<p>Hard turning has been considered a sustainable alternative to grinding for hardened steels; however, its adoption is limited by excessive cutting temperatures and rapid tool wear, particularly when cubic boron nitride (<i>CBN</i>) and conventional ceramic inserts are used at speeds above 200&#xa0;m/min. These constraints reduce the feasibility of dry machining in processing hard-to-machine alloys such as AISI D3 tool steel. This study evaluates the performance of titanium nitride (TiN)-coated hybrid ceramic inserts (Al<sub>2</sub>O<sub>3</sub> + Ti(C, N)) for dry turning of hardened AISI D3 steel. A Taguchi L25 orthogonal array was employed to systematically analyze the effects of cutting speed, feed rate, and depth of cut on cutting force, surface roughness, and material removal rate (<i>MRR</i>). Multi-response optimization was performed using grey relational analysis (<i>GRA</i>) to identify an optimal cutting regime. The optimal parameters—cutting speed of 192&#xa0;m/min, feed rate of 0.05&#xa0;mm/rev, and depth of cut of 0.50&#xa0;mm—yielded a 19.6% reduction in cutting force, a 23.4% improvement in surface finish, and a 17.8% increase in <i>MRR</i>. These results validate TiN-coated ceramics as efficient, cost-effective, and environmentally sustainable substitutes for grinding, providing a practical pathway to enhance productivity and surface quality in hardened steel machining.</p> Graphical Abstract <p></p>

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Grey relational analysis during sustainable machining of D3 tool steel

  • Debabrata Rath,
  • Sumanta Panda

摘要

Hard turning has been considered a sustainable alternative to grinding for hardened steels; however, its adoption is limited by excessive cutting temperatures and rapid tool wear, particularly when cubic boron nitride (CBN) and conventional ceramic inserts are used at speeds above 200 m/min. These constraints reduce the feasibility of dry machining in processing hard-to-machine alloys such as AISI D3 tool steel. This study evaluates the performance of titanium nitride (TiN)-coated hybrid ceramic inserts (Al2O3 + Ti(C, N)) for dry turning of hardened AISI D3 steel. A Taguchi L25 orthogonal array was employed to systematically analyze the effects of cutting speed, feed rate, and depth of cut on cutting force, surface roughness, and material removal rate (MRR). Multi-response optimization was performed using grey relational analysis (GRA) to identify an optimal cutting regime. The optimal parameters—cutting speed of 192 m/min, feed rate of 0.05 mm/rev, and depth of cut of 0.50 mm—yielded a 19.6% reduction in cutting force, a 23.4% improvement in surface finish, and a 17.8% increase in MRR. These results validate TiN-coated ceramics as efficient, cost-effective, and environmentally sustainable substitutes for grinding, providing a practical pathway to enhance productivity and surface quality in hardened steel machining.

Graphical Abstract