Development of new hybrid discrete-time perishable inventory model based on Weibull distribution with time-varying demand using system dynamics approach

被引:21
|
作者
Cholodowicz, Ewelina [1 ]
Orlowski, Przemyslaw [1 ]
机构
[1] West Pomeranian Univ Technol Szczecin, Sikorskiego 37, PL-70313 Szczecin, Poland
关键词
Inventory model; Perishable items; Simulation study; Closing days; Random lifetime; Fixed lifetime; DETERIORATING INVENTORY; ORDERING POLICIES; ROUTING PROBLEM; PRODUCTS; DECISIONS;
D O I
10.1016/j.cie.2021.107151
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the 20th century, there has been a significant development in logistics systems owing to market globalisation. From this perspective, our study focuses on designing novel models of inventory systems to reflect these real-time systems with improved accuracy and eventually design optimal control systems. Many mathematical inventory models lack details. Most of the existing models in the literature neglect the inclusion of closing days despite the shortening of the shelf-lifes of perishable items daily. In this study, a hybrid dynamic discrete-time inventory model with random lifetime perishable products, first in-first out (FIFO) and last in-first out (LIFO) issuing policies, positive lead time, and time-varying demand, including closing days, is developed. It is assumed that the demand is an external input to the model, and thus, it is easy to implement or test various market scenarios. The developed model is fitted to real data obtained from the research on the formation of botulinum toxin on packaged cubed melons and microbial spoilage at various incubation temperatures. Our study shows that the implementation of the Weibull distribution in modelling perishability can improve the accuracy of reflecting the performance of real physical inventory systems. We compare the developed model to an existing one in the literature, considering different issuing policies: FIFO, LIFO, and their combination. The study also includes a comparative analysis of the fixed and random lifetimes of products in terms of closing days.
引用
收藏
页数:13
相关论文
共 50 条
  • [41] Nonlinear MPC of Time-Varying Delay Discrete-Time Heterogeneous Multi-agent Systems Using Lyapunov–Krasovskii Approach
    N. Rahimi
    T. Binazadeh
    Circuits, Systems, and Signal Processing, 2023, 42 : 2606 - 2634
  • [42] A model of a production-repair inventory system with time-varying demand and quality-dependent recovery channels
    Yeo, Ivan
    16TH IMT-GT INTERNATIONAL CONFERENCE ON MATHEMATICS, STATISTICS AND THEIR APPLICATIONS (ICMSA 2020), 2021, 36
  • [43] State Feedback Fuzzy-Model-Based Control for Discrete-time Markovian Jump Nonlinear Systems with Time-Varying Delays
    Song, Min Kook
    Park, Jin Bae
    Joo, Young Hoon
    Kim, Jin Kyu
    2009 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 2009, : 2105 - +
  • [44] Fuzzy-model-based admissibility analysis and output feedback control for nonlinear discrete-time systems with time-varying delay
    Chen, Jian
    Lin, Chong
    Chen, Bing
    Wang, Qing-Guo
    INFORMATION SCIENCES, 2017, 412 : 116 - 131
  • [45] Nonlinear MPC of Time-Varying Delay Discrete-Time Heterogeneous Multi-agent Systems Using Lyapunov-Krasovskii Approach
    Rahimi, N.
    Binazadeh, T.
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2023, 42 (05) : 2606 - 2634
  • [46] A DESCRIPTOR SYSTEM APPROACH TO l2-l∞ FILTERING FOR UNCERTAIN DISCRETE-TIME SWITCHED SYSTEM WITH MODE-DEPENDENT TIME-VARYING DELAYS
    Zong, Guangdeng
    Hou, Linlin
    Li, Jifeng
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (5A): : 2213 - 2224
  • [47] Hybrid control of stochastic chaotic system based on memristive Lorenz system with discrete and distributed time-varying delays
    Zhang, Bo
    Deng, Feiqi
    Zhao, Xueyan
    Zhang, Chaolong
    IET CONTROL THEORY AND APPLICATIONS, 2016, 10 (13): : 1513 - 1523
  • [48] Fusion Fuel Cycle Inventory Reduction Studies Using a Processing-Time-Based Discrete-Time Interval Model
    Flynn, H. B.
    Larsen, George
    FUSION SCIENCE AND TECHNOLOGY, 2023, 79 (01) : 60 - 68
  • [49] New Predictor-Based Anti-Disturbance Control for Discrete-Time Systems With Input Delay Subject to Time-Varying Uncertainties
    Hao, Shoulin
    Du, Ruitao
    Liu, Tao
    Paszke, Wojciech
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2025, 35 (03) : 959 - 971
  • [50] Active Fault-tolerant Control for Discrete-time Markov Jump LPV Systems via Time-varying Hidden Markov Model Approach
    Che, Junxing
    Zhu, Yanzheng
    Basin, Michael, V
    Zhou, Donghua
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2022, 20 (06) : 1785 - 1799