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The use of Mahalanobis–Taguchi System to improve flip-chip bumping height inspection efficiency
With the electronics industry advancing rapidly toward faster, smaller, lighter, and cheaper products, flip-chip packaging has been extensively used in microelectronics. The interconnection of the flip-chip offers several advantages over the widely used wire bonding technique. To obtain a reliable i...
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Published in: | Microelectronics and reliability 2010-03, Vol.50 (3), p.407-414 |
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creator | Yang, Taho Cheng, Yuan-Ting |
description | With the electronics industry advancing rapidly toward faster, smaller, lighter, and cheaper products, flip-chip packaging has been extensively used in microelectronics. The interconnection of the flip-chip offers several advantages over the widely used wire bonding technique. To obtain a reliable interconnection of the flip-chip, it is important to maintain adequate height of bumps that are plated on the chips. The bump height inspection process is time-consuming in practice and often becomes a constraint during production. The present study aims at solving the bump height inspection efficiency problem. Mahalanobis–Taguchi System (MTS) method is used to reduce the number of bump height measurement points whilst maintaining a high-accuracy inspection level. The results indicate that the numbers of bump height inspection features are significantly reduced from 10 to 6 without losing classification accuracy; and inspection time can be reduced by 40%. By reduction of inspection features, the operation time of the bump height inspection process is reduced. Moreover, the inspection staff can select the inspection position in sequence, according to the significance of features selected by the MTS method. Moreover, they can reduce the number of inspection positions to achieve an acceptable height of bumps. |
doi_str_mv | 10.1016/j.microrel.2009.12.001 |
format | article |
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The interconnection of the flip-chip offers several advantages over the widely used wire bonding technique. To obtain a reliable interconnection of the flip-chip, it is important to maintain adequate height of bumps that are plated on the chips. The bump height inspection process is time-consuming in practice and often becomes a constraint during production. The present study aims at solving the bump height inspection efficiency problem. Mahalanobis–Taguchi System (MTS) method is used to reduce the number of bump height measurement points whilst maintaining a high-accuracy inspection level. The results indicate that the numbers of bump height inspection features are significantly reduced from 10 to 6 without losing classification accuracy; and inspection time can be reduced by 40%. By reduction of inspection features, the operation time of the bump height inspection process is reduced. Moreover, the inspection staff can select the inspection position in sequence, according to the significance of features selected by the MTS method. Moreover, they can reduce the number of inspection positions to achieve an acceptable height of bumps.</description><identifier>ISSN: 0026-2714</identifier><identifier>EISSN: 1872-941X</identifier><identifier>DOI: 10.1016/j.microrel.2009.12.001</identifier><identifier>CODEN: MCRLAS</identifier><language>eng</language><publisher>Kidlington: Elsevier Ltd</publisher><subject>Acceptability ; Applied sciences ; Bonding ; Classification ; Design. Technologies. Operation analysis. Testing ; Electronics ; Exact sciences and technology ; General (including economical and industrial fields) ; Inspection ; Integrated circuits ; Interconnection ; Microelectronics ; Semiconductor electronics. Microelectronics. Optoelectronics. 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The interconnection of the flip-chip offers several advantages over the widely used wire bonding technique. To obtain a reliable interconnection of the flip-chip, it is important to maintain adequate height of bumps that are plated on the chips. The bump height inspection process is time-consuming in practice and often becomes a constraint during production. The present study aims at solving the bump height inspection efficiency problem. Mahalanobis–Taguchi System (MTS) method is used to reduce the number of bump height measurement points whilst maintaining a high-accuracy inspection level. The results indicate that the numbers of bump height inspection features are significantly reduced from 10 to 6 without losing classification accuracy; and inspection time can be reduced by 40%. By reduction of inspection features, the operation time of the bump height inspection process is reduced. Moreover, the inspection staff can select the inspection position in sequence, according to the significance of features selected by the MTS method. Moreover, they can reduce the number of inspection positions to achieve an acceptable height of bumps.</description><subject>Acceptability</subject><subject>Applied sciences</subject><subject>Bonding</subject><subject>Classification</subject><subject>Design. Technologies. Operation analysis. Testing</subject><subject>Electronics</subject><subject>Exact sciences and technology</subject><subject>General (including economical and industrial fields)</subject><subject>Inspection</subject><subject>Integrated circuits</subject><subject>Interconnection</subject><subject>Microelectronics</subject><subject>Semiconductor electronics. Microelectronics. Optoelectronics. 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Solid state devices</topic><topic>Wire</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Taho</creatorcontrib><creatorcontrib>Cheng, Yuan-Ting</creatorcontrib><collection>Pascal-Francis</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Microelectronics and reliability</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Taho</au><au>Cheng, Yuan-Ting</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The use of Mahalanobis–Taguchi System to improve flip-chip bumping height inspection efficiency</atitle><jtitle>Microelectronics and reliability</jtitle><date>2010-03-01</date><risdate>2010</risdate><volume>50</volume><issue>3</issue><spage>407</spage><epage>414</epage><pages>407-414</pages><issn>0026-2714</issn><eissn>1872-941X</eissn><coden>MCRLAS</coden><abstract>With the electronics industry advancing rapidly toward faster, smaller, lighter, and cheaper products, flip-chip packaging has been extensively used in microelectronics. The interconnection of the flip-chip offers several advantages over the widely used wire bonding technique. To obtain a reliable interconnection of the flip-chip, it is important to maintain adequate height of bumps that are plated on the chips. The bump height inspection process is time-consuming in practice and often becomes a constraint during production. The present study aims at solving the bump height inspection efficiency problem. Mahalanobis–Taguchi System (MTS) method is used to reduce the number of bump height measurement points whilst maintaining a high-accuracy inspection level. The results indicate that the numbers of bump height inspection features are significantly reduced from 10 to 6 without losing classification accuracy; and inspection time can be reduced by 40%. By reduction of inspection features, the operation time of the bump height inspection process is reduced. 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subjects | Acceptability Applied sciences Bonding Classification Design. Technologies. Operation analysis. Testing Electronics Exact sciences and technology General (including economical and industrial fields) Inspection Integrated circuits Interconnection Microelectronics Semiconductor electronics. Microelectronics. Optoelectronics. Solid state devices Wire |
title | The use of Mahalanobis–Taguchi System to improve flip-chip bumping height inspection efficiency |
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