To cite this version:José Outeiro. Surface integrity predictions and optimisation of machining conditions in the turning of AISI H13 tool steel. International Journal of Machining and Machinability of Materials, Inderscience, 2014, 15 (1/2), pp.122-134.
Science Arts & Métiers (SAM)is an open access repository that collects the work of Arts et Métiers ParisTech researchers and makes it freely available over the web where possible. Abstract: Surface integrity (SI) plays a very important role in functional performance. It is dependent on a large number of machining parameters. The major concern of industry is to know which combination of machining parameters provides the best SI of machined components. Traditionally, surface roughness is considered to be the principal parameter to assess the SI of a machined part. However, residual stresses also become an important parameter because they control the lifetime of components (moulds, dies, etc.) and their abilities to withstand severe thermal and mechanical cyclic loadings (fatigue) during service. Therefore, significant improvements in the quality of the mould/die can be achieved with the control of residual stresses and surface roughness, both induced by machining. This paper examines both residual stresses and surface roughness induced by the dry turning of AISI H13 tool steel with different hardnesses. SI parameters were evaluated experimentally with respect to tool geometry, cutting speed, feed and depth of cut. A modelling and optimisation procedure based on artificial neural network (ANN), response surface methodology (RSM) and genetic algorithm (GA) approaches was developed and applied to identify the optimum combination of cutting parameters, leading to the best SI for machined components.Keywords: surface integrity; residual stresses; surface roughness; modelling; optimisation.Reference to this paper should be made as follows: Outeiro, J.C. (2014 His main research interest is the optimisation of machining operations with special emphasis on the quality of the machined components. His work is published in several peer-reviewed scientific journals and conference proceedings on machining related research topics.This paper is a revised and expanded version of a paper entitled 'Optimization of machining parameters for improved surface integrity of AISI H13 tool steel' presented at 7th