본문 바로가기
KERD
논문KCI 등재

연관 규칙 마이닝을 이용한 제품 저장 위치 할당 방식에 관한 연구

Location assignment using association rule mining in a warehouse

이상엽|정재원
한국물류과학기술학회 (The Society of Logistics Science and Technology)|2021.12|물류과학기술연구 (Journal of Logistics Science & Technology)|제2권 제2호|pp. 75-96|DOI 10.23178/jlst.2.2.202112.006

2

조회

0

다운로드

0

인용

0

참고문헌

키워드

.
주제분류과학기술학

초록

.

Abstract

Order picking costs account for a significant portion of the logistics system of the warehouse. To increase the efficiency of warehouse operation, order picking operations in the warehouse should be carefully designed. In this work, we study the location assignment problem to study the applicability of the data mining approach in determining the storage locations. Specifically, we present an association rule-based storage assignment algorithm denoted by the Apriori algorithm and the Affinity algorithm. The objective of this work is to minimize the order picker’s travel distance by allocating the storage locations using the association rule-based approach. We observe the details for analyzing the efficiency of the proposed approach with the actual online transaction data. The results from the experiments show that the proposed methods outperform the turnover-based assignments.

참고문헌 (27)

  1. 안광일, "수량을 고려한 연관규칙 탐색", 대한산업공학회 추계학술대회 논문집, pp.264~267 (2000)
  2. 장석화, "지정식 보관방식 창고시스템에서 보관위치 할당계획", 한국산업경영시스템학회지, 30(1), pp.8~14 (2007), 한국산업경영시스템학회
  3. Abisoye, O. A., "Design of a computerized inventory management system for supermarkets", International Journal of Science and Research, 2(2013), pp.340~344 (2013)
  4. Adhikary, D., "Trends in quantitative association rule mining techniques", Proceedings of IEEE International Conference on Recent Trends in Information System, pp.126~131 (2015)
  5. Agrawal, R., "Fast algorithms for mining association rules", Proc. 20th int. conf. very large data bases, VLDB, 1215, pp.487~499 (1994)
  6. Ahmadi, E., "Inventory management of surgical supplies and sterile instruments in hospitals : a literature review", Health Systems, 8(2), pp.134~151 (2019)
  7. Applegate, D. L., "The traveling salesman problem" (2011), Princeton university press
  8. Bevilacqua, M., "Lean principles for organizing items in an automated storage and retrieval system : an association rule mining–based approach", Management and Production Engineering Review, 10(1), pp.29~36 (2019)
  9. Brynzér, H., "Storage location assignment : Using the product structure to reduce order picking times", International Journal of Production Economics, 46, pp.595~603 (1996)
  10. Cano, J. A., "An evaluation of picking routing policies to improve warehouse efficiency", International Journal of Industrial Engineering and Management, 8(4), pp.229~238 (2017)
  11. Chuang, Y. F., "Enhancing order-picking efficiency through data mining and assignment approaches", WSEAS Transactions on Business and Economics, 11(1), pp.52~64 (2014)
  12. Chuang, Y. F., "Item-associated cluster assignment model on storage allocation problems", Computers & industrial engineering, 63(4), pp.1171~1177 (2012)
  13. Cergibozan, Ç., "Order batching operations : an overview of classification, solution techniques, and future research", Journal of Intelligent Manufacturing, 30(1), pp.335~349 (2019)
  14. Chen D., "Data mining for the online retail industry : A case study of RFM model-based customer segmentation using data mining", Journal of Database Marketing and Customer Strategy Management, 19(3), pp.197~208 (2012)
  15. De Koster, R., "Design and control of warehouse order picking : A literature review", European journal of operational research, 182(2), pp.481~501 (2007)
  16. Ene, S., "Storage location assignment and order picking optimization in the automotive industry", The international journal of advanced manufacturing technology, 60(5), pp.787~797 (2012)
  17. Goetschalckx, M., "Order picking in an aisle", IIE transactions, 20(1), pp.53~62 (1988)
  18. Han, J., "Data mining: concepts and techniques" (2011), Elsevier
  19. Hausman, W. H., "Optimal storage assignment in automatic warehousing systems", Management science, 22(6), pp.629~638 (1976)
  20. Kumbhare, T. A., "An overview of association rule mining algorithms", International Journal of Computer Science and Information Technologies, 5(1), pp.927~930 (2014)
  21. Li, J., "Dynamic storage assignment with product affinity and ABC classification—a case study", The International Journal of Advanced Manufacturing Technology, 84(9), pp.2179~2194 (2016)
  22. Ming-Huang Chiang, D., "Data mining based storage assignment heuristics for travel distance reduction", Expert Systems, 31(1), pp.81~90 (2014)
  23. Pan, J. C. H., "A study of storage assignment problem for an order picking line in a pick-and-pass warehousing system", Computers & Industrial Engineering, 57(1), pp.261~268 (2009)
  24. Petersen, C. G., "An evaluation of order picking routeing policies", International Journal of Operations & Production Management (1997)
  25. Reyes, J., "The storage location assignment problem : A literature review", International Journal of Industrial Engineering Computations, 10(2), pp.199~224 (2019)
  26. Tompkins, J. A., "Facilities planning" (2010), John Wiley & Sons
  27. Van Gils, T., "Improving order picking efficiency by analyzing combinations of storage, batching, zoning, and routing policies", International Conference on Computational Logistics, pp.427~442 (2016), Springer

관련 논문AI추천

FP-Growth 기법을 활용한 건자재 재고 재배치 기법 개발김재원, 신광섭, 이효준사)한국빅데이터학회 · 한국빅데이터학회 학회지2017 · 제2권 제1호지정식 보관방식 창고시스템에서 보관위치 할당계획장석화한국산업경영시스템학회 · 한국산업경영시스템학회지2007 · 제30권 제1호데이터마이닝을 이용한 재고관리에 관한 사례연구서준용, 이규용한국산업경영시스템학회 · 한국산업경영시스템학회지2007 · 제30권 제3호창고시스템에서 보관위치할당 방식에 대한 이동거리와 보관위치 수의 분석장석화한국산업경영시스템학회 · 한국산업경영시스템학회지2006 · 제29권 제2호디지털 피킹 시스템을 위한 연관 분석 기반의 상품 배치김기훈, 김혜선, 김효은한국생산관리학회 · 한국생산관리학회지2023 · 제34권 제3호군 자동화 창고 저장관리 효율화 모형 연구문기준, 이문걸, 장기원한국로지스틱스학회 · 로지스틱스연구2023 · 제31권 제2호

이 간행물의 다른 논문 (5건)

전기자동차의 드론 배터리 충전을 고려한 친환경 최적 경로 문제은준엽, 차형주, 김동균, 정태수pp. 1-18MuZero 강화학습을 이용한 항만 컨테이너 재정돈 계획최원균, 이기주, 채준재pp. 19-37도시 지하철도 물류 시스템의 운영시나리오 분석을 통한 인터페이스 요구사항 보완 연구김학성, 김주욱, 황선우pp. 38-51라스트마일 배송시간 최소화를 위한 배송 구역 연구남대식, 박민영, 류한별pp. 52-61중소 서브터미널의 물류 효율화를 위한 로봇 기반 상차 자동화 시스템 운용개념 및 요구사항 개발에 관한 연구이상민, 김영민pp. 62-74
원문 보기