机械加工
材料科学
淬火钢
陶瓷
表面粗糙度
田口方法
冶金
插入(复合材料)
工具钢
高速钢
响应面法
复合材料
计算机科学
机器学习
作者
Debabrata Rath,Ali Alamry,Sudhir Kumar,Pratap Chandra Padhi,Pratyush Pattnaāik
标识
DOI:10.1177/09544089241265036
摘要
The conventional approach to high-speed turning of AISI D4 hardened steel often encountered challenges, notably elevated temperatures at the tool–workpiece interface and resultant surface quality degradation, particularly when utilizing CBN and ceramic inserts at cutting speed exceeding 200 m/min. In response to these limitations, this study presents a novel methodology employing a coated tin layered insert comprised of aluminum oxide (Al 2 O 3 )-Ti (C, N) for dry machining of AISI D4 steel. A significant contribution of this work lies in establishing a quantitative relationship between process variables and response characteristics, alongside process optimization facilitated by the Taguchi method design of experiment approach. By employing a selected hybrid ceramic insert, the study achieves sustainable dry machining of AISI D4 steel. Multiresponse analysis reveals that optimal machining parameters include a cutting speed (C s ) of 170 m/min, feed rate of 0.03 mm/rev, and depth of cut (DoC) of 0.4 mm, resulting in a minimum surface roughness of 0.76 µm. Analysis of variance underscores the pivotal role of feed rate and DoC in shaping surface characteristics, with statistical significance ( p-value < .05), while cutting speed proves insignificant ( p-value > .05). Furthermore, SEM micrographic examination substantiates the superior performance of hardened D4 steel, renowned for its exceptional resistance to wear and oxidation, rendering it indispensable in the fabrication of various tools including dies, press tools, punches, and bushes, surpassing current machining methodologies.
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