Investigation of drilling conditions of printed circuit board based on data mining method from tool catalog data-base

Hisaya Haneda, Hiroyuki Kodama, Toshiki Hirogaki, Eiichi Aoyama, Keiji Ogawa

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

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.

Original languageEnglish
Title of host publicationAdvances in Materials and Processing Technologies XVI
PublisherTrans Tech Publications
Pages547-554
Number of pages8
ISBN (Print)9783038350972
DOIs
Publication statusPublished - Jan 1 2014
Externally publishedYes
Event16th International Conference on Advanced Materials and Processing Technologies, AMPT 2013 - Taipei, Taiwan, Province of China
Duration: Sep 22 2013Sep 26 2013

Publication series

NameAdvanced Materials Research
Volume939
ISSN (Print)1022-6680

Other

Other16th International Conference on Advanced Materials and Processing Technologies, AMPT 2013
CountryTaiwan, Province of China
CityTaipei
Period9/22/139/26/13

Keywords

  • Data-mining
  • Drilling condition
  • Micro drill
  • Printed wiring boards

ASJC Scopus subject areas

  • Engineering(all)

Fingerprint Dive into the research topics of 'Investigation of drilling conditions of printed circuit board based on data mining method from tool catalog data-base'. Together they form a unique fingerprint.

  • Cite this

    Haneda, H., Kodama, H., Hirogaki, T., Aoyama, E., & Ogawa, K. (2014). Investigation of drilling conditions of printed circuit board based on data mining method from tool catalog data-base. In Advances in Materials and Processing Technologies XVI (pp. 547-554). (Advanced Materials Research; Vol. 939). Trans Tech Publications. https://doi.org/10.4028/www.scientific.net/AMR.939.547