Predictive Modeling of Turning Operations Using Response Surface Methodology

2013 ◽  
Vol 307 ◽  
pp. 170-173 ◽  
Author(s):  
Girish Kant ◽  
Vaibhav Rao V ◽  
Kuldip Singh Sangwan
Keyword(s):  
Response Surface Methodology ◽  
Response Surface ◽  
Cutting Tool ◽  
Machining Parameters ◽  
Turning Operations ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
Predicted Values ◽  
Cutting Tool Insert ◽  
1045 Steel

This paper focuses on the development of a predictive model using the measured forces acting on the cutting tool during turning operation of AISI 1045 Steel using a Tungsten Carbide cutting tool insert. On the basis of the experimental results, second order mathematical model is developed in terms of machining parameters by using the Response Surface Methodology (RSM). The results are analyzed statistically and graphically. It has been observed that the predicted values using RSM also follow the same trend as given by the measured values.

scholarly journals Effect of Speed, Feed and Depth of Cut on Machining Induced Residual Stresses in Aisi 1045 Steel

2019 ◽  
Vol 8 (2) ◽  
pp. 3397-3400 ◽  
Keyword(s):  
Residual Stresses ◽  
Depth Of Cut ◽  
Machining Parameters ◽  
X Ray Diffraction ◽  
Left Behind ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
Predicted Values ◽  
Future Work ◽  
1045 Steel

Residual stress that are induced during machining of components plays a significant part in the endurance and life of the component. The magnitude and nature of the residual stresses have been of interest to many researchers across the globe. The present work involves methodology to find out the influence of factors on the residual stresses. The machining parameters were varied and the residual stresses were determined using non-destructive method, namely X-ray diffraction. Using statistical methods, the influence of the machining parameters was ascertained. This paper aims at investigating the residual stresses in AISI 1045 steel, induced due to milling. AISI 1045 steel was considered as it is a widely used material and its applications are innumerable. It was observed that speed and feed have significant influence on stresses left behind after the machining is completed. Using statistical techniques a mathematical model was developed which is further used to predict the residual stresses. The error percentage of the predicted values was less than 5%. The results obtained were promising and future work involves the optimization of the machining parameters.

scholarly journals Selection of Machining Parameters Using a Correlative Study of Cutting Tool Wear in High-Speed Turning of AISI 1045 Steel

2018 ◽  
Vol 2 (4) ◽  
pp. 66 ◽  
Author(s):  
Luis Hernández González ◽  
Yassmin Seid Ahmed ◽  
Roberto Pérez Rodríguez ◽  
Patricia Zambrano Robledo ◽  
Martha Guerrero Mata
Keyword(s):  
High Speed ◽  
Manufacturing Industry ◽  
Cutting Tool ◽  
Flank Wear ◽  
Machining Parameters ◽  
High Speed Turning ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
1045 Steel ◽  
Coated Carbide

The manufacturing industry aims to produce many high quality products efficiently at low cost, thereby motivating companies to use advanced manufacturing technologies. The use of high-speed machining is increasingly widespread; however, it lacks a deep-rooted knowledge base needed to facilitate implementation. In this paper, response surface methodology (RSM) has been applied to determine the optimum cutting conditions leading to minimum flank wear in high-speed dry turning on AISI 1045 steel. The mathematical models in terms of machining parameters were developed for flank wear prediction using RSM on the basis of experimental results. The high speed turning experiments were carried out with two coated carbide and a cermet inserts using AISI 1045 steel as work material at different cutting speeds and machining times. The models selected for optimization were validated through the Pareto principle. Results showed the GC4215 insert to be the most optimal option, because it did not reach the cutting tool life limit and could be used for the whole range of cutting parameters selected. To quantitatively evaluate the usefulness of the cutting tools, it was proposed the coefficient of use of the tools from the results of the contour graphs. The GC4215 insert showed 100% effectiveness, followed by the GC4225 with 98.4%, and finally, the CT5015 insert with 83%.

High Speed Machining of Hardened AISI 1045 Steel

2016 ◽  
Vol 861 ◽  
pp. 63-68 ◽  
Author(s):  
Xue Ping Zhang ◽  
Shu Biao Wu ◽  
Zhen Qiang Yao ◽  
Li Feng Xi
Keyword(s):  
High Speed ◽  
Shear Bands ◽  
Chip Morphology ◽  
Machining Parameters ◽  
Chip Breaker ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
High Feed ◽  
Serrated Chips ◽  
1045 Steel

Hardened AISI 1045 steel implemented in machine tool spindle was previously ground using grinding operation. This research aims to address the feasibility of hard turning AISI 1045 using PCBN tool with chip breaker under dry condition. Chip morphology, cutting force and temperature were measured, analyzed and correlated with machining parameters. Experimental results demonstrate that serrated chips are generated at high speeds, high feed rate is an assistant to promote serrated chips, and chip breaker can help break chip into acceptable lengths. Cutting forces were characterized with periodic fluctuation along three directions as chips are serrated. Temperature at machined zone can reach as high as 1200°C, which indicates that adiabatic shear bands can be successfully achieved during the machining of hardened AISI 1045 steel without applying lubricants.

Assessment of the Performance of Microbumped Cutting Tool in Machining of AISI 1045 Steel

2014 ◽  
Author(s):  
J. Ma ◽  
Nick H. Duong ◽  
Shuting Lei
Keyword(s):  
Cutting Force ◽  
Cutting Tool ◽  
Thrust Force ◽  
Cutting Tools ◽  
Contact Length ◽  
Machining Performance ◽  
Edge Distance ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
1045 Steel

This paper investigates the performance of microbump textured cutting tool in dry orthogonal machining of mild steel (AISI 1045 steel) using AdvantEdge finite element simulation. Microbumps are designed on the rake face of cemented carbide (WC/Co) cutting inserts. The purpose is to examine the effect of microbump textured tools on machining performance and to compare it with non-textured regular cutting tools. Specifically, the following microbump parameters are examined: microbump width, microbump height, and edge distance (the distance from cutting edge to the first microbump). Their effects are assessed in terms of the main force, thrust force, and chip-tool contact length. It is found that microbump textured cutting tools generate lower cutting force and thrust force and consequently lower the energy consumption for machining. The micobump width, microbump height, and edge distance all have influence on cutting force in their own ways.

Assessment of Restricted Contact Cutting Tool in Dry Machining of AISI 1045 Steel

2014 ◽  
Author(s):  
J. Ma ◽  
Xianchen Ge ◽  
Nick H. Duong ◽  
Shuting Lei
Keyword(s):  
Cutting Force ◽  
Cutting Tool ◽  
Thrust Force ◽  
Alpha Angle ◽  
Cutting Tools ◽  
Rake Face ◽  
Edge Radius ◽  
Aisi 1045 Steel ◽  
Aisi 1045 ◽  
1045 Steel

This paper studies the performance of restricted cutting tool in dry orthogonal machining of mild steel (AISI 1045 steel) using finite element simulations. The rake face of cemented carbide (WC/Co) cutting inserts is designed and the rake face length is shortened. The purpose is to examine the effect of shortened tools on machining performance and to compare it with regular cutting tools. The following restricted tool parameters are examined: length of rake face, alpha angle (the angle between the rake face and the supporting face), and edge radius. Their effects are assessed in terms of the main force, thrust force, and chip-tool contact length. It is found that restricted cutting tools generate lower cutting force and thrust force and consequently lower the energy necessary for machining. The length of rake face, the angle between the rake face and the supporting face, and edge radius all have influence on cutting force in their own ways. The effects of these three parameters on the tool temperature distribution are also investigated.

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