Wave solder process control modeling using a neural network approach

David W. Coit; Jay Billa; Darren Leonard; Alice E. Smith; William Clark; Amro El-Jaroudi

Wave solder process control modeling using a neural network approach

David W. Coit, Jay Billa, Darren Leonard, Alice E. Smith, William Clark, Amro El-Jaroudi

Research output: Contribution to conference › Paper › peer-review

Abstract

We discuss the formulation and results of a simple backpropagation approach to the control of wave soldering of printed circuit cards. Small lot sizes and a large number of different circuit card designs have complicated selection of the tunable process settings at the large manufacturer we worked with. Use of a neural network predictive model results in improved precision relative to the currently used multivariate linear model.

Original language	English (US)
Pages	999-1004
Number of pages	6
State	Published - 1994
Externally published	Yes
Event	Proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE'94) - St. Louis, MO, USA Duration: Nov 13 1994 → Nov 16 1994

Other

Other	Proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE'94)
City	St. Louis, MO, USA
Period	11/13/94 → 11/16/94

All Science Journal Classification (ASJC) codes

Engineering(all)

Cite this

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title = "Wave solder process control modeling using a neural network approach",

abstract = "We discuss the formulation and results of a simple backpropagation approach to the control of wave soldering of printed circuit cards. Small lot sizes and a large number of different circuit card designs have complicated selection of the tunable process settings at the large manufacturer we worked with. Use of a neural network predictive model results in improved precision relative to the currently used multivariate linear model.",

author = "Coit, {David W.} and Jay Billa and Darren Leonard and Smith, {Alice E.} and William Clark and Amro El-Jaroudi",

year = "1994",

language = "English (US)",

pages = "999--1004",

note = "Proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE'94) ; Conference date: 13-11-1994 Through 16-11-1994",

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TY - CONF

T1 - Wave solder process control modeling using a neural network approach

AU - Coit, David W.

AU - Billa, Jay

AU - Leonard, Darren

AU - Smith, Alice E.

AU - Clark, William

AU - El-Jaroudi, Amro

PY - 1994

Y1 - 1994

N2 - We discuss the formulation and results of a simple backpropagation approach to the control of wave soldering of printed circuit cards. Small lot sizes and a large number of different circuit card designs have complicated selection of the tunable process settings at the large manufacturer we worked with. Use of a neural network predictive model results in improved precision relative to the currently used multivariate linear model.

AB - We discuss the formulation and results of a simple backpropagation approach to the control of wave soldering of printed circuit cards. Small lot sizes and a large number of different circuit card designs have complicated selection of the tunable process settings at the large manufacturer we worked with. Use of a neural network predictive model results in improved precision relative to the currently used multivariate linear model.

UR - http://www.scopus.com/inward/record.url?scp=0028732305&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0028732305&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:0028732305

SP - 999

EP - 1004

T2 - Proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE'94)

Y2 - 13 November 1994 through 16 November 1994

ER -

Wave solder process control modeling using a neural network approach

Abstract

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All Science Journal Classification (ASJC) codes

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