Abstract
Uncertainty affects a wide range of decisions managers, engineers, and other decision makers have to make. Uncertainty in price, labor and other production costs, as well as in the availability of needed raw material supplies, complicates the task of a production manager in planning the mix of products to be produced. Uncertainty in future cash flows makes investment decisions in long term projects difficult. Resource allocation decisions in product development projects are affected by the uncertain nature of some of the development tasks (use of new or untested materials, development of new production processes), the response and the growth of the market for the new product, potential future changes in consumer tastes, competitors reactions (through pricing and/or introduction of new products), the emergence of new processing technologies that make the product concept obsolete, and even uncertain macroeconomic conditions (for example, inflationary conditions can affect the purchasing behavior of customers). Facility location decisions are affected by demand uncertainty in the considered location region.
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References
Baker, K.R. (1974), Introduction to Sequencing and Scheduling, Wiley, New York.
Conway, R.W., W.L. Maxwell and L. Miller (1967), Theory of Scheduling, Addison-Wesley, Reading, MA.
Daniels, R.L. and P. Kouvelis (1995), “Robust Scheduling to Hedge Against Processing Time Uncertainty in Single-Stage Production,” Management Science, 41, 2, 363–376.
Fishburn, P.C. (1970), Utility Theory for Decision Making, Wiley, New York.
Francis, R.L., L.F. McGinnis and J.A. White (1992), Facility Layout and Location: An Analytical Approach, Prentice Hall, Englewood Cliffs, New Jersey.
Grayson, L.E. (1987), Who and How in Planning for Large Companies, London, Mac Millan.
Gupta, S.K. and J. Rosenhead (1972), “Robustness in Sequential Investment Decisions,” Management Science, 15, 2, 18–29.
Gutierrez, G.J. and P. Kouvelis (1995), “A Robustness Approach to International Sourcing,” Annals of Operations Research, 59, 165–193.
Kouvelis, P., A.A. Karawarwala and G.J. Gutiérrez (1992), “Algorithms for Robust Single and Multiple Period Layout Planning for Manufacturing Systems,” European Journal of Operational Research, 63, 287–303.
Kouvelis, P. and G. Yu (1995), “Robust Discrete Optimization and Its Applications,” Working Paper, Department of MSIS, Graduate School of Business, The University of Texas at Austin.
Luce, R.D. and H. Raiffa (1954), Games and Decisions: Introduction and Critical Survey, Wiley, New York.
Mirchandani, P.B. and R.L. Francis (1990), Discrete Location Theory, Wiley, New York.
Mulvey, J.M., R.J. Vanderbei and S. A. Zenios (1994), “Robust Optimization of Large Scale Systems,” Report SOR-91–13, Statistics and Operations Research, Princeton University, Princeton, NJ.
Rosenblatt, M.J. and H.L. Lee (1987), “A Robustness Approach to Facilities Design,” International Journal of Production Research, 25, 479–486.
Rosenhead, M.J. (1989), Rational Analysis for a Problematic World, Wiley, New York.
Rosenhead, M.J., M. Elton and S.K. Gupta (1972), “Robustness and Opti-mality as Criteria for Strategic Decisions,” Operational Research Quarterly, 23, 4, 413–430.
Sengupta, J.K. (1991), “Robust Decisions in Economic Models,” Computers and Operations Research, 18, 2, 221–232.
Verter, V. and M.C. Dincer (1992), “An Integrated Evaluation of Facility Location, Capacity Acquisition and Technology Selection for Designing Global Manufacturing Strategies,” European Journal of Operational Re-search, 60, 1–18.
Wack, P. (1985), “Scenarios: Uncharted Waters Ahead,” Harvard Business Review, September-October, 73–89.
Yu, G. and P. Kouvelis (1993), “Complexity Results for a Class of Min-Max Problems with Robust Optimization Applications,” in Complexity in Numerical Optimization, P.M. Pardalos (Ed.), World Scientific Publishing Co., 501–511.
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© 1997 Springer Science+Business Media Dordrecht
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Kouvelis, P., Yu, G. (1997). Approaches for Handling Uncertainty in Decision Making. In: Robust Discrete Optimization and Its Applications. Nonconvex Optimization and Its Applications, vol 14. Springer, Boston, MA. https://doi.org/10.1007/978-1-4757-2620-6_1
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DOI: https://doi.org/10.1007/978-1-4757-2620-6_1
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