A multi-agent system for minimizing energy costs in cement production

被引:12
作者
Yildirim, Orcun [1 ]
Kardas, Geylani [1 ]
机构
[1] Ege Univ, Int Comp Inst, TR-35100 Izmir, Turkey
关键词
Software agent; Multi-agent system; Mobile agent; Production planning; Cement production; MOBILE AGENTS; SUPPLY CHAIN; INTELLIGENT; MANAGEMENT;
D O I
10.1016/j.compind.2014.05.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A cement production planning system is expected to minimize energy costs. Further, such a system needs to be as autonomous as possible to decrease time loss during the communication between related departments of the plant. Hence, in this paper, we present a multi-agent system (MAS) in which software agents work collaboratively in order to assist production, planning and sales departments of a cement plant for the generation of cost-effective cement production plans. Implemented system was deployed and actively used inside one of the plants of a leading cement company in Turkey. Evaluation result shows that the utilization of the proposed system caused a significant energy cost saving. Moreover, workers in the planning department of the cement plant saved approximately 75% of their working hour by using the system. Total worldoad of the employees (including all departments) decreased to its half. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:1076 / 1084
页数:9
相关论文
共 36 条
  • [1] Type-2 fuzzy neural networks with fuzzy clustering and differential evolution optimization
    Aliev, Rafik A.
    Pedrycz, Witold
    Guirimov, Babek G.
    Aliev, Rashad R.
    Ilhan, Umit
    Babagil, Mustafa
    Mammadli, Sadik
    [J]. INFORMATION SCIENCES, 2011, 181 (09) : 1591 - 1608
  • [2] [Anonymous], 2012, JADE ANDROID ADD
  • [3] Bellifemine F, 2001, SOFTWARE PRACT EXPER, V31, P103, DOI 10.1002/1097-024X(200102)31:2<103::AID-SPE358>3.0.CO
  • [4] 2-O
  • [5] Bellifemine F., 2007, DEV MULTIAGENT SYSTE, P300
  • [6] Holonic and multi-agent systems in industry
    Brennan, RW
    [J]. KNOWLEDGE ENGINEERING REVIEW, 2001, 16 (04) : 375 - 381
  • [7] Outsourcer selection and order tracking in a supply chain by mobile agents
    Cheng, Chi-Bin
    Wang, Che
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2008, 55 (02) : 406 - 422
  • [8] Chunlin L., 2002, ADV ENG SOFTW, V33, P215
  • [9] Derks J.J.M., 1996, BELGIAN J OPERATIONS, V36, P173
  • [10] *FIPA, 2002, FDN INT PHYS AG FIPA