偶然不确定性、随机不确定性和认知不确定性对项目成本应急储备的影响

Impact of aleatoric, stochastic and epistemic uncertainties on project cost contingency reserves

International Journal of Production Economics · 2022
被引 30
ABS 3

中文导读

提出一种基于蒙特卡洛模拟的方法,同时考虑偶然、随机和认知三种不确定性对项目成本的影响,用于更可靠地估算建筑项目的应急储备,并通过西班牙实际案例验证其有效性。

Abstract

In construction projects, contingency reserves have traditionally been estimated based on a percentage of the total project cost, which is arbitrary and, thus, unreliable in practical cases. Monte Carlo simulation provides a more reliable estimation. However, works on this topic have focused exclusively on the effects of aleatoric uncertainty, but ignored the impacts of other uncertainty types. In this paper, we present a method to quantitatively determine project cost contingency reserves based on Monte Carlo Simulation that considers the impact of not only aleatoric uncertainty, but also of the effects of other uncertainty kinds (stochastic, epistemic) on the total project cost. The proposed method has been validated with a real-case construction project in Spain. The obtained results demonstrate that the approach will be helpful for construction Project Managers because the obtained cost contingency reserves are consistent with the actual uncertainty type that affects the risks identified in their projects.

项目管理工程造价不确定性分析蒙特卡洛模拟