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      KCI등재 SCOPUS

      Applying Genetic Algorithm for Can-Order Policies in the Joint Replenishment Problem

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      https://www.riss.kr/link?id=A100410562

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      다국어 초록 (Multilingual Abstract)

      In this paper, we consider multi-item inventory management. When managing a multi-item inventory, we coordinate replenishment orders of items supplied by the same supplier. The associated problem is called the joint replenishment problem (JRP). One of...

      In this paper, we consider multi-item inventory management. When managing a multi-item inventory, we coordinate replenishment orders of items supplied by the same supplier. The associated problem is called the joint replenishment problem (JRP). One often-used approach to the JRP is to apply a can-order policy. Under a can-order policy, some items are re-ordered when their inventory level drops to or below their re-order level, and any other item with an inventory level at or below its can-order level can be included in this order. In the present paper, we propose a method for finding the optimal parameter of a can-order policy, the can-order level, for each item in a lost-sales model. The main objectives in our model are minimizing the number of ordering, inventory, and shortage (i.e., lost-sales) respectively, compared with the conventional JRP, in which the objective is to minimize total cost. In order to solve this multi-objective optimization problem, we apply a genetic algorithm. In a numerical experiment using actual shipment data, we simulate the proposed model and compare the results with those of other methods.

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      목차 (Table of Contents)

      • ABSTRACT
      • 1. INTRODUCTION
      • 2. PROBLEM FORMULATION
      • 3. IMPLEMENTATION OF GENETIC ALGORITHM (GA)
      • 4. EXPERIMENT AND RESULTS
      • ABSTRACT
      • 1. INTRODUCTION
      • 2. PROBLEM FORMULATION
      • 3. IMPLEMENTATION OF GENETIC ALGORITHM (GA)
      • 4. EXPERIMENT AND RESULTS
      • 5. CONCLUSIONS
      • REFERENCES
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      참고문헌 (Reference)

      1 Moon, I. K., "The joint replenishment problem with resource restriction" 173 (173): 190-198, 2006

      2 Gray, F., "Pulse Code Communication, United States Patent Number 2621058"

      3 Atkins, D. R., "Periodic versus ‘can-order’ policies for coordinated multi-item inventory systems" 34 : 791-796, 1988

      4 Yang, W., "Optimizing replenishment polices using Genetic Algorithm for single-warehouse multi-retailer system" 39 : 3081-3086, 2012

      5 Kaspi, M, "On the economic ordering quantity for jointly replenishment items" 29 : 107-114, 1991

      6 van Eijs, M. J., "On the determination of the control parameters of the optimal can-order policy" 39 : 289-304, 1994

      7 Balintfy, J. L., "On a basic class of multi-item inventory problems" 10 : 287-297, 1964

      8 Goyal, S. K., "Joint replenishment inventory control : Deterministic and stochastic models" 38 : 2-13, 1989

      9 Dellaert, N., "Global inventory control in an academic hospital" 46 : 277-284, 1996

      10 Chan, L. M. A., "Effective zero-inventory-ordering policies for the single-warehouse multi retailer problem with piecewise linear cost structures" 48 : 1446-1460, 2002

      1 Moon, I. K., "The joint replenishment problem with resource restriction" 173 (173): 190-198, 2006

      2 Gray, F., "Pulse Code Communication, United States Patent Number 2621058"

      3 Atkins, D. R., "Periodic versus ‘can-order’ policies for coordinated multi-item inventory systems" 34 : 791-796, 1988

      4 Yang, W., "Optimizing replenishment polices using Genetic Algorithm for single-warehouse multi-retailer system" 39 : 3081-3086, 2012

      5 Kaspi, M, "On the economic ordering quantity for jointly replenishment items" 29 : 107-114, 1991

      6 van Eijs, M. J., "On the determination of the control parameters of the optimal can-order policy" 39 : 289-304, 1994

      7 Balintfy, J. L., "On a basic class of multi-item inventory problems" 10 : 287-297, 1964

      8 Goyal, S. K., "Joint replenishment inventory control : Deterministic and stochastic models" 38 : 2-13, 1989

      9 Dellaert, N., "Global inventory control in an academic hospital" 46 : 277-284, 1996

      10 Chan, L. M. A., "Effective zero-inventory-ordering policies for the single-warehouse multi retailer problem with piecewise linear cost structures" 48 : 1446-1460, 2002

      11 Goyal, S. K., "Determination of optimum packaging frequency of items jointly replenished" 21 : 436-443, 1974

      12 Liu, L., "Coordinated replenishments in inventory systems with correlated demands" 123 : 490-503, 2000

      13 Federgruen, A., "Coordinated replenishments in a multi-item inventory system with compound Poisson demands" 30 : 344-357, 1984

      14 Johansen, S. G, "Can-order policy for the periodic review joint replenishment problem" 54 : 283-290, 2003

      15 Melchiors, P., "Calculating can-order polices for the joint replenishment problem by the compensation approach" 141 : 587-595, 2002

      16 Andre, J., "An improvement of the standard genetic algorithm fighting premature convergence in continuous optimization" 32 : 49-60, 2001

      17 Wang, L., "An effective and efficient differential evolution algorithm for the integrated stochastic joint replenishment and delivery model" 36 : 104-114, 2012

      18 Tsai, C. Y., "An association clustering algorithm for can-order policies in the joint replenishment problem" 117 : 30-41, 2009

      19 Silver, E., "A simple method of determining order quantities in joint replenishments under deterministic demand" 22 : 1351-1361, 1976

      20 Moutaz, K., "A review of the joint replenishment problem literature : 1989-2005" 186 : 1-16, 2008

      21 Wang, L., "A novel differential evolution algorithm for joint replenishment problem under interdependence and its application" 135 : 190-198, 2012

      22 Kayiş, E., "A note on the can-order policy for the two-item stochastic joint-replenishment problem" 40 : 84-92, 2008

      23 Amaya, C. A., "A heuristic framework based on linear programming to solve the constrained joint replenishment problem(C-JRP)" 144 : 243-247, 2013

      24 Pantumsinchai, P., "A comparison of three joint ordering inventory policies" 23 : 111-127, 1992

      25 Khouja, M., "A comparison between genetic algorithms and the RAND method for solving the joint replenishment problem" 11 : 556-564, 2000

      26 Zhao, P., "A New Clustering Algorithm for Can-order Policies in Joint Replenishment Problem" 7 : 1943-1950, 2011

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      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
      2015-08-03 학술지명변경 한글명 : Industrial Engineeering & Management Systems -> Industrial Engineering & Management Systems
      외국어명 : Industrial Engineeering & Management Systems An International Journal -> Industrial Engineering & Management Systems An International Journal
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      2013-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2010-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2009-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2007-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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