• Title/Summary/Keyword: Stock Inventory

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Reinforcement leaning based multi-echelon supply chain distribution planning (강화학습 기반의 다단계 공급망 분배계획)

  • Kwon, Ick-Hyun
    • Journal of the Korea Safety Management & Science
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    • v.16 no.4
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    • pp.323-330
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    • 2014
  • Various inventory control theories have tried to modelling and analyzing supply chains by using quantitative methods and characterization of optimal control policies. However, despite of various efforts in this research filed, the existing models cannot afford to be applied to the realistic problems. The most unrealistic assumption for these models is customer demand. Most of previous researches assume that the customer demand is stationary with a known distribution, whereas, in reality, the customer demand is not known a priori and changes over time. In this paper, we propose a reinforcement learning based adaptive echelon base-stock inventory control policy for a multi-stage, serial supply chain with non-stationary customer demand under the service level constraint. Using various simulation experiments, we prove that the proposed inventory control policy can meet the target service level quite well under various experimental environments.

On the Optimality of (s, S) Inventory Policy with Loss Cost (손실비용을 고려한 (s, S) 재고정책)

  • 최진영
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.18 no.34
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    • pp.61-67
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    • 1995
  • Through the model presented in this paper, we study on the depletion of stock taking place due to random loss of items as well as random demand, under the assumption that the distributions of demand are independent of those of loss, and both of them are identical, and that life time distribution of each item is negative exponential. The steady state probability distribution of the stock level assuming instantaneous delivery of order under (s, S) inventory policy. Also we have derived total expected cost expression with loss cost. The results of sensitive analysis show that the effect of loss rate is substantial on the total cost and optimal value of inventory level.

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A Methodology for Efficient Portfolio Management Using Inventory Control Technique (재고통제기법을 이용한 효율적 포트폴리오 관리 방안)

  • Ryu, Jae-Pil;Shin, Hyun-Joon
    • IE interfaces
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    • v.25 no.2
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    • pp.163-169
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    • 2012
  • This paper proposes an efficient portfolio management methodology named sSPPM with consideration of risk and required return. sSPPM employs Markowitz's portfolio model to select securities and adopts ($s$, $S$) policy that is a well-known technique in the inventory control area to revise the current portfolio. Computational experiments using virtual stock prices generated by monte carlo simulation method as well as real stock ones of KOSPI for recent 4 years are conducted to show the excellence of the portfolio management under ($s$, $S$) policy framework. The result shows that sSPPM is remarkably superior to both 6 or 12 months based periodic portfolio revision method and market (KOSPI index).

Optimal Production Controls in a Two-Stage Production System with a Component Selling Option (부품 판매 옵션을 갖는 두 단계 일렬 생산 시스템에서의 최적 생산 전략)

  • Kim, Eungab
    • Journal of Korean Institute of Industrial Engineers
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    • v.41 no.5
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    • pp.447-452
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    • 2015
  • This paper considers a two-stage make-to-stock production system. The first stage produces a single-component and the second stage produces a make-to-stock product using components. In addition to internal demands, the first stage faces external demands with the option of accepting or rejecting. To ration component inventory, the manufacturer adopts a static rule. This paper analyzes the production controls at both facilities that maximizes the manufacturer's profit. Using the Markov decision process model, we characterize the optimal production policy by two monotonic switching curves.

(S-1,S) Spare-part Inventory Algorithm for Fleet Maintenance : Validation

  • Park Kyung S.
    • Journal of the military operations research society of Korea
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    • v.8 no.2
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    • pp.31-35
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    • 1982
  • Recently, Park [1] proposed an algorithm for the optimum spare-part stock level in an (S-1, S) inventory system for small fleet. This paper reports validative GPSS simulation results and numerical experiences with the algorithm.

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Do Stock Prices Reflect the Implications of Unexpected Inventories for Future Earnings? (과잉 재고자산투자의 시장반응에 대한 실증연구)

  • Kim, Chang-Bum;Park, Sang-Bong
    • Management & Information Systems Review
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    • v.32 no.1
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    • pp.63-85
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    • 2013
  • This study tries to investigate the fundamental implications inherent in inventory asset information(specifically, unexpected inventory investment) by analyzing how the relationship between unexpected inventory investment and future operating performance. And we study how is the response of the stock market participants to the fundamental implications inherent in inventory asset information. Prior papers often assume the efficient market and they view the significant relation between stock prices and financial indicators as evidence of the contribution of such indicators to future earnings. Leading indicators are attracting the market's attention for equity valuation. We study whether one leading indicator (unexpected Inventories) forecasts future earnings, and whether market participants fully reflect the predictive ability when they sets share prices(Mishkin test, 1983). Our empirical results of the study are summarized as follows. Current unexpected inventory investment is negatively associated with future operating performance. Also, our evidence is that the stock market participants overprice the contribution of unexpected inventory investment when predicting future earnings. Furthermore, a hedge strategy that uses the overpricing gives significant future abnormal returns. The overall results help the users of financial reports, researchers of accounting, and the accounting principle setting body.

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Coordinated Transportation and Inventory Decision using Shipment Consolidation (선적 통합을 이용한 수송과 재고의 통합 결정에 관한 연구 분석)

  • Hong, Gi-Seong
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2006.11a
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    • pp.661-664
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    • 2006
  • Under a VMI (Vendor Managed Inventory) system, the vendor holds a certain level of control over not only inbound replenishment decisions on stocking but also outbound re-supply decisions. In this situation, vendor faces a better opportunity to synchronize the inventory and transportation decisions. However, shipment consolidation can reduce transportation expenses, but delivery time about the customer comes to be long and a customer service is fallen. Thus, a stock and transportation decision must consider this correlation. This study look into the relevant literature and suggest about further research direction.

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A Study on the Lot-Sizing Rules with the Dynamic Safety Stocks (동적 안전재고를 고려한 롯트량 결정 기법에 관한 연구)

  • Sohn, Kwon-Ik;Choi, Seoung-Kug
    • Journal of Industrial Technology
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    • v.20 no.A
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    • pp.219-228
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    • 2000
  • The determination of lot sizes in prevailing inventory problems has been made with constant safety stock over the planning horizon. But, it is more profitable to accommodate the safety stock to dynamically fluctuating demands. The objective of this paper is to study the method to determine the dynamic safety stock and lot sizing rules depending on the actual customer demands. The last period or highly fluctuating period during the consumption of a lot is the most critical one to stock-out. It means that such periods must be given more attentions. Some dynamic methods to control safety stock are proposed with viewpoints of the time, quantity, and time-quantity. Simulation results show that lot sizing methods with dynamic safety stock reduce about 10% of average total cost compared to those with constant safety stock.

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The Nexus Between Inventory Management and Firm Performance: A Saudi Arabian Perspective

  • HASHED, Abdul Wahid Ahmed;SHAIK, Abdul Rahman
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.6
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    • pp.297-302
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    • 2022
  • The current study examines the relationship between inventory management efficiency and financial performance in Saudi Arabian companies. The study collected data from the companies listed on Tadawul (a Saudi Arabian stock exchange) during the period starting from 2016 and ending in 2020. The study uses pooled regression model by incorporating Return on Assets (ROA) and Inventory Turnover Ratio (ITR) as a performance measurement variable and inventory conversion period as an inventory management variable to report the results. The results show a positive and significant association between inventory management and firms' financial growth measured in terms of Return on Assets (ROA). Further, the study reports a positive and significant association between the inventory conversion period and inventory turnover (ITR). This shows that managing inventory efficiently shall positively impact the firm's performance. The other variables, such as debt ratio and gross profit, are positively related to ROA and negatively correlated with ITR. The firm growth is positively associated with both the dependent variables. The results suggest that the management of inventory in Saudi Arabian firms is efficient. Further, the firm size is positively associated with ROA and ITR. This shows a nexus between inventory management efficiency and firms' financial growth in Saudi Arabian companies.

On The Security of RFID-based Monitoring Mechanism for Retail Inventory Management

  • Chen, Yu Yi;Jan, Jinn Ke;Tsai, Meng Lin;Ku, Chun Ching;Huang, Der Chen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.6 no.2
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    • pp.515-528
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    • 2012
  • The aim of this article is to provide a study on the issue of inventory inaccuracy and to show the manner in which RFID technology can improve the inventory management performance. The objective of inventory control is to monitor the stock flow of merchandises in order to understand the operating profit and loss. A proper mechanism of inventory control could be made to help the profitability. As RFID is applied to inventory control, it can improve efficiency, enhance accuracy and achieve security. In this paper, we introduce the evolution of different mechanisms of inventory control with RFID system-counting method, collect-all method, and continuous monitoring method. As for improving the accuracy of inventory check during business hours, continuous monitoring is the solution. We introduce the infrastructure of the RFID inventory management system based on M2M architecture can make the inventory be efficiently monitored with instant warnings.