Designing neural networks for manufacturing process control systems

C. H. Messom; C. J. Hinde; A. A. West; D. J. Williams

doi:10.1109/ISIC.1992.225128

Designing neural networks for manufacturing process control systems

C. H. Messom, C. J. Hinde, A. A. West, D. J. Williams

Department of Human Centred Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

3 Citations (Scopus)

Abstract

The design of neural networks for the control of discrete manufacturing processes is addressed. Rather than treating the networks as adaptive black boxes, an architecture that links the weights associated with the nodes and thus allows the relationships and internal structure to be tightly constrained is introduced. The constrained search space gives greater confidence in the internal representations that have been induced by the training set and therefore about the correct behavior of the network between the given limits. The method is illustrated by applying it to the dispensing of adhesives.

Original language	English
Title of host publication	Proceedings of the 1992 IEEE International Symposium on Intelligent Control
Publisher	IEEE, Institute of Electrical and Electronics Engineers
Pages	423-429
Number of pages	7
ISBN (Electronic)	0780305469
DOIs	https://doi.org/10.1109/ISIC.1992.225128
Publication status	Published - 1 Jan 1992
Event	IEEE International Symposium on Intelligent Control 1992 - Glasgow, Scotland, United Kingdom Duration: 11 Aug 1992 → 13 Aug 1992 https://ieeexplore.ieee.org/xpl/conhome/629/proceeding (Proceedings)

Publication series

Name	IEEE International Symposium on Intelligent Control - Proceedings
Volume	1992-August

Conference

Conference	IEEE International Symposium on Intelligent Control 1992
Abbreviated title	ISIC 1992
Country/Territory	United Kingdom
City	Glasgow, Scotland
Period	11/08/92 → 13/08/92
Internet address	https://ieeexplore.ieee.org/xpl/conhome/629/proceeding (Proceedings)

Access to Document

10.1109/ISIC.1992.225128

Cite this

Messom, C. H., Hinde, C. J., West, A. A., & Williams, D. J. (1992). Designing neural networks for manufacturing process control systems. In Proceedings of the 1992 IEEE International Symposium on Intelligent Control (pp. 423-429). [225128] (IEEE International Symposium on Intelligent Control - Proceedings; Vol. 1992-August). IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ISIC.1992.225128

@inproceedings{d7b97eb98f994d89aec9a74d8d54da39,

title = "Designing neural networks for manufacturing process control systems",

abstract = "The design of neural networks for the control of discrete manufacturing processes is addressed. Rather than treating the networks as adaptive black boxes, an architecture that links the weights associated with the nodes and thus allows the relationships and internal structure to be tightly constrained is introduced. The constrained search space gives greater confidence in the internal representations that have been induced by the training set and therefore about the correct behavior of the network between the given limits. The method is illustrated by applying it to the dispensing of adhesives.",

author = "Messom, {C. H.} and Hinde, {C. J.} and West, {A. A.} and Williams, {D. J.}",

year = "1992",

month = jan,

day = "1",

doi = "10.1109/ISIC.1992.225128",

language = "English",

series = "IEEE International Symposium on Intelligent Control - Proceedings",

publisher = "IEEE, Institute of Electrical and Electronics Engineers",

pages = "423--429",

booktitle = "Proceedings of the 1992 IEEE International Symposium on Intelligent Control",

address = "United States of America",

note = "IEEE International Symposium on Intelligent Control 1992, ISIC 1992 ; Conference date: 11-08-1992 Through 13-08-1992",

url = "https://ieeexplore.ieee.org/xpl/conhome/629/proceeding",

}

Messom, CH, Hinde, CJ, West, AA & Williams, DJ 1992, Designing neural networks for manufacturing process control systems. in Proceedings of the 1992 IEEE International Symposium on Intelligent Control., 225128, IEEE International Symposium on Intelligent Control - Proceedings, vol. 1992-August, IEEE, Institute of Electrical and Electronics Engineers, pp. 423-429, IEEE International Symposium on Intelligent Control 1992, Glasgow, Scotland, United Kingdom, 11/08/92. https://doi.org/10.1109/ISIC.1992.225128

Designing neural networks for manufacturing process control systems. / Messom, C. H.; Hinde, C. J.; West, A. A. et al.
Proceedings of the 1992 IEEE International Symposium on Intelligent Control. IEEE, Institute of Electrical and Electronics Engineers, 1992. p. 423-429 225128 (IEEE International Symposium on Intelligent Control - Proceedings; Vol. 1992-August).

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

TY - GEN

T1 - Designing neural networks for manufacturing process control systems

AU - Messom, C. H.

AU - Hinde, C. J.

AU - West, A. A.

AU - Williams, D. J.

PY - 1992/1/1

Y1 - 1992/1/1

N2 - The design of neural networks for the control of discrete manufacturing processes is addressed. Rather than treating the networks as adaptive black boxes, an architecture that links the weights associated with the nodes and thus allows the relationships and internal structure to be tightly constrained is introduced. The constrained search space gives greater confidence in the internal representations that have been induced by the training set and therefore about the correct behavior of the network between the given limits. The method is illustrated by applying it to the dispensing of adhesives.

AB - The design of neural networks for the control of discrete manufacturing processes is addressed. Rather than treating the networks as adaptive black boxes, an architecture that links the weights associated with the nodes and thus allows the relationships and internal structure to be tightly constrained is introduced. The constrained search space gives greater confidence in the internal representations that have been induced by the training set and therefore about the correct behavior of the network between the given limits. The method is illustrated by applying it to the dispensing of adhesives.

UR - http://www.scopus.com/inward/record.url?scp=0342465211&partnerID=8YFLogxK

U2 - 10.1109/ISIC.1992.225128

DO - 10.1109/ISIC.1992.225128

M3 - Conference Paper

AN - SCOPUS:0342465211

T3 - IEEE International Symposium on Intelligent Control - Proceedings

SP - 423

EP - 429

BT - Proceedings of the 1992 IEEE International Symposium on Intelligent Control

PB - IEEE, Institute of Electrical and Electronics Engineers

T2 - IEEE International Symposium on Intelligent Control 1992

Y2 - 11 August 1992 through 13 August 1992

ER -

Messom CH, Hinde CJ, West AA, Williams DJ. Designing neural networks for manufacturing process control systems. In Proceedings of the 1992 IEEE International Symposium on Intelligent Control. IEEE, Institute of Electrical and Electronics Engineers. 1992. p. 423-429. 225128. (IEEE International Symposium on Intelligent Control - Proceedings). doi: 10.1109/ISIC.1992.225128

Designing neural networks for manufacturing process control systems

Abstract

Publication series

Conference

Access to Document

Other files and links

Cite this