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Modeling and Optimization of Wear Rate of AISI 2507 Super Duplex Stainless Steel

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Abstract

The present work attempts to study the parameters influencing wear, namely, applied load, heat-treated temperature, sliding velocity, and sliding distance using statistical Design of Experiments (DOE) and Response Surface Methodology (RSM). The wear behavior of super duplex stainless steel was evaluated under dry sliding conditions. A three-level Central Composite Design (CCD) based non-linear model was used to establish input-output relationship based on the collected experimental input-output data. Surface plots were used to study the influence of applied load, heat-treated temperature, sliding distance, and sliding velocity on the wear rate of super duplex stainless steel. The wear rate was observed to vary nearly non-linearly with applied load and linearly with the rest of the input parameters. Analysis of Variance (ANOVA) was conducted to test the statistical adequacy of the non-linear model developed. Applied load and heat-treated temperature were found to have a more positive contribution towards the wear rate than other parameters. Although the sliding velocity had a negligible effect, its interaction with applied load and heat-treated temperature had a significant impact on the wear rate. The regression equation developed was tested for its prediction precision with the help of 20 test cases. Further, attempts were also made to determine the optimum combination of input parameters that minimize the wear rate using the Desirability Function Approach (DFA). The objective of minimizing the wear rate was met with the highest desirability value of 1. Confirmation experiments were conducted for the determined optimal set of input parameters of 20 test cases resulting in an average absolute percent deviation in prediction of 6.34% and 5.58%.

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Authors and Affiliations

  1. Department of Mechanical Engineering, Sahyadri College of Engineering and Management, Mangalore, India

    Mahesh B. Davanageri

  2. Department of Mechanical Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, India

    S. Narendranath & Ravikiran Kadoli

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  1. Mahesh B. Davanageri
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  2. S. Narendranath
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  3. Ravikiran Kadoli
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Correspondence to Mahesh B. Davanageri.

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Davanageri, M.B., Narendranath, S. & Kadoli, R. Modeling and Optimization of Wear Rate of AISI 2507 Super Duplex Stainless Steel. Silicon 11, 1023–1034 (2019). https://doi.org/10.1007/s12633-018-9908-y

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  • DOI: https://doi.org/10.1007/s12633-018-9908-y

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