Dynamic risk management in petroleum project investment based on a variable precision rough set model
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Pages (from-to) | 891-901 |
Journal / Publication | Technological Forecasting and Social Change |
Volume | 77 |
Issue number | 6 |
Publication status | Published - Jul 2010 |
Link(s)
Abstract
In this paper, an adaptive algorithm is designed for dynamic risk management in petroleum project investment based on a variable precision rough set (VPRS) model. In risk management, at each stage of decision-making, experts are invited to identify risk indices and support the decision-maker in evaluating the risk exposure (RE) of individual projects. The VPRS model is used to mine risk rules and determine the significance of risk indices from RE decision tables. Considering that there are multiple risks involved in any petroleum project investment, we use multi-objective programming to obtain the optimal selection of projects with minimum RE, where the significance of risk indices is assigned to each of the corresponding multi-objective functions as a weight. Moreover, we develop a risk ranking model to measure the degree of risk for individual projects in a portfolio. Finally, a numerical example based on a Chinese petroleum company's investments in overseas projects is presented to illustrate the proposed approach, and then conclusions are drawn. © 2010 Elsevier Inc.
Research Area(s)
- Dynamic risk management, Multi-objective programming, Petroleum, Variable precision rough set
Citation Format(s)
Dynamic risk management in petroleum project investment based on a variable precision rough set model. / Xie, Gang; Yue, Wuyi; Wang, Shouyang et al.
In: Technological Forecasting and Social Change, Vol. 77, No. 6, 07.2010, p. 891-901.
In: Technological Forecasting and Social Change, Vol. 77, No. 6, 07.2010, p. 891-901.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review