Journal of the Korean Operations Research and Management Science Society (한국경영과학회지)

The Korean Operations Research and Management Science Society (한국경영과학회)
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An Integrated Planning of Production and Distribution in Supply Chain Management using a Multi-Level Symbiotic Evolutionary Algorithm

다계층 공생 진화알고리듬을 이용한 공급사슬경영의 생산과 분배의 통합계획

  • 김여근 (전남대학교 산업공학과) ;
  • 민유종 (한국원자력연구소 연구원)
  • Published : 2003.06.01
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Abstract

This paper presents a new evolutionary algorithm to solve complex multi-level integration problems, which is called multi-level symbiotic evolutionary algorithm (MEA). The MEA uses an efficient feedback mechanism to flow evolution information between and within levels, to enhance parallel search capability, and to improve convergence speed and population diversity. To show the MEA's applicability, It is applied to the integrated planning of production and distribution in supply chain management. The encoding and decoding methods are devised for the integrated problem. A set of experiments has been carried out, and the results are reported. The superiority of the algorithm's performance is demonstrated through experiments.

Keywords

References

  1. 한국경영과학회지 v.25 no.4 공생 진화알고리듬에서의 공생파트너 선택전략 분석 김재윤;김여근;신태호
  2. 한국경영과학회지 v.26 no.4 유전알고리듬을 이용한 생산 및 분배 계획 정성원;장양자;박진우
  3. International Journal of Production Econornics v.55 Supply chain design and analysis : Models and methods Beamon,B.M. https://doi.org/10.1016/S0925-5273(98)00079-6
  4. Management Science v.28 Computational complexity of the capacitates lot size problem Bitran,G.R.;H.H.Yanasse https://doi.org/10.1287/mnsc.28.10.1174
  5. International Journal of Production Economics v.59 A dynamic model for the singlevendor, multibuyer problem Bylka,S. https://doi.org/10.1016/S0925-5273(98)00021-8
  6. European Journal of Operational Research v.50 An integrated plant loading model with economies of scale and scope Cohen,M.A.;S.Moon https://doi.org/10.1016/0377-2217(91)90260-3
  7. International Journal of Production Economics v.68 A genetic algorithm to solve the general multi-level lot-sizing problem with time-varying costs Dellaert,N.;J.Jeunet;N.Jonard https://doi.org/10.1016/S0925-5273(00)00084-0
  8. IIE Transaction v.33 An integrated model for an industrial production-distribution problem Dhaenens-Flipo,C.;G.Finke
  9. European Journal of Operational Reasearch v.115 Integrated production/distribution planning in supply chains : An invited review Erenguc,S.S.;N.C.Simpson;A.J.Vakharia https://doi.org/10.1016/S0377-2217(98)90299-5
  10. Applied Intelligence v.15 An endosymbiotic evolutionary algorithm for optimization Kim,J.Y.;Y.Kim;Y.K.Kim https://doi.org/10.1023/A:1011279221489
  11. Production Planning and Control v.11 Balancing and sequencing mixed-model U-lines with a co-evolutionary algorithm Kim.Y.K.;S.J.Kim;J.Y.Kim https://doi.org/10.1080/095372800750038355
  12. Computers & Operations Research v.30 A symbiotic evolutionary algorithm for the integration of process planning and job shop scheduling Kim,Y.K.;K.Park;J.Ko https://doi.org/10.1016/S0305-0548(02)00063-1
  13. Microcomputers in Civil Engineering v.11 Modelling design exploration as co-evolution Maher,M.L.;J.Poon https://doi.org/10.1111/j.1467-8667.1996.tb00323.x
  14. International Journal of Production Economnics v.58 An integrated production-distribution model for a multi-national company operation under varying exchange rates Mohamed,Z.M. https://doi.org/10.1016/S0925-5273(98)00080-2
  15. International Journal of Production Econornics v.6 A hierarchical planning approach for a production-dis-tribution system Ozdamr,L.T.Yazgac
  16. Ph.D. dissertation of George Mason University The design and analysis of a computational model of cooperative coevolution Potter,M.A.
  17. Computers & Industrial Engineering Study on multi-stage logistics chain network : a spanning tree-based genetic algorithm approach Syarif,A.;Y.Yun;M.Gen
  18. European Journal of Operational Research v.94 Coordinated supply chain management Thomas,D.J.;P.M.Griffin https://doi.org/10.1016/0377-2217(96)00098-7
  19. Eurpean Journal of Operational Research v.126 Optimal planning in large multi-site production networks Timpe,C.H.;J.Kallrath https://doi.org/10.1016/S0377-2217(99)00301-X
  20. European journal of Operational Research v.89 Strategic production-distribution models : A critical review with emphasis on global supply chain models Vidal,C.J.;M.Goetschalckx