[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
Skip to main content

Ecodesign of Technological Processes with the Use of Decision Trees Method

  • Conference paper
  • First Online:
International Joint Conference SOCO’17-CISIS’17-ICEUTE’17 León, Spain, September 6–8, 2017, Proceeding (SOCO 2017, ICEUTE 2017, CISIS 2017)

Abstract

It becomes increasingly complex to make decisions concerning environmental requirements at the product design stage. Any decision made at this stage may affect the environmental impact of the product. It is therefore necessary to provide new tools for product designers to help them in ecological design choices. This paper describes a new method for ecodesigning technological processes. The method was implemented in an expert system, and it supports process engineers in the development of eco-friendly technological processes. Decision tree induction method was used. The environmental approach to designing technological processes described in this paper is a new solution, and it automates the selection of materials and connections in the designed product.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
GBP 19.95
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
GBP 143.50
Price includes VAT (United Kingdom)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
GBP 179.99
Price includes VAT (United Kingdom)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Dostatni, E., Karwasz, A., Diakun, J.: Method for estimating recycling costs of household appliances at product design stage. In: Knosala, R. (ed.) Innovation in Management and Production Engineering, pp. 298–306. Publishing House of the Polish Society for Production Management, Opole (2013)

    Google Scholar 

  2. Dostatni, E., Diakun, J., Grajewski, D., Karwasz, A., Wichniarek, R., (eds.) Ecodesign of Products in CAD 3D Environment with the Use of Agent Technology (in Polish). Publishing House of Poznan University of Technology, Poznan (2014)

    Google Scholar 

  3. AENOR: Environmental Management of Design and Development Process. Design for Environment, UNE 150301 Standards (2003)

    Google Scholar 

  4. Herva, M., Franco-Uría, A., Carrasco, E.F., Roca, E.: Application of fuzzy logic for the integration of environmental criteria in ecodesign. Expert Syst. Appl. 39(4), 4427–4431 (2012)

    Article  Google Scholar 

  5. Czerniak, J., Ewald, D., Macko, M., Śmigielski, G., Tyszczuk, K.: Approach to the monitoring of energy consumption in eco-grinder based on ABC optimization. Commun. Comput. Inf. Sci. 521, 516–529 (2015)

    Google Scholar 

  6. ISO/TR 14062: Environmental management - integrating environmental aspects into product design and development (2001)

    Google Scholar 

  7. Gehin, A., Zwolinski, P., Brissaud, D.: Integrated design of product lifecycles-The fridge case study. CIRP J. Manuf. Sci. Technol. 1(4), 214–220 (2009)

    Article  Google Scholar 

  8. Dostatni, E., Diakun, J., Hamrol, A., Mazur, W.: Application of agent technology for recycling-oriented product assessment. Ind. Manage. Data Syst. 113(6), 817–839 (2013)

    Article  Google Scholar 

  9. Azevedo, S.G., Carvalho, H., Machado, V.C.: The influence of green practices on supply chain performance: A case study approach. Transp. Res. Part E 47(6), 850–871 (2011)

    Article  Google Scholar 

  10. Buyukozkan, G., Cifci, G.: A novel hybrid MCDM approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS to evaluate green suppliers. Expert Syst. Appl. 39, 3000–3010 (2012)

    Article  Google Scholar 

  11. Lin, R.J.: Using fuzzy DEMATEL to evaluate the green supply chain management practices. J. Clean. Prod. 40, 32–39 (2013)

    Article  Google Scholar 

  12. Govindan, K., Khodaverdi, R., Vafadarnikjoo, A.: Intuitionistic fuzzy based DEMATEL method for developing green practices and performances in a green supply chain. Expert Syst. Appl. 42(20), 7207–7220 (2015)

    Article  Google Scholar 

  13. Yang, C.J., Chen, J.L.: Forecasting the design of eco-products by integrating TRIZ evolution patterns with CBR and Simple LCA methods. Expert Syst. Appl. 39(3), 2884–2892 (2012)

    Article  Google Scholar 

  14. Ciurana, J., Garcia-Romeu, M.L., Ferrer, I., Casadesús, M.: A model for integrating process planning and production planning and control in machining processes. Robot. Comput. Integr. Manuf. 24, 532–544 (2008)

    Article  Google Scholar 

  15. Zaremba, M.B.: Intelligence in manufacturing systems: the pattern recognition perspective. In: Proceedings of 9th IFAC Workshop on Intelligent Manufacturing Systems, Szczecin, Poland (2008)

    Google Scholar 

  16. Arrazola, P.J., Őzel, T., Umbrello, D., Davies, M., Jawahir, I.S.: Recent advances in modelling of metal machining processes. CIRP Ann. Manuf. Technol. 62, 695–718 (2013)

    Article  Google Scholar 

  17. Rana, A.S., Kumar, R., Singh, M., Kumar, A.: Operation sequencing in CAPP by using artificial neural network. Int. J. Innovative Res. Sci. Eng. Technol. 2(4), 1137–1141 (2013)

    Google Scholar 

  18. Dostatni, E., Diakun, J., Grajewski, D., Wichniarek, R., Karwasz, A.: Functionality assessment of ecodesign support system. Manage. Prod. Eng. Rev. 6(1), 10–15 (2015)

    Google Scholar 

  19. Grajewski, D., Diakun, J., Wichniarek, R., Dostatni, E., Buń, P., Górski, F., Karwasz, A.: Improving the skills and knowledge of future designers in the field of ecodesign using virtual reality technologies. In: Proceedings of International Conference Virtual and Augmented Reality in Education, Monterrey, Mexico (2015)

    Google Scholar 

  20. Rojek, I., Jagodzinski, M.: Hybrid artificial intelligence system in constraint based scheduling of integrated manufacturing ERP systems. In: Corchado, E., Snášel, V., Abraham, A., Woźniak, M., Graña, M., Cho, S.B. (eds.) Hybrid Artificial Intelligence System in Constraint Based Scheduling of Integrated Manufacturing ERP Systems HAIS 2012. LNCS, vol. 7209, pp. 229–240. Springer, Heidelberg (2012). doi:10.1007/978-3-642-28931-6_22

  21. Rojek, I.: Models for better environmental intelligent management within water supply systems. Water Resour. Manage. 28(12), 3875–3890 (2014). doi:10.1007/s11269-014-0654-7

    Article  Google Scholar 

  22. Rojek, I., Studzinski, J.: Comparison of different types of neuronal nets for failures location within water-supply networks. Eksploatacja I Niezawodność - Maint. Reliab. 16(1), 42–47 (2014)

    Google Scholar 

  23. Rojek, I.: Technological process planning by the use of neural networks. Artif. Intell. Eng. Des. Anal. Manuf. 31(1), 1–15 (2017). doi:10.1017/S0890060416000147

    Article  Google Scholar 

  24. Burduk, A.: The role of artificial neural network models in ensuring the stability of systems. In: Herrero, Á., Sedano, J., Baruque, B., Quintián, H., Corchado, E. (eds.) 10th International Conference on Soft Computing Models in Industrial and Environmental Applications. Advances in Intelligent Systems and Computing, vol. 368, pp. 427–437. Springer, Cham (2015). doi:10.1007/978-3-319-19719-7_37

  25. Rokach, L., Maimon, O.: Data mining with decision trees: theory and applications. World Scientific Pub Co Inc., Singapore (2008)

    MATH  Google Scholar 

  26. Saniuk, A., Jasiulewicz-Kaczmarek, M., Samolejova, A., Saniuk, S., Lenort, R.: Environmental favorable foundries through maintenance activities. Metalurgija 54(4), 725–728 (2015)

    Google Scholar 

Download references

Acknowledgments

This research was supported in part by: 02/23/DSPB/7640 financed from a research grant awarded by the Ministry of Science and Higher Education.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Izabela Rojek .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG

About this paper

Cite this paper

Rojek, I., Dostatni, E., Hamrol, A. (2018). Ecodesign of Technological Processes with the Use of Decision Trees Method. In: Pérez García, H., Alfonso-Cendón, J., Sánchez González, L., Quintián, H., Corchado, E. (eds) International Joint Conference SOCO’17-CISIS’17-ICEUTE’17 León, Spain, September 6–8, 2017, Proceeding. SOCO ICEUTE CISIS 2017 2017 2017. Advances in Intelligent Systems and Computing, vol 649. Springer, Cham. https://doi.org/10.1007/978-3-319-67180-2_31

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-67180-2_31

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-67179-6

  • Online ISBN: 978-3-319-67180-2

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics