Analysis of quality properties in paper drying with neural networks

Pekka Elo; Jukka Saarinen; Kimmo Kaski; Pekka Pakarinen; Harri Kiiskinen; Sakari Kaijaluoto; Kari Edelmann

doi:10.1109/IJCNN.1993.717014

Analysis of quality properties in paper drying with neural networks

Pekka Elo^*
, Jukka Saarinen
, Kimmo Kaski
, Pekka Pakarinen
, Harri Kiiskinen
, Sakari Kaijaluoto
, Kari Edelmann

^*Corresponding author for this work

Tampere University of Technology (TUT)

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

1 Citation (Scopus)

Abstract

The quality of paper is strongly dependent on drying conditions. It is difficult, if not impossible, to model the development of paper quality based on theoretical considerations. In this study neural networks have been applied to model the relationship between paper quality and drying conditions. Training material for neural network was generated by using our laboratory scale drying apparatus. By using trained neural networks it is possible to simulate behavior of the characteristics features of the paper quality without time-consuming test runs.

Original language	English
Title of host publication	Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya)
Publisher	IEEE Institute of Electrical and Electronic Engineers
Pages	1845-1848
ISBN (Print)	0-7803-1421-2
DOIs	https://doi.org/10.1109/IJCNN.1993.717014
Publication status	Published - 1 Dec 1993
MoE publication type	Not Eligible
Event	International Joint Conference on Neural Networks, IJCNN '93: IJCNN '93 - Nagoya, Japan Duration: 25 Oct 1993 → 29 Oct 1993

Conference

Conference	International Joint Conference on Neural Networks, IJCNN '93
Country/Territory	Japan
City	Nagoya
Period	25/10/93 → 29/10/93

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10.1109/IJCNN.1993.717014

Cite this

Elo, P., Saarinen, J., Kaski, K., Pakarinen, P., Kiiskinen, H., Kaijaluoto, S., & Edelmann, K. (1993). Analysis of quality properties in paper drying with neural networks. In Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya) (pp. 1845-1848). IEEE Institute of Electrical and Electronic Engineers. https://doi.org/10.1109/IJCNN.1993.717014

@inproceedings{9c7a5f3dafd645d09f8bfbfb0254d9e4,

title = "Analysis of quality properties in paper drying with neural networks",

abstract = "The quality of paper is strongly dependent on drying conditions. It is difficult, if not impossible, to model the development of paper quality based on theoretical considerations. In this study neural networks have been applied to model the relationship between paper quality and drying conditions. Training material for neural network was generated by using our laboratory scale drying apparatus. By using trained neural networks it is possible to simulate behavior of the characteristics features of the paper quality without time-consuming test runs.",

author = "Pekka Elo and Jukka Saarinen and Kimmo Kaski and Pekka Pakarinen and Harri Kiiskinen and Sakari Kaijaluoto and Kari Edelmann",

note = "Project code: PLT201803; International Joint Conference on Neural Networks, IJCNN '93 : IJCNN '93 ; Conference date: 25-10-1993 Through 29-10-1993",

year = "1993",

month = dec,

day = "1",

doi = "10.1109/IJCNN.1993.717014",

language = "English",

isbn = "0-7803-1421-2",

pages = "1845--1848",

booktitle = "Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya)",

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

address = "United States",

}

Elo, P, Saarinen, J, Kaski, K, Pakarinen, P, Kiiskinen, H, Kaijaluoto, S & Edelmann, K 1993, Analysis of quality properties in paper drying with neural networks. in Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya). IEEE Institute of Electrical and Electronic Engineers, pp. 1845-1848, International Joint Conference on Neural Networks, IJCNN '93, Nagoya, Japan, 25/10/93. https://doi.org/10.1109/IJCNN.1993.717014

Analysis of quality properties in paper drying with neural networks. / Elo, Pekka; Saarinen, Jukka; Kaski, Kimmo et al.
Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya). IEEE Institute of Electrical and Electronic Engineers, 1993. p. 1845-1848.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

TY - GEN

T1 - Analysis of quality properties in paper drying with neural networks

AU - Elo, Pekka

AU - Saarinen, Jukka

AU - Kaski, Kimmo

AU - Pakarinen, Pekka

AU - Kiiskinen, Harri

AU - Kaijaluoto, Sakari

AU - Edelmann, Kari

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PY - 1993/12/1

Y1 - 1993/12/1

N2 - The quality of paper is strongly dependent on drying conditions. It is difficult, if not impossible, to model the development of paper quality based on theoretical considerations. In this study neural networks have been applied to model the relationship between paper quality and drying conditions. Training material for neural network was generated by using our laboratory scale drying apparatus. By using trained neural networks it is possible to simulate behavior of the characteristics features of the paper quality without time-consuming test runs.

AB - The quality of paper is strongly dependent on drying conditions. It is difficult, if not impossible, to model the development of paper quality based on theoretical considerations. In this study neural networks have been applied to model the relationship between paper quality and drying conditions. Training material for neural network was generated by using our laboratory scale drying apparatus. By using trained neural networks it is possible to simulate behavior of the characteristics features of the paper quality without time-consuming test runs.

UR - https://www.scopus.com/pages/publications/0027816565

U2 - 10.1109/IJCNN.1993.717014

DO - 10.1109/IJCNN.1993.717014

M3 - Conference article in proceedings

AN - SCOPUS:0027816565

SN - 0-7803-1421-2

SP - 1845

EP - 1848

BT - Proceedings of 1993 International Joint Conference on Neural Networks (IJCNN-93-Nagoya)

PB - IEEE Institute of Electrical and Electronic Engineers

T2 - International Joint Conference on Neural Networks, IJCNN '93

Y2 - 25 October 1993 through 29 October 1993

ER -

Analysis of quality properties in paper drying with neural networks

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