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首页> 外文期刊>Grey systems: theory and application >Application of GRA method for multi-objective optimization of roller burnishing process parameters using a carbide tool on high carbon steel (AISI-1040)
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Application of GRA method for multi-objective optimization of roller burnishing process parameters using a carbide tool on high carbon steel (AISI-1040)

机译:GRA方法在硬质合金工具上对高碳钢辊抛光工艺参数进行多目标优化的应用(AISI-1040)

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摘要

Purpose - The purpose of this paper is to analyze and optimize the roller burnishing process parameters using the design of experiments and grey relational analysis (GRA). Design/methodology/approach - In this experimental work, the carbide burnishing tool has been selected for the machining of AISI-1040 high carbon steel to get better product quality and satisfactory machining characteristics. The material surface condition while machining, burnishing tool speed, feed rate, depth of penetration and No. of passes have been selected as process constraints to conduct experimental trials. Findings - The surface roughness (SR) and surface hardness were considered as output responses. The experimental outcomes optimized by multi-parametric optimization showed considerable improvement in the process. The roller speed and number of passes are the most significant parameters for surface hardness, whereas the surface condition and roller penetration depth have the most significance on SR. Research limitations/implications - The GRA method shows the 0.03376 improvement in grey relational grade between the experimental values and the predicted values. Practical implications - The experimental outcomes optimized by multi-parametric optimization showed the considerable improvement in the process and will facilitate steel industries to enhance and improve productivity while burnishing high carbon steel (AISI-1040). Originality/value - This research represents valid work, and the authors have no conflict of interests.
机译:目的-本文的目的是使用实验设计和灰色关联分析(GRA)分析和优化辊抛光工艺参数。设计/方法/方法-在本实验工作中,已选择硬质合金抛光工具来加工AISI-1040高碳钢,以获得更好的产品质量和令人满意的加工特性。选择了加工时的材料表面状况,抛光工具的速度,进给速度,穿透深度和通过次数作为工艺约束条件进行了试验。发现-表面粗糙度(SR)和表面硬度被视为输出响应。通过多参数优化进行优化的实验结果表明,该过程取得了显着改善。辊速度和通过次数是表面硬度最重要的参数,而表面条件和辊穿透深度对SR则最重要。研究的局限/意义-GRA方法显示实验值和预测值之间的灰色关联度提高了0.03376。实际意义-通过多参数优化而优化的实验结果表明,该工艺取得了显着改进,将有助于钢铁行业提高和提高生产率,同时抛光高碳钢(AISI-1040)。原创性/价值-这项研究代表有效的作品,作者没有利益冲突。

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