Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process
In this paper, Artificial Neural Network was adopted to predict the effect of current, the concentration of aluminum oxide (Al2O3) and graphite Nanopowders in dielectric fluid for the machining of Carbon steel 304 using Electrical Discharge Machining (EDM). The process variables were utilized to fin...
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2020-03-01
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| Series: | Engineering and Technology Journal |
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| Online Access: | https://etj.uotechnology.edu.iq/article_168198_1bb7fa95d76df4c3a5bbf37bfdaba96c.pdf |
| _version_ | 1797336449834549248 |
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| author | Rasha R. Elias |
| author_facet | Rasha R. Elias |
| author_sort | Rasha R. Elias |
| collection | DOAJ |
| description | In this paper, Artificial Neural Network was adopted to predict the effect of current, the concentration of aluminum oxide (Al2O3) and graphite Nanopowders in dielectric fluid for the machining of Carbon steel 304 using Electrical Discharge Machining (EDM). The process variables were utilized to find their effect on Material Removal Rate (MRR), Surface Roughness (SR), and Tool Wear Rate (TWR). It was revealed from the experimental work that the addition of aluminum oxide and graphite Nanopowders into dielectric fluid maximizing MRR, minimized the SR and TWR at various variables. Minitab software was used in the design of experiments. Analysis of the process outputs of EDM indicates that graphite powder concentration greatly influencing SR also the discharge current whereas the current and Nanopowders concentration has more percentage of influence on the TWR and MRR. |
| first_indexed | 2024-03-08T08:54:39Z |
| format | Article |
| id | doaj.art-9ec4a36347d5465bbfdfc63c1b99cfe0 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T08:54:39Z |
| publishDate | 2020-03-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-9ec4a36347d5465bbfdfc63c1b99cfe02024-02-01T07:30:53ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582020-03-01383A29530710.30684/etj.v38i3A.337168198Investigation of the Effect of Nano Powder Mixed Dielectric on EDM ProcessRasha R. Elias0Dept. of Production Engineering and Metallurgy, University of Technology, Baghdad, Iraq. 70166@uotechnology.edu.iqIn this paper, Artificial Neural Network was adopted to predict the effect of current, the concentration of aluminum oxide (Al2O3) and graphite Nanopowders in dielectric fluid for the machining of Carbon steel 304 using Electrical Discharge Machining (EDM). The process variables were utilized to find their effect on Material Removal Rate (MRR), Surface Roughness (SR), and Tool Wear Rate (TWR). It was revealed from the experimental work that the addition of aluminum oxide and graphite Nanopowders into dielectric fluid maximizing MRR, minimized the SR and TWR at various variables. Minitab software was used in the design of experiments. Analysis of the process outputs of EDM indicates that graphite powder concentration greatly influencing SR also the discharge current whereas the current and Nanopowders concentration has more percentage of influence on the TWR and MRR.https://etj.uotechnology.edu.iq/article_168198_1bb7fa95d76df4c3a5bbf37bfdaba96c.pdfartificial neural networkelectrical discharge machiningmetal removal rateminitab softwarenano powder |
| spellingShingle | Rasha R. Elias Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process Engineering and Technology Journal artificial neural network electrical discharge machining metal removal rate minitab software nano powder |
| title | Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process |
| title_full | Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process |
| title_fullStr | Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process |
| title_full_unstemmed | Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process |
| title_short | Investigation of the Effect of Nano Powder Mixed Dielectric on EDM Process |
| title_sort | investigation of the effect of nano powder mixed dielectric on edm process |
| topic | artificial neural network electrical discharge machining metal removal rate minitab software nano powder |
| url | https://etj.uotechnology.edu.iq/article_168198_1bb7fa95d76df4c3a5bbf37bfdaba96c.pdf |
| work_keys_str_mv | AT rasharelias investigationoftheeffectofnanopowdermixeddielectriconedmprocess |