Investigating material removal rate and surface roughness using multi-objective optimization for focused ion beam (FIB) micro-milling of cemented carbide
•FIB micro-milling of cemented carbide.•Setting of FIB process parameters to achieve specific material removal rate and surface roughness.•Multi-objective optimization between material removal rate and surface roughness for cemented carbide using FIB micro-milling. Cemented carbide has been investig...
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Veröffentlicht in: | Precision engineering 2015-04, Vol.40, p.131-138 |
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description | •FIB micro-milling of cemented carbide.•Setting of FIB process parameters to achieve specific material removal rate and surface roughness.•Multi-objective optimization between material removal rate and surface roughness for cemented carbide using FIB micro-milling.
Cemented carbide has been investigated as a useful material for the fabrication of micro devices. Focused ion beam (FIB) micro-milling has been found to be one of the most appropriate methods for the fabrication of micro devices. The experimental FIB micro-milling on cemented carbide have been conducted according to the L16 orthogonal array of Taguchi technique. Beam current, extraction voltage, angle of beam incidence, dwell time and percentage overlap between beam diameters have been considered as process variables of FIB micro-milling in experimental design. Material removal rate (MRR) and surface roughness have been determined experimentally for FIB micro-milling of cemented carbide and beam current has been identified as the most significant parameter. The minimum surface roughness of 5.6nm has been reported on cemented carbide, which is not a usual practice to achieve on such polycrystalline material, and hence it may be considered as a significant research contribution. Maximum MRR of 0.4836μm3/s has been reported. Moreover, genetic algorithm toolbox of MATLAB has been utilized for multi-objective optimization between MRR and surface roughness. The corresponding optimum values of MRR and surface roughness for multi-objective optimization have been represented by pareto optimum solution generated by genetic algorithm. The research work presented in this paper determines the setting of process parameters of FIB micro-milling for achieving a specific combination of MRR and surface roughness on cemented carbide. |
doi_str_mv | 10.1016/j.precisioneng.2014.10.014 |
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Cemented carbide has been investigated as a useful material for the fabrication of micro devices. Focused ion beam (FIB) micro-milling has been found to be one of the most appropriate methods for the fabrication of micro devices. The experimental FIB micro-milling on cemented carbide have been conducted according to the L16 orthogonal array of Taguchi technique. Beam current, extraction voltage, angle of beam incidence, dwell time and percentage overlap between beam diameters have been considered as process variables of FIB micro-milling in experimental design. Material removal rate (MRR) and surface roughness have been determined experimentally for FIB micro-milling of cemented carbide and beam current has been identified as the most significant parameter. The minimum surface roughness of 5.6nm has been reported on cemented carbide, which is not a usual practice to achieve on such polycrystalline material, and hence it may be considered as a significant research contribution. Maximum MRR of 0.4836μm3/s has been reported. Moreover, genetic algorithm toolbox of MATLAB has been utilized for multi-objective optimization between MRR and surface roughness. The corresponding optimum values of MRR and surface roughness for multi-objective optimization have been represented by pareto optimum solution generated by genetic algorithm. The research work presented in this paper determines the setting of process parameters of FIB micro-milling for achieving a specific combination of MRR and surface roughness on cemented carbide.</description><identifier>ISSN: 0141-6359</identifier><identifier>EISSN: 1873-2372</identifier><identifier>DOI: 10.1016/j.precisioneng.2014.10.014</identifier><language>eng</language><publisher>Elsevier Inc</publisher><subject>Beams (radiation) ; Cemented carbides ; Devices ; FIB micro-milling ; Genetic algorithms ; Ion beams ; Material removal rate ; Matlab ; Multi-objective optimization ; Optimization ; Surface roughness</subject><ispartof>Precision engineering, 2015-04, Vol.40, p.131-138</ispartof><rights>2014 Elsevier Inc.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c357t-e45722591e82d76bbf5fd9d49cd7e2eafa8a66724cf8eb3a6b590df9bcc642083</citedby><cites>FETCH-LOGICAL-c357t-e45722591e82d76bbf5fd9d49cd7e2eafa8a66724cf8eb3a6b590df9bcc642083</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.precisioneng.2014.10.014$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids></links><search><creatorcontrib>Bhavsar, Sanket N.</creatorcontrib><creatorcontrib>Aravindan, S.</creatorcontrib><creatorcontrib>Rao, P. Venkateswara</creatorcontrib><title>Investigating material removal rate and surface roughness using multi-objective optimization for focused ion beam (FIB) micro-milling of cemented carbide</title><title>Precision engineering</title><description>•FIB micro-milling of cemented carbide.•Setting of FIB process parameters to achieve specific material removal rate and surface roughness.•Multi-objective optimization between material removal rate and surface roughness for cemented carbide using FIB micro-milling.
Cemented carbide has been investigated as a useful material for the fabrication of micro devices. Focused ion beam (FIB) micro-milling has been found to be one of the most appropriate methods for the fabrication of micro devices. The experimental FIB micro-milling on cemented carbide have been conducted according to the L16 orthogonal array of Taguchi technique. Beam current, extraction voltage, angle of beam incidence, dwell time and percentage overlap between beam diameters have been considered as process variables of FIB micro-milling in experimental design. Material removal rate (MRR) and surface roughness have been determined experimentally for FIB micro-milling of cemented carbide and beam current has been identified as the most significant parameter. The minimum surface roughness of 5.6nm has been reported on cemented carbide, which is not a usual practice to achieve on such polycrystalline material, and hence it may be considered as a significant research contribution. Maximum MRR of 0.4836μm3/s has been reported. Moreover, genetic algorithm toolbox of MATLAB has been utilized for multi-objective optimization between MRR and surface roughness. The corresponding optimum values of MRR and surface roughness for multi-objective optimization have been represented by pareto optimum solution generated by genetic algorithm. The research work presented in this paper determines the setting of process parameters of FIB micro-milling for achieving a specific combination of MRR and surface roughness on cemented carbide.</description><subject>Beams (radiation)</subject><subject>Cemented carbides</subject><subject>Devices</subject><subject>FIB micro-milling</subject><subject>Genetic algorithms</subject><subject>Ion beams</subject><subject>Material removal rate</subject><subject>Matlab</subject><subject>Multi-objective optimization</subject><subject>Optimization</subject><subject>Surface roughness</subject><issn>0141-6359</issn><issn>1873-2372</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqNUcGuFCEQJEYT16f_QDw9D7MCM8PMeNOnTzd5iRc9EwaatTcDrMBson_i38q4Hjx66FS6u6rSUIS85GzPGZevT_tzAoMZY4Bw3AvGu7rYV3hEdnwc2ka0g3hMdnXCG9n201PyLOcTY2wYWbcjvw7hArngURcMR-p1gYR6oQl8vGxYB1QHS_OanDZAU1yP3wLkTNf8R7EuBZs4n8AUvACN54Ief1a7GKiLqZZZM1i69TNoT2_vD-9eUY8mxcbjsmwu0VEDHkKpRKPTjBaekydOLxle_MUb8vX-w5e7T83D54-Hu7cPjWn7oTTQ9YMQ_cRhFHaQ8-x6ZyfbTcYOIEA7PWopB9EZN8Lcajn3E7Numo2RnWBje0Nur77nFL-v9S-Ux2xgWXSAuGbF5Si7tmeirdQ3V2o9PecETp0Tep1-KM7Uloc6qX_zUFse265CFb-_iqE-5oKQVDYIwYDFKinKRvwfm99dOJ-U</recordid><startdate>201504</startdate><enddate>201504</enddate><creator>Bhavsar, Sanket N.</creator><creator>Aravindan, S.</creator><creator>Rao, P. Venkateswara</creator><general>Elsevier Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QQ</scope><scope>7SR</scope><scope>7TB</scope><scope>7U5</scope><scope>8FD</scope><scope>FR3</scope><scope>JG9</scope><scope>L7M</scope></search><sort><creationdate>201504</creationdate><title>Investigating material removal rate and surface roughness using multi-objective optimization for focused ion beam (FIB) micro-milling of cemented carbide</title><author>Bhavsar, Sanket N. ; Aravindan, S. ; Rao, P. Venkateswara</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c357t-e45722591e82d76bbf5fd9d49cd7e2eafa8a66724cf8eb3a6b590df9bcc642083</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Beams (radiation)</topic><topic>Cemented carbides</topic><topic>Devices</topic><topic>FIB micro-milling</topic><topic>Genetic algorithms</topic><topic>Ion beams</topic><topic>Material removal rate</topic><topic>Matlab</topic><topic>Multi-objective optimization</topic><topic>Optimization</topic><topic>Surface roughness</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bhavsar, Sanket N.</creatorcontrib><creatorcontrib>Aravindan, S.</creatorcontrib><creatorcontrib>Rao, P. Venkateswara</creatorcontrib><collection>CrossRef</collection><collection>Ceramic Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Precision engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bhavsar, Sanket N.</au><au>Aravindan, S.</au><au>Rao, P. Venkateswara</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Investigating material removal rate and surface roughness using multi-objective optimization for focused ion beam (FIB) micro-milling of cemented carbide</atitle><jtitle>Precision engineering</jtitle><date>2015-04</date><risdate>2015</risdate><volume>40</volume><spage>131</spage><epage>138</epage><pages>131-138</pages><issn>0141-6359</issn><eissn>1873-2372</eissn><abstract>•FIB micro-milling of cemented carbide.•Setting of FIB process parameters to achieve specific material removal rate and surface roughness.•Multi-objective optimization between material removal rate and surface roughness for cemented carbide using FIB micro-milling.
Cemented carbide has been investigated as a useful material for the fabrication of micro devices. Focused ion beam (FIB) micro-milling has been found to be one of the most appropriate methods for the fabrication of micro devices. The experimental FIB micro-milling on cemented carbide have been conducted according to the L16 orthogonal array of Taguchi technique. Beam current, extraction voltage, angle of beam incidence, dwell time and percentage overlap between beam diameters have been considered as process variables of FIB micro-milling in experimental design. Material removal rate (MRR) and surface roughness have been determined experimentally for FIB micro-milling of cemented carbide and beam current has been identified as the most significant parameter. The minimum surface roughness of 5.6nm has been reported on cemented carbide, which is not a usual practice to achieve on such polycrystalline material, and hence it may be considered as a significant research contribution. Maximum MRR of 0.4836μm3/s has been reported. Moreover, genetic algorithm toolbox of MATLAB has been utilized for multi-objective optimization between MRR and surface roughness. The corresponding optimum values of MRR and surface roughness for multi-objective optimization have been represented by pareto optimum solution generated by genetic algorithm. The research work presented in this paper determines the setting of process parameters of FIB micro-milling for achieving a specific combination of MRR and surface roughness on cemented carbide.</abstract><pub>Elsevier Inc</pub><doi>10.1016/j.precisioneng.2014.10.014</doi><tpages>8</tpages></addata></record> |
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subjects | Beams (radiation) Cemented carbides Devices FIB micro-milling Genetic algorithms Ion beams Material removal rate Matlab Multi-objective optimization Optimization Surface roughness |
title | Investigating material removal rate and surface roughness using multi-objective optimization for focused ion beam (FIB) micro-milling of cemented carbide |
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