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DOI will be assigned to every published paper at no additional charge. 📢 Call for Papers — Volume 13, Issue 10 (October 2026) | Submission Deadline: October 26, 2026 | Rapid peer review: 2–3 days | Impact Factor: 7.37 (SJIF 2026)

Paper Details

📄 IJAERD-OJS-2977

Investigation of the effect of process parameters on the surface roughness of AISI 1040 steel in CNC turning – ANFIS modeling

Author(s):Sunny V. Patel, Kiran A. Patel
Institution:M.E. (Production Engineering) student, Mechanical Engineering Department, LDRP-ITR,Gandhinagar, Gujarat, India
Published In:Vol. 5, Issue 3 — March 2018
Page No.:1718-1727
Domain:Engineering
Type:Research Paper
ISSN (Online):2348-4470
ISSN (Print):2348-6406
Abstract

Many manufacturing industries involve machining operations. In metal cutting the turning processis one of the most fundamental cutting processes used. Surface finish and dimensional tolerance, are used todetermine and evaluate the quality of a product, and are major quality attributes of a turned product. In thispaper, an attempt has been made to investigate the effect of cutting parameters cutting speed, feed rate anddepth of cut on surface roughness. The turning operation is carried out on CNC Machine and the workpiecematerial used is AISI 1040 Steel. First of all trial experiments are carried out to decide the levels of differentparameters and then L27 orthogonal array has been used for experiments. ANFIS (Adaptive Neuro FuzzyInference System) tool in MATLAB software has been used to predict the surface roughness and results showgood agreement between the measured value and predicted value.

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🕮 How to Cite

Sunny V. Patel, Kiran A. Patel, “Investigation of the effect of process parameters on the surface roughness of AISI 1040 steel in CNC turning – ANFIS modeling”, International Journal of Advance Engineering and Research Development (IJAERD), Vol. 5, Issue 3, pp. 1718-1727, March 2018.

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26 Oct 2026
Vol. 13 | Issue 10
October-2026