DocumentCode
1305744
Title
An integrated approach for modeling uncertainty in aggregate production planning
Author
Thompson, S. Daniel ; Davis, Wayne J.
Author_Institution
Dept. of Gen. Eng., Illinois Univ., Urbana, IL, USA
Volume
20
Issue
5
fYear
1990
Firstpage
1000
Lastpage
1012
Abstract
An integrated solution approach for studying uncertainty in the aggregate production planning problem is proposed. Procedures for evaluating and utilizing the results provided by the integrated solution approach are also presented. This modeling methodology is demonstrated on a multiple-product fixed-workforce example. The example considers three product types, three processes, and 13 planning periods. Uncertainties in selling price, cost, demand, capacity, consumption of capacity, and retention of backorders are modeled, and different capacity levels and demand trends are examined. The solutions provided by a few simplified planning strategies are evaluated and compared for two of the capacity levels. These evaluations and comparisons indicate that a simple control law could provide very robust solutions for this example
Keywords
Monte Carlo methods; mathematical programming; production control; Monte Carlo methods; aggregate production planning; capacity; consumption; cost; demand; integrated approach; mathematical programming; multiple-product fixed-workforce; retention of backorders; selling price; uncertainty; Aggregates; Linear programming; Mathematical model; Mathematical programming; Optimization methods; Production planning; Resource management; Stochastic processes; Strategic planning; Uncertainty;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9472
Type
jour
DOI
10.1109/21.59965
Filename
59965
Link To Document