A review of definitions and measures of system resilience

Modeling and evaluating the resilience of systems, potentially complex and large-scale in nature, has recently raised significant interest among both practitioners and researchers. This recent interest has resulted in several definitions of the concept of resilience and several approaches to measuring this concept, across several application domains. As such, this paper presents a review of recent research articles related to defining and quantifying resilience in various disciplines, with a focus on engineering systems. We provide a classification scheme to the approaches in the literature, focusing on qualitative and quantitative approaches and their subcategories. Addressed in this review are: an extensive coverage of the literature, an exploration of current gaps and challenges, and several directions for future research.

[1]  Danijela Tadic,et al.  Evaluation and Ranking of Organizational Resilience Factors by Using a Two-Step Fuzzy AHP and Fuzzy TOPSIS , 2014 .

[2]  Frances M. T. Brazier,et al.  An entropy-based metric to quantify the robustness of power grids against cascading failures , 2013 .

[3]  Victor Savicki,et al.  Information system organizational resilience , 2003 .

[4]  G. Bonanno,et al.  Resilience to loss in bereaved spouses, bereaved parents, and bereaved gay men. , 2005, Journal of personality and social psychology.

[5]  Yonghong Li,et al.  Analyzing Deformation of Supply Chain Resilient System Based on Cell Resilience Model , 2010, LSMS/ICSEE.

[6]  Raghav Pant,et al.  Static and dynamic metrics of economic resilience for interdependent infrastructure and industry sectors , 2014, Reliab. Eng. Syst. Saf..

[7]  Andrew Zolli,et al.  Resilience: Why Things Bounce Back , 2012 .

[8]  S. Jain,et al.  Reliability, resilience and vulnerability of a multipurpose storage reservoir / Confiance, résilience et vulnérabilité d'un barrage multi-objectifs , 2008 .

[9]  Haipeng Peng,et al.  Robustness of Interrelated Traffic Networks to Cascading Failures , 2014, Scientific Reports.

[10]  Ali Azadeh,et al.  Assessment of resilience engineering factors in high-risk environments by fuzzy cognitive maps: A petrochemical plant , 2014 .

[11]  Hanif D. Sherali,et al.  Network interdiction to minimize the maximum probability of evasion with synergy between applied resources , 2012, Ann. Oper. Res..

[12]  Chris Hendrickson,et al.  Estimating economic and resilience consequences of potential navigation infrastructure failures: A case study of the Monongahela River , 2014 .

[13]  Eric D. Vugrin,et al.  A resilience assessment framework for infrastructure and economic systems: Quantitative and qualitative resilience analysis of petrochemical supply chains to a hurricane , 2011 .

[14]  Samir Dani,et al.  Resilience: the concept, a literature review and future directions , 2011 .

[15]  James P. Peerenboom,et al.  Identifying, understanding, and analyzing critical infrastructure interdependencies , 2001 .

[16]  Michael Ungar,et al.  Qualitative Contributions to Resilience Research , 2003 .

[17]  R. Chris Camphouse,et al.  Infrastructure resilience assessment through control design , 2011, Int. J. Crit. Infrastructures.

[18]  Emily S. Patterson,et al.  Collaborative cross-checking to enhance resilience , 2005, Cognition, Technology & Work.

[19]  Richard Holden,et al.  A network flow model for interdependent infrastructures at the local scale , 2013 .

[20]  Paolo Franchin,et al.  Probabilistic Assessment of Civil Infrastructure Resilience to Earthquakes , 2015, Comput. Aided Civ. Infrastructure Eng..

[21]  Michel Bruneau,et al.  A Framework to Quantitatively Assess and Enhance the Seismic Resilience of Communities , 2003 .

[22]  David Woods,et al.  Resilience Engineering: Concepts and Precepts , 2006 .

[23]  Syed Ainuddin,et al.  Community resilience framework for an earthquake prone area in Baluchistan , 2012 .

[24]  Min Ouyang,et al.  Multi-dimensional hurricane resilience assessment of electric power systems , 2014 .

[25]  Keely L. Croxton,et al.  ENSURING SUPPLY CHAIN RESILIENCE: DEVELOPMENT OF A CONCEPTUAL FRAMEWORK , 2010 .

[26]  D. Newth,et al.  Optimizing complex networks for resilience against cascading failure , 2007 .

[27]  L. Aharonson-Daniel,et al.  The conjoint community resiliency assessment measure as a baseline for profiling and predicting community resilience for emergencies , 2013 .

[28]  A. A. Alblas,et al.  Design resilience in the fuzzy front end (FFE) context: an empirical examination , 2015 .

[29]  Mitchell Moss,et al.  The Stafford Act and Priorities for Reform , 2009 .

[30]  M. Sam Mannan,et al.  Resilience engineering of industrial processes: Principles and contributing factors , 2012 .

[31]  M. John Plodinec,et al.  A Practical Approach to Building Resilience in America’s Communities , 2015 .

[32]  Elise Miller-Hooks,et al.  Travel time resilience of roadway networks under disaster , 2014 .

[33]  Elise Miller-Hooks,et al.  Resilience: An Indicator of Recovery Capability in Intermodal Freight Transport , 2012, Transp. Sci..

[34]  A. Rose,et al.  Modeling Regional Economic Resilience to Disasters: A Computable General Equilibrium Analysis of Water Service Disruptions , 2005 .

[35]  Jianwei Wang,et al.  Robustness of Internet under targeted attack: A cascading failure perspective , 2014, J. Netw. Comput. Appl..

[36]  Jerome H. Kahan,et al.  An Operational Framework for Resilience , 2009 .

[37]  Andrew Cox,et al.  Transportation security and the role of resilience: A foundation for operational metrics , 2011 .

[38]  Pavel Albores,et al.  Government preparedness: Using simulation to prepare for a terrorist attack , 2008, Comput. Oper. Res..

[39]  Virgilio Cruz-Machado,et al.  Supply chain redesign for resilience using simulation , 2012, Comput. Ind. Eng..

[40]  Lindsey R. Barnes,et al.  A place-based model for understanding community resilience to natural disasters , 2008 .

[41]  Stephanie E. Chang,et al.  Measuring Improvements in the Disaster Resilience of Communities , 2004 .

[42]  Kathleen M. Sutcliffe,et al.  Organizational resilience: Towards a theory and research agenda , 2007, 2007 IEEE International Conference on Systems, Man and Cybernetics.

[43]  Abdul Jabbar,et al.  Modelling and analysis of network resilience , 2011, 2011 Third International Conference on Communication Systems and Networks (COMSNETS 2011).

[44]  Byeng D. Youn,et al.  Resilience-Driven System Design of Complex Engineered Systems , 2011 .

[45]  Tarcisio Abreu Saurin,et al.  A Framework For Identifying And Analyzing Sources Of Resilience And Brittleness: A Case Study Of An Air Taxi Carrier , 2012 .

[46]  Kwang Mong Sim Special Issue on Grid Resource Management , 2009, IEEE Syst. J..

[47]  Kash Barker,et al.  Stochastic Measures of Network Resilience: Applications to Waterway Commodity Flows , 2014, Risk analysis : an official publication of the Society for Risk Analysis.

[48]  J. Anderies,et al.  From Metaphor to Measurement: Resilience of What to What? , 2001, Ecosystems.

[49]  Tim Mazzarol,et al.  The Resilience Architecture Framework: Four Organizational archetypes , 2014 .

[50]  Nii O. Attoh-Okine,et al.  Formulation of Resilience Index of Urban Infrastructure Using Belief Functions , 2009, IEEE Systems Journal.

[51]  Frédéric Vanderhaegen,et al.  How to learn from the resilience of Human-Machine Systems? , 2010, Eng. Appl. Artif. Intell..

[52]  Min Ouyang,et al.  A three-stage resilience analysis framework for urban infrastructure systems , 2012 .

[53]  A. Rose Economic resilience to natural and man-made disasters: Multidisciplinary origins and contextual dimensions , 2007 .

[54]  Corbett M Smith,et al.  Regional impact of Hurricane Isabel on emergency departments in coastal southeastern Virginia. , 2005, Academic emergency medicine : official journal of the Society for Academic Emergency Medicine.

[55]  Navid Sahebjamnia,et al.  Integrated business continuity and disaster recovery planning: Towards organizational resilience , 2015, Eur. J. Oper. Res..

[56]  Urs Wiesmann,et al.  An indicator framework for assessing livelihood resilience in the context of social–ecological dynamics , 2014 .

[57]  Joseph T. Lizier,et al.  Comparing dynamics of cascading failures between network-centric and power flow models , 2013 .

[58]  S. Kaplan,et al.  On The Quantitative Definition of Risk , 1981 .

[59]  Augusto Q. Novais,et al.  Resilience assessment of supply chains under different types of disruption , 2014 .

[60]  Andrew W. H. Ip,et al.  Measurement of resilience and its application to enterprise information systems , 2010, Enterp. Inf. Syst..

[61]  Kpotissan Adjetey-Bahun,et al.  A simulation-based approach to quantifying resilience indicators in a mass transportation system , 2014, ISCRAM.

[62]  Patrick Millot,et al.  Assessment of Transportation System Resilience , 2011 .

[63]  Hallie Eakin,et al.  Linking local vulnerability to system sustainability in a resilience framework: two cases from Latin America , 2009 .

[64]  Dori B. Reissman,et al.  Building Resilience to Mass Trauma Events , 2008 .

[65]  I. Linkov,et al.  Integrating Risk and Resilience Approaches to Catastrophe Management in Engineering Systems , 2013, Risk analysis : an official publication of the Society for Risk Analysis.

[66]  Azad M. Madni,et al.  Towards a Conceptual Framework for Resilience Engineering , 2009, IEEE Systems Journal.

[67]  J. Anderies,et al.  Resilience: A Literature Review , 2011 .

[68]  Devanandham Henry,et al.  Generic metrics and quantitative approaches for system resilience as a function of time , 2012, Reliab. Eng. Syst. Saf..

[69]  Marco Percoco,et al.  Infrastructure and Economic Efficiency in Italian Regions , 2004 .

[70]  Arian Leigh Pregenzer Systems resilience : a new analytical framework for nuclear nonproliferation. , 2011 .

[71]  Xxyyzz Regional Disaster Resilience : A Guide for Developing an Action Plan , 2006 .

[72]  Kash Barker,et al.  Empirical data and regression analysis for estimation of infrastructure resilience, with application to electric power outages , 2013 .

[73]  Kash Barker,et al.  Importance measures for inland waterway network resilience , 2014 .

[74]  Vera Stavroulaki,et al.  Towards end-to-end network resilience , 2013, Int. J. Crit. Infrastructure Prot..

[75]  Resilience Alliance,et al.  Assessing resilience in social-ecological systems: workbook for practitioners , 2010 .

[76]  Charles Normand,et al.  A framework for assessing health system resilience in an economic crisis: Ireland as a test case , 2013, BMC Health Services Research.

[77]  Danijela Tadic,et al.  An assessment of organizational resilience potential in SMEs of the process industry, a fuzzy approach , 2013 .

[78]  P. Sakdapolrak,et al.  What is social resilience? Lessons learned and ways forward , 2013 .

[79]  John Manuel,et al.  The Long Road to Recovery: Environmental Health Impacts of Hurricane Sandy , 2013, Environmental health perspectives.

[80]  L. Salvati,et al.  Community resilience and land degradation in forest and shrubland socio-ecological systems: Evidence from Gorgoglione, Basilicata, Italy , 2015 .

[81]  ANDREW J. KERKHOFF,et al.  The Implications of Scaling Approaches for Understanding Resilience and Reorganization in Ecosystems , 2007 .

[82]  G. Bonanno,et al.  What predicts psychological resilience after disaster? The role of demographics, resources, and life stress. , 2007, Journal of consulting and clinical psychology.

[83]  Mingzhou Jin,et al.  Train design and routing optimization for evaluating criticality of freight railroad infrastructures , 2015 .

[84]  Drake E. Warren,et al.  A Framework for Assessing the Resilience of Infrastructure and Economic Systems , 2010 .

[85]  Chaomei Chen,et al.  Web site design with the patron in mind: A step-by-step guide for libraries , 2006 .

[86]  C. Webb What Is the Role of Ecology in Understanding Ecosystem Resilience? , 2007 .

[87]  Chunling Lu,et al.  Comprehensive and integrated district health systems strengthening: the Rwanda Population Health Implementation and Training (PHIT) Partnership , 2013, BMC Health Services Research.

[88]  Mark A. Turnquist,et al.  Optimal recovery sequencing for enhanced resilience and service restoration in transportation networks , 2014, Int. J. Crit. Infrastructures.

[89]  Royce A. Francis,et al.  A metric and frameworks for resilience analysis of engineered and infrastructure systems , 2014, Reliab. Eng. Syst. Saf..

[90]  John E. Mitchell,et al.  Restoring infrastructure systems: An integrated network design and scheduling (INDS) problem , 2012, Eur. J. Oper. Res..

[91]  Kash Barker,et al.  Flow-based vulnerability measures for network component importance: Experimentation with preparedness planning , 2016, Reliab. Eng. Syst. Saf..

[92]  Daniel P. Loucks,et al.  Reliability, resiliency, and vulnerability criteria for water resource system performance evaluation , 1982 .

[93]  Gerald G. Brown,et al.  Assessing and Improving Operational Resilience of Critical Infrastructures and Other Systems , 2014 .

[94]  Ran S. Bhamra,et al.  Organisational resilience: development of a conceptual framework for organisational responses , 2011 .

[95]  Teresa M Adams,et al.  Freight Resilience Measures , 2012 .

[96]  Jeremy Hilton,et al.  A Framework for Resilience Thinking , 2012, CSER.

[97]  Elise Miller-Hooks,et al.  Evaluating and optimizing resilience of airport pavement networks , 2014, Comput. Oper. Res..

[98]  R. Martin Regional Economic Resilience, Hysteresis and Recessionary Shocks , 2012 .

[99]  Bilal M Ayyub,et al.  Systems Resilience for Multihazard Environments: Definition, Metrics, and Valuation for Decision Making , 2014, Risk analysis : an official publication of the Society for Risk Analysis.

[100]  Leonardo Dueñas-Osorio,et al.  Probabilistic study of cascading failures in complex interdependent lifeline systems , 2011, Reliab. Eng. Syst. Saf..

[101]  Yacov Y Haimes,et al.  On the Definition of Resilience in Systems , 2009, Risk analysis : an official publication of the Society for Risk Analysis.

[102]  Lara Khansa,et al.  Characterizing multi-event disaster resilience , 2014, Computers & Operations Research.

[103]  Ali Azadeh,et al.  Performance evaluation of integrated resilience engineering factors by data envelopment analysis: The case of a petrochemical plant , 2014 .

[104]  V. Ebrahimipour,et al.  A new method for quantitative assessment of resilience engineering by PCA and NT approach: A case study in a process industry , 2013, Reliab. Eng. Syst. Saf..

[105]  John T Cacioppo,et al.  Social resilience: the value of social fitness with an application to the military. , 2011, The American psychologist.

[106]  Kash Barker,et al.  Resilience-based network component importance measures , 2013, Reliab. Eng. Syst. Saf..

[107]  Leire Labaka,et al.  Resilience framework for critical infrastructures: An empirical study in a nuclear plant , 2015, Reliab. Eng. Syst. Saf..

[108]  Anthea Tinker,et al.  A systematic review of qualitative studies on adjusting after stroke: lessons for the study of resilience , 2014, Disability and rehabilitation.

[109]  N. McDonald Organisational Resilience and Industrial Risk , 2017 .

[110]  Majid Motamedzade,et al.  Challenges in building resilience engineering (RE) and adaptive capacity: A field study in a chemical plant , 2012 .

[111]  Louahdi Khoudour,et al.  Improving the resilience of metro vehicle and passengers for an effective emergency response to terrorist attacks , 2014 .

[112]  David Hutchison,et al.  Resilience and survivability in communication networks: Strategies, principles, and survey of disciplines , 2010, Comput. Networks.

[113]  Min Ouyang,et al.  Resilience assessment of interdependent infrastructure systems: With a focus on joint restoration modeling and analysis , 2015, Reliab. Eng. Syst. Saf..

[114]  Med Kechidi,et al.  Resilience of organisations and territories: The role of pivot firms , 2014 .

[115]  Gian Paolo Cimellaro,et al.  Seismic resilience of a hospital system , 2010 .

[116]  George A. Muller,et al.  Fuzzy Architecture Assessment for Critical Infrastructure Resilience , 2012, Complex Adaptive Systems.

[117]  Min Ouyang,et al.  A methodological approach to analyze vulnerability of interdependent infrastructures , 2009, Simul. Model. Pract. Theory.

[118]  Udo Lindemann,et al.  Resilience Analysis of Soft Infrastructure Systems , 2014, CSER.

[119]  Majid Motamedzade,et al.  Assessing resilience engineering based on safety culture and managerial factors , 2012 .

[120]  Robert L. Wears,et al.  Three Key Levers for Achieving Resilience in Medication Delivery with Information Technology , 2006 .

[121]  Joost R. Santos,et al.  Measuring changes in international production from a disruption: Case study of the Japanese earthquake and tsunami , 2012 .

[122]  S. Luthar,et al.  The construct of resilience: a critical evaluation and guidelines for future work. , 2000, Child development.

[123]  Li Peng,et al.  Resilience and social support promote posttraumatic growth of women with infertility: The mediating role of positive coping , 2014, Psychiatry Research.

[124]  Raghav Pant,et al.  Stochastic measures of resilience and their application to container terminals , 2014, Comput. Ind. Eng..

[125]  Mohamed Mohamed Naim,et al.  A control engineering approach to the assessment of supply chain resilience , 2012 .

[126]  David A. Wardle,et al.  New indices for quantifying the resistance and resilience of soil biota to exogenous disturbances , 2004 .

[127]  Loon Ching Tang,et al.  Enhancing metro network resilience via localized integration with bus services , 2014 .

[128]  Christopher W. Zobel,et al.  Representing perceived tradeoffs in defining disaster resilience , 2011, Decis. Support Syst..

[129]  Abdollah Shafieezadeh,et al.  Scenario-based resilience assessment framework for critical infrastructure systems: Case study for seismic resilience of seaports , 2014, Reliab. Eng. Syst. Saf..

[130]  W. Adger Social and ecological resilience: are they related? , 2000 .