TY - GEN
T1 - Investigation of drilling conditions of printed circuit board based on data mining method from tool catalog data-base
AU - Haneda, Hisaya
AU - Kodama, Hiroyuki
AU - Hirogaki, Toshiki
AU - Aoyama, Eiichi
AU - Ogawa, Keiji
N1 - Copyright:
Copyright 2014 Elsevier B.V., All rights reserved.
PY - 2014
Y1 - 2014
N2 - Data-mining methods using hierarchical and non-hierarchical clustering are proposed that will help engineers determine appropriate drilling conditions. We have constructed a system that uses clustering techniques and tool catalog data to support the determination of drilling conditions for printed wiring boards (PWBs). Variable cluster analysis and the K-means method were used together to identify tool shape parameters that have a linear relationship with the drilling conditions listed in the catalogs. The response surface method and significant tool shape parameters obtained by clustering were used to derive drilling condition decision equations, which were used to determine the indicative drilling conditions for PWBs. Comparison of the conditions recommended by toolmakers demonstrated that our proposed system can be used to determine the drilling condition for PWBs. We carried out the drilling experiments in accordance with the catalog conditions and mining conditions, and estimated the board temperature around a drilled hole, the drilling forces, and the roughness of the drilled hole wall.
AB - Data-mining methods using hierarchical and non-hierarchical clustering are proposed that will help engineers determine appropriate drilling conditions. We have constructed a system that uses clustering techniques and tool catalog data to support the determination of drilling conditions for printed wiring boards (PWBs). Variable cluster analysis and the K-means method were used together to identify tool shape parameters that have a linear relationship with the drilling conditions listed in the catalogs. The response surface method and significant tool shape parameters obtained by clustering were used to derive drilling condition decision equations, which were used to determine the indicative drilling conditions for PWBs. Comparison of the conditions recommended by toolmakers demonstrated that our proposed system can be used to determine the drilling condition for PWBs. We carried out the drilling experiments in accordance with the catalog conditions and mining conditions, and estimated the board temperature around a drilled hole, the drilling forces, and the roughness of the drilled hole wall.
KW - Data-mining
KW - Drilling condition
KW - Micro drill
KW - Printed wiring boards
UR - http://www.scopus.com/inward/record.url?scp=84901594074&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84901594074&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMR.939.547
DO - 10.4028/www.scientific.net/AMR.939.547
M3 - Conference contribution
AN - SCOPUS:84901594074
SN - 9783038350972
T3 - Advanced Materials Research
SP - 547
EP - 554
BT - Advances in Materials and Processing Technologies XVI
PB - Trans Tech Publications
T2 - 16th International Conference on Advanced Materials and Processing Technologies, AMPT 2013
Y2 - 22 September 2013 through 26 September 2013
ER -