Fuzzy ART 신경망 기반 폐제품의 리싸이클링 셀 형성

Fuzzy ART Neural Network-based Approach to Recycling Cell Formation of Disposal Products

  • 서광규 (상명대학교 산업정보시스템공학과)
  • 발행 : 2004.06.01

초록

The recycling cell formation problem means that disposal products are classified into recycling product families using group technology in their end-of-life phase. Disposal products have the uncertainties of product condition usage influences. Recycling cells are formed considering design, process and usage attributes. In this paper, a new approach for the design of cellular recycling system is proposed, which deals with the recycling cell formation and assignment of identical products concurrently. Fuzzy ART neural networks are applied to describe the condition of disposal product with the membership functions and to make recycling cell formation. The approach leads to cluster materials, components, and subassemblies for reuse or recycling and can evaluate the value at each cell of disposal products. Disposal refrigerators are shown as an example.

키워드

참고문헌

  1. Alting, Leo and Jens Brobech Legarth, 1995, 'Life Cycle and Design', Annals of CIRP, vol 44, pp. 1-11 https://doi.org/10.1016/S0007-8506(07)62262-8
  2. Carpenter, G.A, Grossberg, S. and Rosen, D.B. 1991, 'Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system', Neural Networks 4, pp.759-771
  3. Chao-Hsien and Jack C. Hayya, 1991, 'A Fuzzy clustering approach to manufacturing cell formation', International Journal of Production Research, 29, pp. 1475-1487
  4. Huang, J., Georgiopoulos, M. and Heileman, G.L. 1995, 'Fuzzy ART properties', Neural Networks 8, pp203-213
  5. Kusiak, A., 1985, 'The generalized group technology concept'. International Journal of Production Research, 25, pp. 561-569
  6. Xu, H., and Wang, H.-P., 1989, 'Part family formation for GT applications based on fuzzy mathematics', International Journal of Production Research, 27, pp. 1637-1651
  7. Zusman, E., Kriwet, A., Seliger, G., 1994, 'Disassembly -Oriented Assessment Methodology to Support Design for Recycling', Annals of the CIRP, vol. 43, No.1