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2020 | OriginalPaper | Buchkapitel

Data Acquisition Procedures for A&DM Systems Dedicated for the Foundry Industry

verfasst von : Robert Sika, Zenon Ignaszak

Erschienen in: Advances in Design, Simulation and Manufacturing II

Verlag: Springer International Publishing

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Abstract

The article presents the effects of cooperation with Polish and European foundries regarding the design of procedures useful in acquisition and data mining systems (Acquisition & Data Mining, A&DM). The author’s procedures for collecting data from foundry processes, including the topography of data sources, have been presented. These procedures have been associated with the possibilities of extended data analysis, which should be implemented in dedicated A&DM type systems. Specialized systems seem to be the most appropriate tools for rapid analyses of complex production processes (multivariate process). These systems allow to assess the stability of selected process parameters, and subsequently identify the cause and effect relationship related to the quality of castings. The choice of the number and type of parameters that can be associated with anomalies of processes depends on the system user, his knowledge and experience. This paper indicates the importance of dedicated A&DM systems built from scratch, developed in cooperation with a specific foundry.

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Literatur
3.
Zurück zum Zitat Cambell, J.: Complete Casting Handbook, 1st edn. Butterworth-Heinemann, UK (2011) Cambell, J.: Complete Casting Handbook, 1st edn. Butterworth-Heinemann, UK (2011)
4.
Zurück zum Zitat Grachev, V.: Features of Cast Iron Smelting in Induction Crucible Furnaces. Arch. Foundry Eng. 17(3), 45–50 (2017)CrossRef Grachev, V.: Features of Cast Iron Smelting in Induction Crucible Furnaces. Arch. Foundry Eng. 17(3), 45–50 (2017)CrossRef
5.
Zurück zum Zitat Kamińska, J., Angrecki, M., Stefański, Z., Palma, A.: Effect of wall thickness on the microstructure of ductile iron castings manufactured by the inmold process using a reaction chamber. Arch. Foundry Eng. 18(4), 50–55 (2018) Kamińska, J., Angrecki, M., Stefański, Z., Palma, A.: Effect of wall thickness on the microstructure of ductile iron castings manufactured by the inmold process using a reaction chamber. Arch. Foundry Eng. 18(4), 50–55 (2018)
6.
Zurück zum Zitat Sika, R.: Acquisition and data mining for the Data Mining systems needs on the example applications in foundry industry. PhD Thesis—Prom. Zenon Ignaszak. Doctoral dissertation. Poznan University of Technology, Poznan, Poland (2013) Sika, R.: Acquisition and data mining for the Data Mining systems needs on the example applications in foundry industry. PhD Thesis—Prom. Zenon Ignaszak. Doctoral dissertation. Poznan University of Technology, Poznan, Poland (2013)
7.
Zurück zum Zitat Santos, R., Nieves J., Penya, K.J., Bringas, G.P.: Towards noise and error reduction on foundry data gathering processes. In: Industrial Electronics Conference (ISIE), pp. 1765–1770. IEEE Xplore, Bilbao (2010) Santos, R., Nieves J., Penya, K.J., Bringas, G.P.: Towards noise and error reduction on foundry data gathering processes. In: Industrial Electronics Conference (ISIE), pp. 1765–1770. IEEE Xplore, Bilbao (2010)
8.
Zurück zum Zitat Perzyk, M., Soroczynski, A.: comparative study of decision trees and rough sets theory as knowledge extraction tools for design and control of industrial processes. Int. J. Ind. Manuf. Eng. 4(1), 18–24 (2010) Perzyk, M., Soroczynski, A.: comparative study of decision trees and rough sets theory as knowledge extraction tools for design and control of industrial processes. Int. J. Ind. Manuf. Eng. 4(1), 18–24 (2010)
9.
Zurück zum Zitat Zabala, A., Surez, R., Izaga, J.: Iron castings, advanced prediction tools, foundry process control and knowledge management for iron casting. In: Proceedings of the 68th WFC—World Foundry Congress, pp. 355–360, WFC, Chennai, India (2008) Zabala, A., Surez, R., Izaga, J.: Iron castings, advanced prediction tools, foundry process control and knowledge management for iron casting. In: Proceedings of the 68th WFC—World Foundry Congress, pp. 355–360, WFC, Chennai, India (2008)
10.
Zurück zum Zitat Malinowski, P., Suchy, J.S., Lelito, J.: New trends in simulation process and data management in foundry industry. In: 71st Word Foundry Congress, pp. 1–6, WFC, Bilbao, Spain (2014) Malinowski, P., Suchy, J.S., Lelito, J.: New trends in simulation process and data management in foundry industry. In: 71st Word Foundry Congress, pp. 1–6, WFC, Bilbao, Spain (2014)
11.
Zurück zum Zitat Saalem, M., Malik, S., Gottschling, J., Hartmann, D.: Advanced quality control in foundry manufacturing process. In: 71st Word Foundry Congress, pp. 96–107, WFC, Bilbao, Spain (2014) Saalem, M., Malik, S., Gottschling, J., Hartmann, D.: Advanced quality control in foundry manufacturing process. In: 71st Word Foundry Congress, pp. 96–107, WFC, Bilbao, Spain (2014)
12.
Zurück zum Zitat Sika, R., Ignaszak, Z.: SCADA systems and theirs connection with statistical process control in foundry. Arch. Foundry Eng. 15(1), 145–153 (2015) Sika, R., Ignaszak, Z.: SCADA systems and theirs connection with statistical process control in foundry. Arch. Foundry Eng. 15(1), 145–153 (2015)
13.
Zurück zum Zitat Ignaszak, Z., Sika, R., Rogalewicz, M.: Contribution to the assessment of the data acquisition effectiveness in the aspect of gas porosity defects prediction in ductile cast iron castings. Arch. Foundry Eng. 18(1), 35–40 (2018) Ignaszak, Z., Sika, R., Rogalewicz, M.: Contribution to the assessment of the data acquisition effectiveness in the aspect of gas porosity defects prediction in ductile cast iron castings. Arch. Foundry Eng. 18(1), 35–40 (2018)
15.
Zurück zum Zitat Study: Process definition—process measuring. How does a small foundry get their ROI Off ISO/TS 16949:2002? In: AFS Transaction, pp. 1–6. American Foundry Society, Schaumburg, IL, USA (2005) Study: Process definition—process measuring. How does a small foundry get their ROI Off ISO/TS 16949:2002? In: AFS Transaction, pp. 1–6. American Foundry Society, Schaumburg, IL, USA (2005)
17.
Zurück zum Zitat Larose, D.T.: Discovering Knowledge in Data. An Introduction to Data Mining. John Wiley & Sons, Hoboken, New Jersey (2006) Larose, D.T.: Discovering Knowledge in Data. An Introduction to Data Mining. John Wiley & Sons, Hoboken, New Jersey (2006)
18.
Zurück zum Zitat Kochański, A.: Data preparation. Comput. Methods Mater. Sci. 10(1), 25–29 (2010) Kochański, A.: Data preparation. Comput. Methods Mater. Sci. 10(1), 25–29 (2010)
19.
Zurück zum Zitat Pyle, D.: Data collection, preparation, quality, and visualization, In: Ye, N. (ed), The Handbook of Data Mining. Lawrence Erlbaum Associates, New Jersey (2003) Pyle, D.: Data collection, preparation, quality, and visualization, In: Ye, N. (ed), The Handbook of Data Mining. Lawrence Erlbaum Associates, New Jersey (2003)
Metadaten
Titel
Data Acquisition Procedures for A&DM Systems Dedicated for the Foundry Industry
verfasst von
Robert Sika
Zenon Ignaszak
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-22365-6_69

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