Determination of vehicle requirements in automated guided vehicle systems: a statistical approach

被引:36
作者
Arifin, R
Egbelu, PJ
机构
[1] Ernst & Young LLP, Kansas City, MO 64105 USA
[2] Iowa State Univ Sci & Technol, Dept Ind & Mfg Syst Engn, Ames, IA 50011 USA
关键词
AGVS; layout; material handling; regression; simulation;
D O I
10.1080/095372800232225
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Interest in automated material handling systems has been increasing in manufacturing and assembly facilities. Automated guided vehicle system (AGVS) is one such material handling system. One of the decisions in implementing an AGVS is to determine the number of vehicles required for a facility at the early planning stage. This paper undertakes the development of an analytical model using a regression technique to estimate the number of vehicles required by a facility, The model attempts to use characteristics of a facility for which an automated guided vehicle system is under consideration to determine the number of vehicles required. Although several facility characteristics were investigated, only a few were finally included in the model based on the statistical significance of their contributions to predicting vehicle requirements. The predictive abilities of several models hypothesized were compared with results obtained through simulation on some test facilities. Based on the results of the comparisons, a final model was adopted. The vehicle requirements predicted by the model differed from the results obtained from the simulation model only slightly. The results show that regression analysis provides an alternative and promising approach for estimating vehicle requirements for an AGVS, especially during the initial phase of a system design.
引用
收藏
页码:258 / 270
页数:13
相关论文
共 29 条
[1]  
ARIFIN R, 1998, THESIS IOWA STATE U
[2]   AGV systems with multi-load carriers: Basic issues and potential benefits [J].
Bilge, U ;
Tanchoco, JMA .
JOURNAL OF MANUFACTURING SYSTEMS, 1997, 16 (03) :159-174
[3]   TANDEM CONFIGURATIONS FOR AUTOMATED GUIDED VEHICLE SYSTEMS AND THE ANALYSIS OF SINGLE VEHICLE LOOPS [J].
BOZER, YA ;
SRINIVASAN, MM .
IIE TRANSACTIONS, 1991, 23 (01) :72-82
[4]  
Egbelu P. J., 1987, Material Flow, V4, P17
[5]   ECONOMIC DESIGN OF UNIT LOAD-BASED FMSS EMPLOYING AGVS FOR TRANSPORT [J].
EGBELU, PJ .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1993, 31 (12) :2753-2775
[6]   CHARACTERIZATION OF AUTOMATIC GUIDED VEHICLE DISPATCHING RULES [J].
EGBELU, PJ ;
TANCHOCO, JMA .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1984, 22 (03) :359-374
[7]  
EGBELU PJ, 1982, THESIS STATE U BLACK
[8]  
Egbelu PJ, 1983, P 2 INT C AUT GUID V, P21
[9]  
Francis R.L., 1992, FACILITY LAYOUT LOCA
[10]  
GUNST RF, 1980, REGRESSION ANAL ITS, P278