Adaptive model predictive inventory controller for multiproduct warehouse system

被引:6
|
作者
Yi, Gyeongbeom [1 ]
Reklaitis, Gintaras V. [2 ]
机构
[1] Pukyong Natl Univ, Dept Chem Engn, Pusan 608739, South Korea
[2] Purdue Univ, Sch Chem Engn, W Lafayette, IN 47907 USA
关键词
Adaptive model predictive control; Multiproduct warehouse; Periodic square wave model; BATCH-STORAGE NETWORK; SUPPLY CHAIN; OPTIMAL-DESIGN; OPTIMIZATION; MANAGEMENT;
D O I
10.1016/j.automatica.2014.07.022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An inventory control system has been developed for a distribution system consisting of a single multi-product warehouse serving a set of customers and purchasing products from multiple vendors. Purchase orders requesting multiple products are delivered to the warehouse in a process referred to as joint replenishment. The receipt of customer orders by the warehouse proceeds in order intervals and in order quantities that are subject to random fluctuations. The objective of Warehouse operation is to minimize the total cost while maintaining inventory levels within the warehouse capacity by adjusting the purchase order intervals and quantities. An adaptive model predictive control algorithm is developed using a periodic square wave model to represent the material flows. The adaptive concept incorporates a stabilized minimum variance control-type input calculation coupled with input/output stream parameter predictions. The boundedness of the control output under the suggested algorithm is mathematically proven under the assumption that disturbances in the orders are bounded. The effectiveness of the scheme was demonstrated using simulations. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2245 / 2253
页数:9
相关论文
共 50 条
  • [41] MULTIPRODUCT INVENTORY SYSTEM WITH INTERACTIVE SET-UP COSTS
    ANDRES, F
    EMMONS, H
    MANAGEMENT SCIENCE SERIES A-THEORY, 1975, 21 (09): : 1055 - 1063
  • [42] A HEURISTIC ALGORITHM FOR THE DETERMINISTIC MULTIPRODUCT INVENTORY SYSTEM WITH CAPACITY CONSTRAINT
    CHERN, MS
    LIN, KC
    CHEN, CC
    JOURNAL OF THE OPERATIONS RESEARCH SOCIETY OF JAPAN, 1991, 34 (01) : 1 - 12
  • [43] SIMULATION ANALYSIS OF A MULTIPRODUCT MULTIECHELON INVENTORY-DISTRIBUTION SYSTEM
    AGGARWAL, SC
    DHAVALE, DG
    ACADEMY OF MANAGEMENT JOURNAL, 1975, 18 (01): : 41 - 54
  • [44] Decision Support System for Multiproduct Pipeline and Inventory Management Systems
    Relvas, Susana
    Barbosa-Povoa, Ana Paula F. D.
    Matos, Henrique A.
    Pinto, Pedro
    21ST EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2011, 29 : 910 - 914
  • [45] Adaptive model predictive control of an optogenetic system
    Milias-Argeitis, Andreas
    Khammash, Mustafa
    2015 54TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2015, : 1265 - 1270
  • [46] A CASE FOR THE ADAPTIVE, PREDICTIVE MULTILOOP CONTROLLER
    SCHMIDT, RN
    MODARRESZADEH, M
    I&CS-INSTRUMENTATION & CONTROL SYSTEMS, 1995, 68 (08): : 59 - 63
  • [47] Dynamic system model predict and adaptive controller design
    Chen, Mao-Lin
    Wang, Jiun-Yaw
    Shih, Ching-Long
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2008, 29 (01): : 175 - 189
  • [48] An adaptive model predictive controller for a novel battery-powered anti-idling system of service vehicles
    Huang, Yanjun
    Fard, Soheil Mohagheghi
    Khazraee, Milad
    Wang, Hong
    Khajepour, Amir
    ENERGY, 2017, 127 : 318 - 327
  • [49] A TWO WAREHOUSE INVENTORY MODEL FOR EXPONENTIALLY INCREASING DEMAND
    Madhavilata, M.
    Rao, K. Srinivasa
    Ravindranath, V.
    INTERNATIONAL JOURNAL OF AGRICULTURAL AND STATISTICAL SCIENCES, 2010, 6 (01): : 171 - 179
  • [50] A distribution inventory model with transshipments from a support warehouse
    Axsater, Sven
    Howard, Christian
    Marklund, Johan
    IIE TRANSACTIONS, 2013, 45 (03) : 309 - 322