Study of Material Parameters’ Effect on Polymer Scratch Using SOM Method

Jian Wei Zhang; Han Jiang

doi:10.4028/www.scientific.net/AMR.452-453.1420

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HomeAdvanced Materials ResearchAdvanced Materials Research Vols. 452-453Study of Material Parameters’ Effect on Polymer...

Study of Material Parameters’ Effect on Polymer Scratch Using SOM Method

Abstract:

Due to its inherited complexity, the polymer material parameters’ effect on the scratch resistance is difficult to detect. Using the scratch experimental results of a set of polypropylene (PP), the Self-Organizing Map (SOM) method, an artificial neural network algorithm, was adopted to study the effect of various material parameters on polymer scratch. Especially suitable for the analysis of high-dimensional data with nonlinear statistical relationships, SOM method helps to find out the influence of different material parameters on scratch behavior. This information can be used to estimate the possible performance of polymeric materials to certain extent without extra scratch experimental work. It also helps researchers to decide which group of properties should be paid more attention when studying the coupling effect of material parameters on polymer scratch resistance.

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Periodical:

Advanced Materials Research (Volumes 452-453)

Pages:

1420-1423

DOI:

https://doi.org/10.4028/www.scientific.net/AMR.452-453.1420

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Online since:

January 2012

Authors:

Jian Wei Zhang, Han Jiang

Keywords:

Material Parameters, Polymer Scratch, Self-Organizing Maps

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