Modeling and optimization of laser cutting operations

Laser beam cutting is one important nontraditional machining process. This paper optimizes the parameters of laser beam cutting parameters of stainless steel (316L) considering the effect of input parameters such as power, oxygen pressure, frequency and cutting speed. Statistical design of experimen...

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Published inManufacturing review (Ulis, France) Vol. 2; p. 20
Main Authors Gadallah, Mohamed Hassan, Abdu, Hany Mohamed
Format Journal Article
LanguageEnglish
Published Les Ulis EDP Sciences 2015
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ISSN2265-4224
2265-4224
DOI10.1051/mfreview/2015020

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Abstract Laser beam cutting is one important nontraditional machining process. This paper optimizes the parameters of laser beam cutting parameters of stainless steel (316L) considering the effect of input parameters such as power, oxygen pressure, frequency and cutting speed. Statistical design of experiments is carried in three different levels and process responses such as average kerf taper (Ta), surface roughness (Ra) and heat affected zones are measured accordingly. A response surface model is developed as a function of the process parameters. Responses predicted by the models (as per Taguchi’s L27OA) are employed to search for an optimal combination to achieve desired process yield. Response Surface Models (RSMs) are developed for mean responses, S/N ratio, and standard deviation of responses. Optimization models are formulated as single objective optimization problem subject to process constraints. Models are formulated based on Analysis of Variance (ANOVA) and optimized using Matlab developed environment. Optimum solutions are compared with Taguchi Methodology results. As such, practicing engineers have means to model, analyze and optimize nontraditional machining processes. Validation experiments are carried to verify the developed models with success.
AbstractList Laser beam cutting is one important nontraditional machining process. This paper optimizes the parameters of laser beam cutting parameters of stainless steel (316L) considering the effect of input parameters such as power, oxygen pressure, frequency and cutting speed. Statistical design of experiments is carried in three different levels and process responses such as average kerf taper (Ta), surface roughness (Ra) and heat affected zones are measured accordingly. A response surface model is developed as a function of the process parameters. Responses predicted by the models (as per Taguchi’s L27OA) are employed to search for an optimal combination to achieve desired process yield. Response Surface Models (RSMs) are developed for mean responses, S/N ratio, and standard deviation of responses. Optimization models are formulated as single objective optimization problem subject to process constraints. Models are formulated based on Analysis of Variance (ANOVA) and optimized using Matlab developed environment. Optimum solutions are compared with Taguchi Methodology results. As such, practicing engineers have means to model, analyze and optimize nontraditional machining processes. Validation experiments are carried to verify the developed models with success.
Author Abdu, Hany Mohamed
Gadallah, Mohamed Hassan
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Snippet Laser beam cutting is one important nontraditional machining process. This paper optimizes the parameters of laser beam cutting parameters of stainless steel...
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StartPage 20
SubjectTerms Algorithms
Alloys
Aluminum
Carbide cutting tools
Composite materials
Constraint modelling
Cutting parameters
Cutting speed
Design of experiments
Engineering
Gases
Kerf
Kerf width
Laser beam cutting
Laser cutting
Lasers
Machining
Manganese steel
Molybdenum
Optimization
Process parameters
Quality
Response surface methodology
Signal to noise ratio
Stainless steel
Surface roughness
Taguchi technique
Variance analysis
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Title Modeling and optimization of laser cutting operations
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