A response surface methodology based approach to machining processes: modelling and quality of the models

Various techniques for developing prediction models for various machining performance measures such as surface roughness/surface integrity, cutting force, tool life/tool wear etc in machining processes are available. These methods include, but are not limited to, analytical, numerical, empirical, a...

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Main Authors: Alao, A-R, Konneh, Mohamed
Format: Article
Language:English
Published: Inderscience Enterprises Limited 2009
Subjects:
Online Access:http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/1/2009_a_response_surface_methodology_pp240-261.pdf
id iium-7711
recordtype eprints
spelling iium-77112012-01-13T02:15:53Z http://irep.iium.edu.my/7711/ A response surface methodology based approach to machining processes: modelling and quality of the models Alao, A-R Konneh, Mohamed TJ1125 Machine shops and machine shop practice Various techniques for developing prediction models for various machining performance measures such as surface roughness/surface integrity, cutting force, tool life/tool wear etc in machining processes are available. These methods include, but are not limited to, analytical, numerical, empirical, and artificial intelligence (AI) based methods. While empirical modelling often employs the use of response surface methodology (RSM), however, proper understanding must be established regarding RSM-based models with respect to their development, validation and acceptability. Therefore, the general framework for developing RSM-based prediction models and testing their quality are discussed in this paper. This is followed by a practical surfacebroughness (Rt) model developed for precision grinding of silicon, a machining process that is very difficult to model. The result shows that the procedural modelling frameworks work well for the Rt developed model. Inderscience Enterprises Limited 2009 Article PeerReviewed application/pdf en http://irep.iium.edu.my/7711/1/2009_a_response_surface_methodology_pp240-261.pdf Alao, A-R and Konneh, Mohamed (2009) A response surface methodology based approach to machining processes: modelling and quality of the models. International Journal Experimental Design and Process Optimisation (IJEDPO), Vol. 1 (2/3). 240- 261 . ISSN 2040-2252 (Print); 2040-2260 (Online) http://www.inderscience.com/browse/index.php?journalID=351 DOI: 10.1504/IJEDPO.2009.03032
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic TJ1125 Machine shops and machine shop practice
spellingShingle TJ1125 Machine shops and machine shop practice
Alao, A-R
Konneh, Mohamed
A response surface methodology based approach to machining processes: modelling and quality of the models
description Various techniques for developing prediction models for various machining performance measures such as surface roughness/surface integrity, cutting force, tool life/tool wear etc in machining processes are available. These methods include, but are not limited to, analytical, numerical, empirical, and artificial intelligence (AI) based methods. While empirical modelling often employs the use of response surface methodology (RSM), however, proper understanding must be established regarding RSM-based models with respect to their development, validation and acceptability. Therefore, the general framework for developing RSM-based prediction models and testing their quality are discussed in this paper. This is followed by a practical surfacebroughness (Rt) model developed for precision grinding of silicon, a machining process that is very difficult to model. The result shows that the procedural modelling frameworks work well for the Rt developed model.
format Article
author Alao, A-R
Konneh, Mohamed
author_facet Alao, A-R
Konneh, Mohamed
author_sort Alao, A-R
title A response surface methodology based approach to machining processes: modelling and quality of the models
title_short A response surface methodology based approach to machining processes: modelling and quality of the models
title_full A response surface methodology based approach to machining processes: modelling and quality of the models
title_fullStr A response surface methodology based approach to machining processes: modelling and quality of the models
title_full_unstemmed A response surface methodology based approach to machining processes: modelling and quality of the models
title_sort response surface methodology based approach to machining processes: modelling and quality of the models
publisher Inderscience Enterprises Limited
publishDate 2009
url http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/
http://irep.iium.edu.my/7711/1/2009_a_response_surface_methodology_pp240-261.pdf
first_indexed 2018-09-07T03:29:03Z
last_indexed 2018-09-07T03:29:03Z
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