IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v191y2023ics0040162523002251.html
   My bibliography  Save this article

Evolution of cyber-physical-human water systems: Challenges and gaps

Author

Listed:
  • Bhandari, Pratik
  • Creighton, Douglas
  • Gong, Jinzhe
  • Boyle, Carol
  • Law, Kris M.Y.

Abstract

Water utilities are transforming as cyber-physical-human systems (CPHSs) with increasing interconnections and interdependencies between physical assets, cyber systems and human-social interactions. This paper aims to present a comprehensive review of the nature and complexity of the evolution of water utilities, including the existing methodologies to model the changes and the knowledge gaps that must be addressed. This research found that technological, social, environmental, economic, regulatory and operational factors influence water utilities. New challenges are emerging around using legacy IT systems, aging infrastructure, environmental impact and sustainability, data management, data analytics and cybersecurity knowledge and skills, customer and community engagement, government reporting requirements and regulatory compliance. Water utilities are continuing to respond to influencing factors and address emerging challenges, and as a result, system interconnections are increasing, resulting in complexity and uncertainty. Methodological gaps exist in representing water utilities from a broader lens as a CPHS to identify and evaluate multiple influencing factors, their interconnections and impacts and evolving risks for supporting decision-making. Gaps also exist in strategic planning for technology adoption and data management. Future research requires a focus on identifying and mapping increasing system interconnections, modelling their emergent behaviour and understanding the implications of water utilities evolving as CPHSs.

Suggested Citation

  • Bhandari, Pratik & Creighton, Douglas & Gong, Jinzhe & Boyle, Carol & Law, Kris M.Y., 2023. "Evolution of cyber-physical-human water systems: Challenges and gaps," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
  • Handle: RePEc:eee:tefoso:v:191:y:2023:i:c:s0040162523002251
    DOI: 10.1016/j.techfore.2023.122540
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523002251
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2023.122540?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Alireza Gohari & Ali Mirchi & Kaveh Madani, 2017. "Erratum to: System Dynamics Evaluation of Climate Change Adaptation Strategies for Water Resources Management in Central Iran," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 31(13), pages 4367-4368, October.
    2. George E. Apostolakis & Douglas M. Lemon, 2005. "A Screening Methodology for the Identification and Ranking of Infrastructure Vulnerabilities Due to Terrorism," Risk Analysis, John Wiley & Sons, vol. 25(2), pages 361-376, April.
    3. Chaudry, Modassar & Jenkins, Nick & Qadrdan, Meysam & Wu, Jianzhong, 2014. "Combined gas and electricity network expansion planning," Applied Energy, Elsevier, vol. 113(C), pages 1171-1187.
    4. Dmitrii Bogdanov & Javier Farfan & Kristina Sadovskaia & Arman Aghahosseini & Michael Child & Ashish Gulagi & Ayobami Solomon Oyewo & Larissa Souza Noel Simas Barbosa & Christian Breyer, 2019. "Radical transformation pathway towards sustainable electricity via evolutionary steps," Nature Communications, Nature, vol. 10(1), pages 1-16, December.
    5. Aiguo Dai, 2013. "Increasing drought under global warming in observations and models," Nature Climate Change, Nature, vol. 3(1), pages 52-58, January.
    6. Kjølle, G.H. & Utne, I.B. & Gjerde, O., 2012. "Risk analysis of critical infrastructures emphasizing electricity supply and interdependencies," Reliability Engineering and System Safety, Elsevier, vol. 105(C), pages 80-89.
    7. Igor Linkov & Daniel A. Eisenberg & Kenton Plourde & Thomas P. Seager & Julia Allen & Alex Kott, 2013. "Resilience metrics for cyber systems," Environment Systems and Decisions, Springer, vol. 33(4), pages 471-476, December.
    8. Eusgeld, Irene & Nan, Cen & Dietz, Sven, 2011. "“System-of-systems†approach for interdependent critical infrastructures," Reliability Engineering and System Safety, Elsevier, vol. 96(6), pages 679-686.
    9. Geels, F.W. & Sareen, S & Hook, A. & Sovacool, B.K., 2021. "Navigating implementation dilemmas in technology-forcing policies: A comparative analysis of accelerated smart meter diffusion in the Netherlands, UK, Norway, and Portugal (2000-2019)," Research Policy, Elsevier, vol. 50(7).
    10. Ouyang, Min, 2014. "Review on modeling and simulation of interdependent critical infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 121(C), pages 43-60.
    11. Fróes Lima, Carlos Alberto & Luz, Bernardo Marega & Takemoto, Sílvia Tamada & Barisson, Paulo & Tezzin, Roberto Antônio Terencio & Peres, Luciano E.A. & Anarelli, Tales Neves & da Silva, Andrea Floren, 2016. "Strategic modeling to improve services and operation to energy industries' customers," Journal of Business Research, Elsevier, vol. 69(11), pages 4862-4869.
    12. Joost R. Santos & Yacov Y. Haimes & Chenyang Lian, 2007. "A Framework for Linking Cybersecurity Metrics to the Modeling of Macroeconomic Interdependencies," Risk Analysis, John Wiley & Sons, vol. 27(5), pages 1283-1297, October.
    13. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. Beatriz Azevedo de Almeida & Ali Mostafavi, 2016. "Resilience of Infrastructure Systems to Sea-Level Rise in Coastal Areas: Impacts, Adaptation Measures, and Implementation Challenges," Sustainability, MDPI, vol. 8(11), pages 1-28, November.
    15. Rae Zimmerman & Quanyan Zhu & Carolyn Dimitri, 2016. "Promoting resilience for food, energy, and water interdependencies," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 6(1), pages 50-61, March.
    16. Alireza Gohari & Ali Mirchi & Kaveh Madani, 2017. "System Dynamics Evaluation of Climate Change Adaptation Strategies for Water Resources Management in Central Iran," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 31(5), pages 1413-1434, March.
    17. Liu, Ariane & Giurco, Damien & Mukheibir, Pierre, 2015. "Motivating metrics for household water-use feedback," Resources, Conservation & Recycling, Elsevier, vol. 103(C), pages 29-46.
    18. Zhang, Jun & Cao, Xian-Bin & Du, Wen-Bo & Cai, Kai-Quan, 2010. "Evolution of Chinese airport network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(18), pages 3922-3931.
    19. Laugé, Ana & Hernantes, Josune & Sarriegi, Jose M., 2015. "Critical infrastructure dependencies: A holistic, dynamic and quantitative approach," International Journal of Critical Infrastructure Protection, Elsevier, vol. 8(C), pages 16-23.
    20. Bono, Flavio & Gutiérrez, Eugenio, 2011. "A network-based analysis of the impact of structural damage on urban accessibility following a disaster: the case of the seismically damaged Port Au Prince and Carrefour urban road networks," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1443-1455.
    21. Aiguo Dai, 2013. "Erratum: Increasing drought under global warming in observations and models," Nature Climate Change, Nature, vol. 3(2), pages 171-171, February.
    22. Sinharoy, Sheela S. & Pittluck, Rachel & Clasen, Thomas, 2019. "Review of drivers and barriers of water and sanitation policies for urban informal settlements in low-income and middle-income countries," Utilities Policy, Elsevier, vol. 60(C), pages 1-1.
    23. Edward J. Oughton & Will Usher & Peter Tyler & Jim W. Hall, 2018. "Infrastructure as a Complex Adaptive System," Complexity, Hindawi, vol. 2018, pages 1-11, November.
    24. Gerd Kjølle & Oddbjørn Gjerde, 2012. "Risk Analysis of Electricity Supply," Springer Series in Reliability Engineering, in: Per Hokstad & Ingrid B. Utne & Jørn Vatn (ed.), Risk and Interdependencies in Critical Infrastructures, edition 127, chapter 0, pages 95-108, Springer.
    25. Tom Roach & Zoran Kapelan & Ralph Ledbetter, 2018. "A Resilience-Based Methodology for Improved Water Resources Adaptation Planning under Deep Uncertainty with Real World Application," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(6), pages 2013-2031, April.
    26. Rehak, David & Senovsky, Pavel & Hromada, Martin & Lovecek, Tomas, 2019. "Complex approach to assessing resilience of critical infrastructure elements," International Journal of Critical Infrastructure Protection, Elsevier, vol. 25(C), pages 125-138.
    27. Blal Adem Esmail & Lina Suleiman, 2020. "Analyzing Evidence of Sustainable Urban Water Management Systems: A Review through the Lenses of Sociotechnical Transitions," Sustainability, MDPI, vol. 12(11), pages 1-45, June.
    28. Genge, Béla & Kiss, István & Haller, Piroska, 2015. "A system dynamics approach for assessing the impact of cyber attacks on critical infrastructures," International Journal of Critical Infrastructure Protection, Elsevier, vol. 10(C), pages 3-17.
    29. Singh, Abhishek Narain & Gupta, M.P. & Ojha, Amitabh, 2014. "Identifying critical infrastructure sectors and their dependencies: An Indian scenario," International Journal of Critical Infrastructure Protection, Elsevier, vol. 7(2), pages 71-85.
    30. Ali Mirchi & Kaveh Madani & David Watkins & Sajjad Ahmad, 2012. "Synthesis of System Dynamics Tools for Holistic Conceptualization of Water Resources Problems," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 26(9), pages 2421-2442, July.
    31. Helena M. M. Lastres, 1994. "Changes in Materials Evolution," Palgrave Macmillan Books, in: The Advanced Materials Revolution and the Japanese System of Innovation, chapter 3, pages 31-57, Palgrave Macmillan.
    32. Cass, Noel & Schwanen, Tim & Shove, Elizabeth, 2018. "Infrastructures, intersections and societal transformations," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 160-167.
    33. Zhang, Z. & Lu, W.X. & Zhao, Y. & Song, W.B., 2014. "Development tendency analysis and evaluation of the water ecological carrying capacity in the Siping area of Jilin Province in China based on system dynamics and analytic hierarchy process," Ecological Modelling, Elsevier, vol. 275(C), pages 9-21.
    34. Beal, C.D. & Flynn, J., 2015. "Toward the digital water age: Survey and case studies of Australian water utility smart-metering programs," Utilities Policy, Elsevier, vol. 32(C), pages 29-37.
    35. Marjolijn Haasnoot & Hans Middelkoop & Astrid Offermans & Eelco Beek & Willem Deursen, 2012. "Exploring pathways for sustainable water management in river deltas in a changing environment," Climatic Change, Springer, vol. 115(3), pages 795-819, December.
    36. Nan, Cen & Eusgeld, Irene & Kröger, Wolfgang, 2013. "Analyzing vulnerabilities between SCADA system and SUC due to interdependencies," Reliability Engineering and System Safety, Elsevier, vol. 113(C), pages 76-93.
    37. Matthew Gandy, 2004. "Rethinking urban metabolism: water, space and the modern city," City, Taylor & Francis Journals, vol. 8(3), pages 363-379, December.
    38. Jason J. Sharples & Geoffrey J. Cary & Paul Fox-Hughes & Scott Mooney & Jason P. Evans & Michael-Shawn Fletcher & Mike Fromm & Pauline F. Grierson & Rick McRae & Patrick Baker, 2016. "Natural hazards in Australia: extreme bushfire," Climatic Change, Springer, vol. 139(1), pages 85-99, November.
    39. Jingjing Kong & Slobodan P. Simonovic & Chao Zhang, 2019. "Resilience Assessment of Interdependent Infrastructure Systems: A Case Study Based on Different Response Strategies," Sustainability, MDPI, vol. 11(23), pages 1-31, November.
    40. S. H. A. Koop & L. Koetsier & A. Doornhof & O. Reinstra & C. J. Van Leeuwen & S. Brouwer & C. Dieperink & P. P. J. Driessen, 2017. "Assessing the Governance Capacity of Cities to Address Challenges of Water, Waste, and Climate Change," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 31(11), pages 3427-3443, September.
    41. Lo, Huai-Wei & Liou, James J.H. & Huang, Chun-Nen & Chuang, Yen-Ching & Tzeng, Gwo-Hshiung, 2020. "A new soft computing approach for analyzing the influential relationships of critical infrastructures," International Journal of Critical Infrastructure Protection, Elsevier, vol. 28(C).
    42. Adrian J. Hickford & Simon P. Blainey & Alejandro Ortega Hortelano & Raghav Pant, 2018. "Resilience engineering: theory and practice in interdependent infrastructure systems," Environment Systems and Decisions, Springer, vol. 38(3), pages 278-291, September.
    43. Zio, Enrico, 2016. "Challenges in the vulnerability and risk analysis of critical infrastructures," Reliability Engineering and System Safety, Elsevier, vol. 152(C), pages 137-150.
    44. Hafiz Abdur Rahman & Mazana Armstrong & Jose R. Marti & K.D. Srivastava, 2011. "Infrastructure interdependencies simulation through matrix partitioning technique," International Journal of Critical Infrastructures, Inderscience Enterprises Ltd, vol. 7(2), pages 91-116.
    45. Bolton, Ronan & Foxon, Timothy J., 2015. "Infrastructure transformation as a socio-technical process — Implications for the governance of energy distribution networks in the UK," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 538-550.
    46. Hernandez-Fajardo, Isaac & Dueñas-Osorio, Leonardo, 2013. "Probabilistic study of cascading failures in complex interdependent lifeline systems," Reliability Engineering and System Safety, Elsevier, vol. 111(C), pages 260-272.
    47. Carsten Maple, 2017. "Security and privacy in the internet of things," Journal of Cyber Policy, Taylor & Francis Journals, vol. 2(2), pages 155-184, May.
    48. Wieke Pot, 2019. "Anticipating the Future in Urban Water Management: an Assessment of Municipal Investment Decisions," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 33(4), pages 1297-1313, March.
    49. Marta Iturriza & Leire Labaka & Jose M. Sarriegi & Josune Hernantes, 2018. "Modelling methodologies for analysing critical infrastructures," Journal of Simulation, Taylor & Francis Journals, vol. 12(2), pages 128-143, April.
    50. Juan Manuel Ponce Romero & Stephen H. Hallett & Simon Jude, 2017. "Leveraging Big Data Tools and Technologies: Addressing the Challenges of the Water Quality Sector," Sustainability, MDPI, vol. 9(12), pages 1-19, November.
    51. Jinzhe Gong & Martin F. Lambert & Mark L. Stephens & Benjamin S. Cazzolato & Chi Zhang, 2020. "Detection of Emerging through-Wall Cracks for Pipe Break Early Warning in Water Distribution Systems Using Permanent Acoustic Monitoring and Acoustic Wave Analysis," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(8), pages 2419-2432, June.
    52. Satiprasad Sahoo & Anirban Dhar & Anupam Debsarkar & Biswajeet Pradhan & Abdullah M. Alamri, 2020. "Future Water Use Planning by Water Evaluation and Planning System Model," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(15), pages 4649-4664, December.
    53. Furlong, Casey & De Silva, Saman & Guthrie, Lachlan & Considine, Robert, 2016. "Developing a water infrastructure planning framework for the complex modern planning environment," Utilities Policy, Elsevier, vol. 38(C), pages 1-10.
    54. Wang, Shuliang & Hong, Liu & Chen, Xueguang, 2012. "Vulnerability analysis of interdependent infrastructure systems: A methodological framework," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(11), pages 3323-3335.
    55. Polinpapilinho F. Katina & Charles B. Keating, 2015. "Critical infrastructures: a perspective from systems of systems," International Journal of Critical Infrastructures, Inderscience Enterprises Ltd, vol. 11(4), pages 316-344.
    56. Alcaraz, Cristina & Zeadally, Sherali, 2015. "Critical infrastructure protection: Requirements and challenges for the 21st century," International Journal of Critical Infrastructure Protection, Elsevier, vol. 8(C), pages 53-66.
    57. Han, Tianfang & Zhang, Chuntao & Sun, Yan & Hu, Xiaomin, 2017. "Study on environment-economy-society relationship model of Liaohe River Basin based on multi-agent simulation," Ecological Modelling, Elsevier, vol. 359(C), pages 135-145.
    58. Geels, Frank, 2005. "Co-evolution of technology and society: The transition in water supply and personal hygiene in the Netherlands (1850–1930)—a case study in multi-level perspective," Technology in Society, Elsevier, vol. 27(3), pages 363-397.
    59. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lo, Huai-Wei & Liou, James J.H. & Huang, Chun-Nen & Chuang, Yen-Ching & Tzeng, Gwo-Hshiung, 2020. "A new soft computing approach for analyzing the influential relationships of critical infrastructures," International Journal of Critical Infrastructure Protection, Elsevier, vol. 28(C).
    2. Suo, Weilan & Wang, Lin & Li, Jianping, 2021. "Probabilistic risk assessment for interdependent critical infrastructures: A scenario-driven dynamic stochastic model," Reliability Engineering and System Safety, Elsevier, vol. 214(C).
    3. Samiul Hasan & Greg Foliente, 2015. "Modeling infrastructure system interdependencies and socioeconomic impacts of failure in extreme events: emerging R&D challenges," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 78(3), pages 2143-2168, September.
    4. Seppänen, Hannes & Luokkala, Pekka & Zhang, Zhe & Torkki, Paulus & Virrantaus, Kirsi, 2018. "Critical infrastructure vulnerability—A method for identifying the infrastructure service failure interdependencies," International Journal of Critical Infrastructure Protection, Elsevier, vol. 22(C), pages 25-38.
    5. Zhao, Chen & Li, Nan & Fang, Dongping, 2018. "Criticality assessment of urban interdependent lifeline systems using a biased PageRank algorithm and a multilayer weighted directed network model," International Journal of Critical Infrastructure Protection, Elsevier, vol. 22(C), pages 100-112.
    6. Philip M. Kruse & Hanna C. Schmitt & Stefan Greiving, 2021. "Systemic criticality—a new assessment concept improving the evidence basis for CI protection," Climatic Change, Springer, vol. 165(1), pages 1-20, March.
    7. Ouyang, Min, 2014. "Review on modeling and simulation of interdependent critical infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 121(C), pages 43-60.
    8. Sellevåg, Stig Rune, 2021. "Changes in inoperability for interdependent industry sectors in Norway from 2012 to 2017," International Journal of Critical Infrastructure Protection, Elsevier, vol. 32(C).
    9. Mühlhofer, Evelyn & Koks, Elco E. & Kropf, Chahan M. & Sansavini, Giovanni & Bresch, David N., 2023. "A generalized natural hazard risk modelling framework for infrastructure failure cascades," Reliability Engineering and System Safety, Elsevier, vol. 234(C).
    10. Sperstad, Iver Bakken & Kjølle, Gerd H. & Gjerde, Oddbjørn, 2020. "A comprehensive framework for vulnerability analysis of extraordinary events in power systems," Reliability Engineering and System Safety, Elsevier, vol. 196(C).
    11. Hadi Alizadeh & Ayyoob Sharifi, 2020. "Assessing Resilience of Urban Critical Infrastructure Networks: A Case Study of Ahvaz, Iran," Sustainability, MDPI, vol. 12(9), pages 1-20, May.
    12. Senderov, Sergey M. & Vorobev, Sergey V. & Smirnova, Elena M., 2022. "Peak underground gas storage efficiency in reducing the vulnerability of gas supply to consumers in an extensive gas transmission system," Reliability Engineering and System Safety, Elsevier, vol. 221(C).
    13. Å arÅ«nienÄ—, Inga & MartiÅ¡auskas, Linas & KrikÅ¡tolaitis, RiÄ ardas & Augutis, Juozas & Setola, Roberto, 2024. "Risk assessment of critical infrastructures: A methodology based on criticality of infrastructure elements," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    14. Ilalokhoin, Ohis & Pant, Raghav & Hall, Jim W., 2023. "A model and methodology for resilience assessment of interdependent rail networks – Case study of Great Britain's rail network," Reliability Engineering and System Safety, Elsevier, vol. 229(C).
    15. Hassan Al-Zarooni & Hamdi Bashir, 2020. "An integrated ISM fuzzy MICMAC approach for modeling and analyzing electrical power system network interdependencies," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 11(6), pages 1204-1226, December.
    16. Gohari, Alireza & Savari, Peyman & Eslamian, Saeid & Etemadi, Nematollah & Keilmann-Gondhalekar, Daphne, 2022. "Developing a system dynamic plus framework for water-land-society nexus modeling within urban socio-hydrologic systems," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    17. Ouyang, Min & Pan, ZheZhe & Hong, Liu & He, Yue, 2015. "Vulnerability analysis of complementary transportation systems with applications to railway and airline systems in China," Reliability Engineering and System Safety, Elsevier, vol. 142(C), pages 248-257.
    18. Chao Fang & Piao Dong & Yi-Ping Fang & Enrico Zio, 2020. "Vulnerability analysis of critical infrastructure under disruptions: An application to China Railway High-speed," Journal of Risk and Reliability, , vol. 234(2), pages 235-245, April.
    19. Linn Svegrup & Jonas Johansson & Henrik Hassel, 2019. "Integration of Critical Infrastructure and Societal Consequence Models: Impact on Swedish Power System Mitigation Decisions," Risk Analysis, John Wiley & Sons, vol. 39(9), pages 1970-1996, September.
    20. Mendonça, David & Wallace, William A., 2015. "Factors underlying organizational resilience: The case of electric power restoration in New York City after 11 September 2001," Reliability Engineering and System Safety, Elsevier, vol. 141(C), pages 83-91.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:191:y:2023:i:c:s0040162523002251. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.