Multidimensional Risk Analysis

Accidents involve critical consequences that require an appropriate and efficient form of risk management. A multidimensional risk analysis allows a broader view. MCDM/A approaches enable more consistent decision-making, taking into account the DM’s rationality (compensatory or non-compensatory), DM’s behavior regarding risk (prone, neutral or averse) and the uncertainties inherent in the risk context. This chapter presents numerical applications illustrating the use of multicriteria models in two different contexts: a natural gas pipeline and an underground electricity distribution system. Two different MCDM/A approaches are considered: MAUT (Multiattribute Utility Theory) and the ELECTRE TRI outranking method. In the numerical applications, MCDM/A approach steps for building decision models are presented: identifying hazard scenarios, estimating the set of payoffs, eliciting the MAU function (Multi-attribute Utility function), computing the probability function of consequences and estimating multidimensional risk. Loss functions are introduced in the models to calculate the probability distribution functions over the multiple criteria such as impact on humans, and environmental and financial losses. Therefore, Decision Theory concepts are applied to estimate risk in industrial plants and modes of transportation. Finally, other decision problems related to multidimensional risk analysis, using MCDM/A, are considered in different contexts, such as: power electricity systems, natural hazards, risk analysis on counter-terrorism, nuclear power plant.

[1]  George E Apostolakis,et al.  A Screening Methodology for the Identification and Ranking of Infrastructure Vulnerabilities Due to Terrorism , 2005, Risk analysis : an official publication of the Society for Risk Analysis.

[2]  Chi-Kong Wong,et al.  Adaptive Under-Frequency Load Shedding , 2008 .

[3]  W.Z. Black,et al.  Thermodynamic and mechanical analysis of short circuit events in an underground vault , 2005, IEEE Transactions on Power Delivery.

[4]  Peter Aspinall,et al.  Evaluating a multi-criteria model for hazard assessment in urban design. The Porto Marghera case study , 2003 .

[5]  Adiel Teixeira de Almeida,et al.  A review of the use of multicriteria and multi-objective models in maintenance and reliability , 2015 .

[6]  Simon French,et al.  Multi-criteria decision support and evaluation of strategies for nuclear remediation management , 2009 .

[7]  S. Stefanidis,et al.  Assessment of flood hazard based on natural and anthropogenic factors using analytic hierarchy process (AHP) , 2013, Natural Hazards.

[8]  A. Berizzi,et al.  The Italian 2003 blackout , 2004, IEEE Power Engineering Society General Meeting, 2004..

[9]  Azah Mohamed,et al.  Vulnerability control of large scale interconnected power system using neuro-fuzzy load shedding approach , 2010, Expert Syst. Appl..

[10]  T. Bedford,et al.  Probabilistic Risk Analysis: Foundations and Methods , 2001 .

[11]  Ali Seyed Jozi,et al.  Health-safety and environmental risk assessment of power plants using multi criteria decision making method , 2011 .

[12]  Ebru Akcapinar Sezer,et al.  A modified analytical hierarchy process (M-AHP) approach for decision support systems in natural hazard assessments , 2013, Comput. Geosci..

[13]  Vicki M. Bier,et al.  Trade-offs between target hardening and overarching protection , 2011, Eur. J. Oper. Res..

[14]  Young-Do Jo,et al.  Individual risk analysis of high-pressure natural gas pipelines , 2008 .

[15]  Xiaojun Shan,et al.  Subsidizing to disrupt a terrorism supply chain—a four-player game , 2014, J. Oper. Res. Soc..

[16]  Adam S. Markowski,et al.  Aspects of risk analysis associated with major failures of fuel pipelines , 2006 .

[17]  Patrick Meyer,et al.  Operational tools to build a multicriteria territorial risk scale with multiple stakeholders , 2013, Reliab. Eng. Syst. Saf..

[18]  Gilberto Montibeller,et al.  Modeling State-Dependent Priorities of Malicious Agents , 2012, Decis. Anal..

[19]  Josep Arnaldos,et al.  Design of a computer tool for the evaluation of the consequences of accidental natural gas releases in distribution pipes , 1998 .

[20]  Seyed Ali Jozi,et al.  Health- Safety and Environmental Risk Assessment of Refineries Using of Multi Criteria Decision Making Method , 2012 .

[21]  Adiel Teixeira de Almeida,et al.  Multicriteria decision model for outsourcing contracts selection based on utility function and ELECTRE method , 2007, Comput. Oper. Res..

[22]  P. Linares,et al.  Multiple criteria decision making and risk analysis as risk management tools for power systems planning , 2002 .

[23]  Ilker Akgun,et al.  Fuzzy integrated vulnerability assessment model for critical facilities in combating the terrorism , 2010, Expert Syst. Appl..

[24]  Adiel Teixeira de Almeida,et al.  A multicriteria model for risk sorting of natural gas pipelines based on ELECTRE TRI integrating Utility Theory , 2010, Eur. J. Oper. Res..

[25]  Marcelo Hazin Alencar,et al.  Assigning priorities to actions in a pipeline transporting hydrogen based on a multicriteria decision model , 2010 .

[26]  Carlos Guedes Soares,et al.  Risk assessment in maritime transportation , 2001, Reliab. Eng. Syst. Saf..

[27]  Fred Henselwood,et al.  A matrix-based risk assessment approach for addressing linear hazards such as pipelines , 2006 .

[28]  E Ferguson,et al.  From comparative risk assessment to multi-criteria decision analysis and adaptive management: recent developments and applications. , 2006, Environment international.

[29]  H. Kastenholz,et al.  Laypeople's and Experts' Perception of Nanotechnology Hazards , 2007, Risk analysis : an official publication of the Society for Risk Analysis.

[30]  Philippe Vincke,et al.  Multicriteria Decision-Aid , 1992 .

[31]  Mark G. Stewart,et al.  Risk assessment for civil engineering facilities: critical overview and discussion , 2003, Reliab. Eng. Syst. Saf..

[32]  Haimonti Dutta,et al.  A process for predicting manhole events in Manhattan , 2009, Machine Learning.

[33]  T. V. Garcez,et al.  Multidimensional Risk Assessment of Manhole Events as a Decision Tool for Ranking the Vaults of an Underground Electricity Distribution System , 2014, IEEE Transactions on Power Delivery.

[34]  Jun Liu,et al.  An integrated AHP-DEA methodology for bridge risk assessment , 2008, Comput. Ind. Eng..

[35]  Charles Yoe,et al.  Principles of Risk Analysis , 2011 .

[36]  John A. Sokolowski,et al.  Probabilistic Risk Analysis and Terrorism Risk , 2010, Risk analysis : an official publication of the Society for Risk Analysis.

[37]  Spyros Sklavounos,et al.  Estimation of safety distances in the vicinity of fuel gas pipelines , 2006 .

[38]  Baruch Fischhoff,et al.  Aggregate, Disaggregate, and Hybrid Analyses of Ecological Risk Perceptions , 2005, Risk analysis : an official publication of the Society for Risk Analysis.

[39]  Ediz Atmaca,et al.  Evaluation of power plants in Turkey using Analytic Network Process (ANP) , 2012 .

[40]  E. V. D. Vleuten,et al.  Transnational infrastructure vulnerability: The historical shaping of the 2006 European “Blackout” , 2010 .

[41]  George E. Apostolakis,et al.  Identification of critical locations across multiple infrastructures for terrorist actions , 2007, Reliab. Eng. Syst. Saf..

[42]  Itsuo Hatono,et al.  Modeling and analysis of decision making problem for mitigating natural disaster risks , 2000, Eur. J. Oper. Res..

[43]  Ibrahim M. Khadam,et al.  Multi-criteria decision analysis with probabilistic risk assessment for the management of contaminated ground water , 2003 .

[44]  I. Kamwa,et al.  Causes of the 2003 major grid blackouts in North America and Europe, and recommended means to improve system dynamic performance , 2005, IEEE Transactions on Power Systems.

[45]  Bryan T. Adey,et al.  Risk-based approach to the determination of optimal interventions for bridges affected by multiple hazards , 2003 .

[46]  Sanghyun Hong,et al.  Evaluating options for the future energy mix of Japan after the Fukushima nuclear crisis , 2013 .

[47]  Terje Aven,et al.  The Role of Quantitative Risk Assessments for Characterizing Risk and Uncertainty and Delineating Appropriate Risk Management Options, with Special Emphasis on Terrorism Risk , 2009, Risk analysis : an official publication of the Society for Risk Analysis.

[48]  S French,et al.  Multicriteria Methodology for Decision Aiding , 1996 .

[49]  D Halden,et al.  AN OVERALL RISK-BASED ASSESSMENT PROCEDURE FOR SUB-STANDARD BRIDGES , 1997 .

[50]  Gregory S Parnell,et al.  Intelligent Adversary Risk Analysis: A Bioterrorism Risk Management Model , 2009, Risk analysis : an official publication of the Society for Risk Analysis.

[51]  James H Lambert,et al.  A Risk‐Based Approach to Setting Priorities in Protecting Bridges Against Terrorist Attacks , 2004, Risk analysis : an official publication of the Society for Risk Analysis.

[52]  Adiel Teixeira de Almeida,et al.  Multi-attribute risk assessment for risk ranking of natural gas pipelines , 2009, Reliab. Eng. Syst. Saf..

[53]  Mark Tweeddale,et al.  Managing risk and reliability of process plants , 2003 .

[54]  Axinia Radeva,et al.  Report Cards for Manholes: Eliciting Expert Feedback for a Learning Task , 2009, 2009 International Conference on Machine Learning and Applications.

[55]  George E. Apostolakis,et al.  Bulk power risk analysis: Ranking infrastructure elements according to their risk significance , 2008 .

[56]  J. Eric Bickel,et al.  A Generalized Sampling Approach for Multilinear Utility Functions Given Partial Preference Information , 2014, Decis. Anal..

[57]  Thalles Vitelli Garcez,et al.  Multidimensional risk assessment of underground electricity distribution systems based on MAUT , 2013 .

[58]  Jin Wang,et al.  Maritime Risk Assessment and its Current Status , 2006, Qual. Reliab. Eng. Int..

[59]  Sotirios Koukoulas,et al.  Evaluating Post-Fire Forest Resilience Using GIS and Multi-Criteria Analysis: An Example from Cape Sounion National Park, Greece , 2011, Environmental management.

[60]  Ismail Erol,et al.  Fuzzy MCDM framework for locating a nuclear power plant in Turkey , 2014 .

[61]  Gábor Regos,et al.  Comparison of power plants’ risks with multi criteria decision models , 2013, Central Eur. J. Oper. Res..

[62]  François Beaudouin,et al.  A revision of industrial risk management: Decisions and experimental tools in risk business , 2009, Risk Decis. Anal..

[63]  Adiel Teixeira de Almeida,et al.  Multicriteria Modelling of Repair Contract Based on Utility and ELECTRE I Method with Dependability and Service Quality Criteria , 2005, Ann. Oper. Res..

[64]  Bernard Roy,et al.  Use of multi-criteria decision-aids for risk zoning and management of large area subjected to mining-induced hazards , 2004 .

[65]  C. J. Westen,et al.  Generation of a landslide risk index map for Cuba using spatial multi-criteria evaluation , 2007 .

[66]  James H Lambert,et al.  Population behavioral scenarios influencing radiological disaster preparedness and planning. , 2012, Accident; analysis and prevention.

[67]  Axinia Radeva,et al.  21st-Century Data Miners Meet 19th-Century Electrical Cables , 2011, Computer.

[68]  P.H.C. Lins,et al.  Multidimensional risk analysis of hydrogen pipelines , 2012 .

[69]  Michael Hiete,et al.  A Distributed Scenario-Based Decision Support System for Robust Decision-Making in Complex Situations , 2011, Int. J. Inf. Syst. Crisis Response Manag..

[70]  M Alencar,et al.  A decision support system to evaluate gas pipeline risk in multiple dimensions , 2009 .

[71]  Krishna Prasad Vadrevu,et al.  Fire risk evaluation using multicriteria analysis—a case study , 2010, Environmental monitoring and assessment.

[72]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[73]  Y.-D. Jo,et al.  Analysis of hazard areas associated with high-pressure natural-gas pipelines , 2002 .

[74]  Young-Do Jo,et al.  A method of quantitative risk assessment for transmission pipeline carrying natural gas. , 2005, Journal of hazardous materials.

[75]  E Topuz,et al.  Integration of environmental and human health risk assessment for industries using hazardous materials: a quantitative multi criteria approach for environmental decision makers. , 2011, Environment international.

[76]  Vincent Mousseau,et al.  Inferring an ELECTRE TRI Model from Assignment Examples , 1998, J. Glob. Optim..

[77]  Igor Linkov,et al.  Multi-criteria decision analysis and environmental risk assessment for nanomaterials , 2007 .

[78]  Karen Lowrie,et al.  Ten Most Important Accomplishments in Risk Analysis, 1980–2010 , 2012, Risk analysis : an official publication of the Society for Risk Analysis.

[79]  V. Bier,et al.  Models of Interdependent Security along the Milk Supply Chain , 2008 .

[80]  W. Kip Viscusi,et al.  Valuing risks of death from terrorism and natural disasters , 2009 .

[81]  H Raiffa,et al.  Decision Analysis: Introductory Lectures on Choices under Uncertainty. , 1969 .

[82]  James H. Lambert,et al.  Integration of Decision Analysis and Scenario Planning for Coastal Engineering and Climate Change , 2011, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[83]  J. Berger Statistical Decision Theory and Bayesian Analysis , 1988 .

[84]  Young-Do Jo,et al.  The hazards and risks of hydrogen , 2007 .

[85]  Jason R. W. Merrick,et al.  Modeling Adversaries in Counterterrorism Decisions Using Prospect Theory , 2016, Risk analysis : an official publication of the Society for Risk Analysis.

[86]  F. Beaudouin Implementing a Multiple Criteria Model to Debate About Nuclear Power Plants Safety Choices , 2015 .

[87]  Dag Eirik Nordgård,et al.  Integrating risk analysis and multi-criteria decision support under uncertainty in electricity distribution system asset management , 2011, Reliab. Eng. Syst. Saf..

[88]  Benjamin F. Hobbs,et al.  Energy Decisions and the Environment: A Guide to the Use of Multicriteria Methods , 2000 .

[89]  Hans-Holger Rogner,et al.  World outlook for nuclear power , 2013 .

[90]  L. A. Cox Evaluating and improving risk formulas for allocating limited budgets to expensive risk-reduction opportunities. , 2012, Risk analysis : an official publication of the Society for Risk Analysis.

[91]  Matthias Ehrgott,et al.  Multiple criteria decision analysis: state of the art surveys , 2005 .

[92]  L. A. Cox,et al.  Risk analysis of complex and uncertain systems , 2009 .

[93]  Jason K. Levy,et al.  Multiple criteria decision making and decision support systems for flood risk management , 2005 .

[94]  Haimonti Dutta,et al.  Machine Learning for the New York City Power Grid , 2012, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[95]  Nelson Rodrigues,et al.  Toward an integrative approach of the industrial risk management process in France , 2005 .

[96]  S. French,et al.  25 years of MCDA in nuclear emergency management , 2013 .

[97]  Adiel Teixeira de Almeida,et al.  A risk measurement tool for an underground electricity distribution system considering the consequences and uncertainties of manhole events , 2014, Reliab. Eng. Syst. Saf..

[98]  M. Morgan,et al.  Categorizing Risks for Risk Ranking , 2000, Risk analysis : an official publication of the Society for Risk Analysis.