一种混合风险驱动的供应商组合选择方法

A hybrid risks-informed approach for the selection of supplier portfolio

International Journal of Production Research · 2015
被引 37
ABS 3

中文导读

提出一种量化方法,同时建模供应链运营风险和中断风险,使用VaR和CVaR评估不同风险,帮助决策者在成本与风险间权衡,优化订单分配与风险缓解。

Abstract

In conventional supplier selection approaches, cost consideration is usually emphasised and it renders a vulnerable supply chain with various risks. This article aims to develop a quantitative approach for modelling both supply chain operational risks and disruption risks to support decision-making with regard to order allocation and risk mitigation. We introduce two types of risk evaluation models: value-at-risk (VaR) and conditional value-at-risk (CVaR). Specifically, VaR is used to measure operational risks caused by improper selection and operations of a supplier portfolio to the stochastic demand, which may frequently occur but result in relatively small losses to supply chains; CVaR is used to evaluate disruption risks that are less frequent and tend to cause significant damage. After incorporating risk factors into a probability-based multi-criteria optimisation model, different methods and parameters are compared and tested to determine the factors that may influence the supplier selection process. Computational examples by simulation are presented to illustrate the approach and how decision-makers make trade-offs between costs and hybrid risks.

供应链管理风险管理供应商选择运筹学金融风险管理