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Hard Finish Turning Parameters Optimization for Machining of High Temperature Stainless Steel
-
J. Maniraj
,
V. Selladurai
Published/Copyright:
December 13, 2012
Abstract
This experimental study aims at investigating the optimization of hard finish turning operation parameters for martensitic stainless steel using the analysis of variance (ANOVA) and back propagation neural network (BPNN). Experimental trials are carried out based on an orthogonal array of Taguchi method. The recorded data are assessed and evaluated using ANOVA and artificial neural network (ANN) techniques. A multilayer perception model is constructed with back-propagation algorithm using the input parameters of depth of cut, cutting speed and feed rate. Crater wear and surface roughness of the machined component are the output parameters. On completion of the experimental test, ANOVA and ANN models are employed to validate the results obtained and further to predict the behavior of the system under conditions within the prevailing operating range.
Received: 2012-03-13
Accepted: 2012-04-10
Published Online: 2012-12-13
Published in Print: 2012-12-14
©[2012] by Walter de Gruyter Berlin Boston
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Keywords for this article
Taguchi method;
hard finish turning;
BPNN;
ANOVA;
surface roughness;
crater wear
Articles in the same Issue
- Masthead
- High Temperature Tensile Properties of Equal Channel Angular Pressed Al-Zn-Mg-Cu Alloy
- Hard Finish Turning Parameters Optimization for Machining of High Temperature Stainless Steel
- High Cycle Fatigue and Cyclic Plastic Deformation Behaviour of High Temperature Oxidation Resistant Titanium Aluminide Coated IMI 834 Alloy at 873 K
- Microstructural and Mechanical Properties of Er2O3-ZrO2 Ceramics with Different Er2O3 Contents
- Synthesis of Different Morphologies of PbS Nanostructures via Hydrothermal Process
- Facile Hydrothermal Synthesis of CoSO4ċH2O Nanoparticles and Barite Microcubes from Novel Precursors
- Hot Corrosion of Fe-Cr Alloys with 75 Na2SO4 + 25 NaCl Coating at 1173 K
- A Simple Method for Synthesis of PbS Nanoparticles Using 2-Mercaptoethanol as the Capping Agent
- Influence of Alloy Grain Size on High Temperature Corrosion Behavior of 2.25 Cr-1 Mo Steel in SO2 + O2 Atmosphere
- Encapsulation of Erbium(III) and Thulium(III) Nanocomplexes Containing 18- and 20-Membered Dioxa Tetraaza Macryclic Ligands Within the Framework of Zeolite
- Calculation of the Raman Linewidths of Lattice Modes Close to the α-β Transition in Quartz
- Production and Characterization of Hydroxyapatite-Zirconia Composites
- Influence of Long-term Aging on Microstructure and Creep Behaviors of FGH95 Nickel-based Superalloy
- Remnant Life Assessment and Microstructural Studies on Service Exposed Primary Reformer Tubes of a Catalytic Converter of an Ammonia Plant
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