A Conditional Value-at-Risk Approach to Risk Management in System-of-Systems Architectures

被引:0
|
作者
Shah, Parth [1 ]
Davendralingam, Navindran [1 ]
DeLaurentis, Daniel A. [1 ]
机构
[1] Purdue Univ, Dept Aeronaut & Astronaut, Ctr Integrated Syst Aerosp, W Lafayette, IN 47907 USA
关键词
system-of-systems; conditional value-at-risk; portfolio optimization; risk management;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The development of a system-of-systems (SoS) is challenging due to the complex dynamics attributed to the interdependencies between systems and the inherent technical and programmatic uncertainties. The sheer number of decision variables that need to be considered in SoS development prompts the need for effective analytical support frameworks. Current frameworks and guidelines in addressing SoS challenges lack analytical means of objective SoS level decision-making. Research in this paper adopts computational decision methods rooted in financial risk management that allow SoS practitioners the means to identify optimal 'portfolios' of systems based on dimensions of capability, cost and operational risk. Many risk management processes are in place for individual systems, but these tools and techniques are not always compatible for SoS. Our research leverages a Conditional Value-at-Risk (CVaR) perspective to managing risks that can incorporate simulation/observed data in the decision-making process. We demonstrate the method using a simple SoSE problem.
引用
收藏
页码:457 / 462
页数:6
相关论文
共 50 条
  • [1] A SEQUENTIAL ELIMINATION APPROACH TO VALUE-AT-RISK AND CONDITIONAL VALUE-AT-RISK SELECTION
    Hepworth, Adam J.
    Atkinson, Michael P.
    Szechtman, Roberto
    [J]. 2017 WINTER SIMULATION CONFERENCE (WSC), 2017, : 2324 - 2335
  • [2] Conditional Value-at-Risk: Optimization approach
    Uryasev, S
    Rockafellar, RT
    [J]. STOCHASTIC OPTIMIZATION: ALGORITHMS AND APPLICATIONS, 2001, 54 : 411 - 435
  • [3] Optimizing the conditional value-at-risk in revenue management
    Goensch, Jochen
    Hassler, Michael
    [J]. REVIEW OF MANAGERIAL SCIENCE, 2014, 8 (04) : 495 - 521
  • [4] A nonparametric copula approach to conditional Value-at-Risk
    Geenens, Gery
    Dunn, Richard
    [J]. ECONOMETRICS AND STATISTICS, 2022, 21 : 19 - 37
  • [5] Optimizing the conditional value-at-risk in revenue management
    Jochen Gönsch
    Michael Hassler
    [J]. Review of Managerial Science, 2014, 8 : 495 - 521
  • [6] Distributionally robust reinsurance with Value-at-Risk and Conditional Value-at-Risk
    Liu, Haiyan
    Mao, Tiantian
    [J]. INSURANCE MATHEMATICS & ECONOMICS, 2022, 107 : 393 - 417
  • [7] Conditional Value-at-Risk and Average Value-at-Risk: Estimation and Asymptotics
    Chun, So Yeon
    Shapiro, Alexander
    Uryasev, Stan
    [J]. OPERATIONS RESEARCH, 2012, 60 (04) : 739 - 756
  • [8] A "system-of-systems" risk approach
    Andrew, M
    Hampshire, E
    Webb, J
    [J]. QUALITY OF WORK AND PRODUCTS IN ENTERPRISES OF THE FUTURE, 2003, : 204 - 207
  • [9] Monte Carlo Methods for Value-at-Risk and Conditional Value-at-Risk: A Review
    Hong, L. Jeff
    Hu, Zhaolin
    Liu, Guangwu
    [J]. ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION, 2014, 24 (04):
  • [10] Analytical method for computing stressed value-at-risk with conditional value-at-risk
    Hong, KiHoon
    [J]. JOURNAL OF RISK, 2017, 19 (03): : 85 - 106