Statistical and Neural Network-Based Prediction of Surface Roughness and Tool Wear in AISI 1040 Steel Machining Using SiO₂ Nanoparticle-Infused Pongamia pinnata Lubricant and Coolant

AISI 1040 steel is extensively used in structural and automotive applications, where surface integrity plays a significant role in service performance and coating adhesion. Furthermore, the selected cutting fluids are expected to effectively reduce surface roughness and tool wear by improving lubric...

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Ngā kaituhi matua:	Vishal Shenoy P, Vijay Kini M, Raghuvir Pai B, Srinivas Shenoy Heckadka, Raviraj Shetty, Supriya J P, Adithya Hegde
Hōputu:	Artigo
Reo:	Inglês
I whakaputaina:	MDPI AG 2026-05-01
Rangatū:	Lubricants
Ngā marau:	AISI 1040 steel Pongamia pinnata SiO<sub>2</sub> Taguchi’s design of experiments cutting speed feed rate
Urunga tuihono:	https://www.mdpi.com/2075-4442/14/6/223
Ngā Tūtohu:	Tāpirihia he Tūtohu Kāore He Tūtohu, Me noho koe te mea tuatahi ki te tūtohu i tēnei pūkete!