Real-Time Near-Optimal Scheduling With Rolling Horizon for Automatic Manufacturing Cell

被引:11
|
作者
Hsu, Chih-Hua [1 ]
Yang, Haw-Ching [2 ]
机构
[1] Chang Jung Christian Univ, Dept Informat Management, Tainan 711, Taiwan
[2] Natl Kaohsiung First Univ Sci & Technol, Grad Inst Elect Engn, Kaohsiung 811, Taiwan
来源
IEEE ACCESS | 2017年 / 5卷
关键词
Earliness and tardiness cost; mixed integer linear programming; real-time scheduling; rolling horizon optimization; setup times; single machine scheduling; DEPENDENT SETUP TIMES; SINGLE-MACHINE; TARDINESS PENALTIES; SEQUENCING PROBLEM; EARLINESS; SEARCH;
D O I
10.1109/ACCESS.2016.2616366
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents position-based optimization methods to schedule the production of automatic cells of a wheel manufacturing factory. Real-time schedule is challenging when a cell is interrupted by various order changes. Given a sequence of orders to be scheduled, it is sorted based on an earliest due day policy, a mixed integer linear programming model is formulated, and then rolling-horizon optimization methods are used to timely find the near-optimal schedule by minimizing earliness and tardiness penalties with setup times of a manufacturing cell. In addition, an original schedule can be partial rescheduled with the preset order sequence by using the linear programming model. Experimental results show that the proposed method enables a wheel manufacturing cell to reschedule its three to five daily orders within the cycle time of a rim when there exist order changes, e.g., rush orders and customized orders. Hence, these proposed methods are promising to promptly derive the near-optimal schedule for satisfying the objective of mass customization for industry 4.0.
引用
收藏
页码:3369 / 3375
页数:7
相关论文
共 50 条
  • [31] Energy-Aware Rolling-Horizon Scheduling for Real-Time Tasks in Virtualized Cloud Data Centers
    Zhu, Xiaomin
    Chen, Huangke
    Yang, Laurence T.
    Yin, Shu
    2013 IEEE 15TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2013 IEEE INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (HPCC_EUC), 2013, : 1119 - 1126
  • [32] Near optimal and energy-efficient scheduling for hard real-time embedded systems
    Mohsen, A
    Hofmann, R
    EMBEDDED AND UBIQUITOUS COMPUTING - EUC 2005, 2005, 3824 : 234 - 244
  • [33] ON REAL-TIME SCHEDULING POLICIES FOR FLEXIBLE MANUFACTURING SYSTEMS
    CHASE, C
    RAMADGE, PJ
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (04) : 491 - 496
  • [34] REAL-TIME DISTRIBUTED SCHEDULING OF HETERARCHICAL MANUFACTURING SYSTEMS
    DUFFIE, NA
    PRABHU, VV
    JOURNAL OF MANUFACTURING SYSTEMS, 1994, 13 (02) : 94 - 107
  • [35] ONLINE SIMULATION FOR REAL-TIME SCHEDULING OF MANUFACTURING SYSTEMS
    ROGERS, P
    FLANAGAN, MT
    INDUSTRIAL ENGINEERING, 1991, 23 (12): : 37 - 40
  • [36] REAL-TIME FEEDBACK SCHEDULING OF FLEXIBLE MANUFACTURING SYSTEMS
    CHEN, YH
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 1992, 6 (01) : 51 - 63
  • [37] NEAR-OPTIMAL REAL-TIME SPACECRAFT GUIDANCE AND CONTROL USING HARMONIC POTENTIAL FUNCTIONS AND A MODIFIED RRT
    Zappulla, Richard, II
    Virgili-Llop, Josep
    Romano, Marcello
    SPACEFLIGHT MECHANICS 2017, PTS I - IV, 2017, 160 : 3813 - 3831
  • [38] Conceptual design of a generic, real-time, near-optimal control system for water-distribution networks
    Jamieson, Derek G.
    Shamir, Uri
    Martinez, Fernando
    Franchini, Marco
    JOURNAL OF HYDROINFORMATICS, 2007, 9 (01) : 3 - 14
  • [39] Real-time relief distribution in the aftermath of disasters - A rolling horizon approach
    Lu, Chung-Cheng
    Ying, Kuo-Ching
    Chen, Hui-Ju
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2016, 93 : 1 - 20
  • [40] Operations management in automated semiconductor manufacturing with integrated targeting, near real-time scheduling, and dispatching
    Govind, Nirmal
    Bullock, Eric W.
    He, Linling
    Lyer, Bala
    Krishna, Murali
    Lockwood, Charles S.
    IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 2008, 21 (03) : 363 - 370