films Taguchi methods 020303 mechanical engineering & transports General Energy 0203 mechanical engineering Flexural strength Fly ash Composite material Orthogonal array 0210 nano-technology |
| Zdroj: | Industrial Lubrication and Tribology. 70:1187-1192 |
| ISSN: | 0036-8792 |
| Popis: | Purpose This paper aims to investigate the effect of fly ash reinforcement ratio (Rr) and sintering temperature (T) on the transverse rupture strength (TRS), hardness and density of fly ash reinforced bronze-based composite materials by using multi-objective Taguchi technique, analysis of variance (ANOVA) and regression analysis. Design/methodology/approach The bronze-based composite materials containing 5, 10 and 15 Wt.% fly ashes were prepared by using spark plasma sintering carried out under a pressure of 35 MPa, at 750, 800 and 850 °C for 3 min. Sintering temperature and fly ash reinforcement ratio were considered as input parameters; the TRS, hardness and density were considered as output parameters. Experiments were designed according to Taguchi L9 orthogonal array. Multi signal-to-noise ratio (MSNR) was computed to define the optimal process parameters. ANOVA was conducted to detect the importance of the input parameters for the process performance. Moreover, the linear model was developed for predicting the performance parameters by using regression analysis. Findings Fly ash can be a good alternative as reinforcement to reduce the cost for composite materials. Optimal process parameters had obtained 850°C sintering temperature and 5 per cent reinforcement ratio by using multi-objective Taguchi technique. The per cent contributions of the control factors on the performance parameters had obtained sintering temperature (95.78 per cent) and fly ash reinforcement ratio (3.00 per cent) with ANOVA. The obtained results indicate that the sintering temperature was found to be the dominant factor among controllable factors. However, the reinforcement ratio showed an insignificant effect. Originality/value It has been indicated that multi-objective Taguchi technique and regression analysis are effective and powerful tools in modeling and simultaneous optimization of quality characteristics for composite materials. |
| Databáze: | OpenAIRE |
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