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Article type: Research Article
Authors: Karakasidis, T.E. | Georgiou, D.N. | Nieto, Juan J.
Affiliations: Department of Civil Engineering, University of Thessaly, Volos, Greece | Department of Mathematics, University of Patras, Patras, Greece | Facultad de Matematicas, Departamento de Analisis Matematico, Universidad de Santiago de Compostela, Santiago de Compostela, Spain
Note: [] Corresponding author. T.E. Karakasidis, Department of Civil Engineering, University of Thessaly, Volos 383 34, Greece. E-mail: thkarak@uth.gr
Abstract: In the present paper we use fuzzy linear regression analysis and fuzzy similarity to investigate the relation of various hardness scales to tensile strength of materials. We examine the relation of the Vickers, Brinell, Rockwell C and Shore Scleroscope hardness scales with tensile strength in a common measurement range. The fuzzy regression models that result show the existence of a linear relation. Further analysis of the resulting models with fuzzy similarity results indicates strong similarities between models of different hardness scales. The results indicate that this similarity of the fuzzy regression reflects the underling similarity of the physical quantities of materials that are measured on the different hardness scales. A comparison with conventional linear regression analysis shows that the ambiguities of the model are better reflected in the case of fuzzy regression models.
Keywords: Data analysis, fuzzy numbers, fuzzy linear regression models, metric spaces, hardness scale, tensile strength
DOI: 10.3233/IFS-2012-0507
Journal: Journal of Intelligent & Fuzzy Systems, vol. 23, no. 5, pp. 177-186, 2012
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