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◆ Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science2026-04-05· Materials science

Experimental investigation and multi-criteria optimization of rough and finish milling for AISI 316L stainless steel: A focus on surface integrity, temperature, and tool performance

Aslan Akdulum, Yusuf Sıyambaş

原始摘要(英文原文)· Original abstract
This study experimentally investigates the machinability of AISI 316L austenitic stainless steel under dry and air-assisted cooling during rough and finish milling. A high-feed milling cutter was employed for roughing and a solid carbide end mill for finishing. Cutting temperature, surface roughness, and tool wear were evaluated using thermal imaging, profilometry, and scanning electron microscopy (SEM) with energy dispersive X-ray spectroscopy (EDS). The results demonstrate that air-assisted cooling significantly reduces thermal loads and tool wear. Specifically, during rough milling, air cooling lowered average cutting temperatures by approximately 27% (from 150°C to 110°C) and maximum temperatures by 24% (from 267°C to 204°C). In finish milling, average and maximum temperatures decreased by 33% (from 194°C to 129°C) and 35% (from 272°C to 177°C), respectively. Surface quality improved notably under air cooling, with reductions in average roughness (Ra) by 21%, maximum height (Rz) by 35%, and total height (Rt) by 46%. SEM/EDS analyses revealed that air cooling minimized coating delamination, adhesion, and oxidative wear. A hybrid multi-criteria decision-making (MCDM) approach integrating the CRITIC and ARAS methods was applied to optimize the process parameters. The optimum condition – air cooling, 4375 rpm spindle speed, and 500 mm/min feed – achieved the highest relative utility (Ki = 0.895), balancing material removal rate, surface finish, and thermal performance. This study concludes that air-assisted cooling is a sustainable and effective strategy for enhancing surface integrity and tool life in the milling of difficult-to-machine materials such as AISI 316L.
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Experimental investigation and multi-criteria optimization of rough and finish milling for AISI 316L stainless steel: A focus on surface integrity, temperature, and tool performance — 科研速览 Science Skim