Exploring the Challenges to Sustainable Development from the Perspective of Grey Systems Theory
Abstract
:1. Introduction
2. The Foundations of Sustainable Development and Sustainability
2.1. Sustainable Development
2.2. Sustainability
3. Definitions, Principles, and Foundations of Grey Systems Theory
3.1. Uncertainty
3.2. Philosophical Foundations of GST and Greyness
- Grey dataset: This is a set of incomplete, partial, and inadequate data related to an external reality. As such, this dataset would not include some of the data associated with the reality in question.
- Grey information: This is incomplete and partial information of a reality or an external entity. Data that are incomplete or partial, and in some cases, even wrong or irrelevant, are converted into grey information through imperfect, error-prone, and partial human interpretation.
- Grey knowledge: This is an incomplete, partial, changeable, and error-prone understanding of or familiarity with an object or a person, including facts, information, descriptions, or skills. At any given point in time, grey knowledge may be changed in light of new data or information.
- Grey understanding: This is an incomplete, inadequate, and partial representation of a reality or an external entity. The grey understanding of an object involves the creation of an incomplete/partial mental structure. The grey understanding of an external reality could be modified over time as new observations and new data are obtained or alternative interpretations emerge.
- Grey system: This is a concept or symbol that represents incomplete, partial, and insufficient information, knowledge, and understanding of a system. Such human information, knowledge, and understanding may focus on a system’s elements, relationships between such elements, or laws governing elements, as well as other features such as a system’s structure, boundaries, functioning, or behaviors [21].
- The principle of informational differences: addresses the existence of information. When object A is thought to be different from object B, we have some information about the former that we do not have about the latter. Differences between natural things, events, and incidents depend on the initial information they provide. Based on such information, they are distinguished.
- The principle of non-uniqueness: a solution proposed based on incomplete information cannot serve as the unique solution to a problem.
- The principle of minimal information: GST tries to make optimal use of “minimal available information”. That is, we should not refrain from generating knowledge on the basis that sufficient information is unavailable.
- The principle of recognition base: Information is the foundation based on which humans perceive and understand things (e.g., nature). All cognition works according to information. Without information, humans cannot recognize anything. Incomplete and uncertain information would only provide grey and indeterminate attitudes about phenomena.
- The principle of new information priority: new information is more practical and efficient than old information.
3.3. The Formation of Grey Knowledge
4. Challenges to Sustainable Development from the Viewpoint of GST
4.1. Challenges Caused by Incomplete Understanding and Grey Knowledge
4.1.1. Challenges Caused by the Imbalance of Human Knowledge
4.1.2. Challenges Caused by the Dynamicity of Knowledge, Paradigms, and Values
4.1.3. Challenge of Comprehensive Modeling of the Problems
4.2. Challenges to the Identification/Definition of Values, Preferences, and Desirables
4.2.1. Complexity of Reaching a Universal Consensus on Sustainability Values
4.2.2. Value Conflicts and Their Origins
4.3. Challenges to Risk Perception
4.4. Challenges to Decision Making and Taking Action
4.4.1. The Importance of Achieving Sustainability through Human Intervention
4.4.2. Challenges to Decision Making and the Formulation of Solutions/Policies
4.4.3. Challenges to the Implementation of Decisions and Policies
4.5. Challenges Arising from Delay
5. Discussion
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Acemoglu, D.; Robinson, J.A. Why Nations Fail: The Origins of Power, Prosperity and Poverty, 1st ed.; Crown Business: New York, NY, USA, 2012. [Google Scholar]
- Ahmed, N.; Marriott, A.; Dabi, N.; Lowthers, M.; Lawson, M.; Mugehera, L. Inequality Kills: The Unparalleled Action Needed to Combat Unprecedented Inequality in the Wake of COVID-19; Oxfam: Oxford, UK, 2022. [Google Scholar] [CrossRef]
- Antrop, M. Why landscapes of the past are important for the future. Landsc. Urban Plan. 2005, 70, 21–34. [Google Scholar] [CrossRef]
- Aven, T. Risk Analysis, 2nd ed.; Wiley: Hoboken, NJ, USA, 2015. [Google Scholar]
- Bai, C.; Satir, A.; Sarkis, J. Investing in lean manufacturing practices: An environmental and operational perspective. Int. J. Prod. Res. 2019, 57, 1037–1051. [Google Scholar] [CrossRef]
- Baker, S. Sustainable Development, 2nd ed.; Routledge: London, UK, 2016. [Google Scholar]
- Bala, B.K.; Arshad, F.M.; Noh, K.M. System Dynamics; Springer: Singapore, 2017. [Google Scholar] [CrossRef]
- Baskarada, S.; Koronios, A. Data, Information, Knowledge, Wisdom (DIKW): A Semiotic Theoretical and Empirical Exploration of the Hierarchy and its Quality Dimension. Australas. J. Inf. Syst. 2013, 18, 1. [Google Scholar] [CrossRef] [Green Version]
- Becker, P. Sustainability Science: Managing Risk and Resilence for Sustainable Development; Elsevier: Amsterdam, The Netherlands, 2014. [Google Scholar]
- Ben-Eli, M.U. Sustainability: Definition and five core principles, a systems perspective. Sustain. Sci. 2018, 13, 1337–1343. [Google Scholar] [CrossRef]
- Bird, A. Thomas Kuhn; Routledge: London, UK, 2014. [Google Scholar] [CrossRef]
- Bock, P. The Limits of Knowledge. In Getting It Right; Elsevier: Amsterdam, The Netherlands, 2020; pp. 115–162. [Google Scholar] [CrossRef]
- Boudon, R. The Origin of Values: Sociology and Philosophy of Beliefs, 1st ed.; Routledge: London, UK, 2017. [Google Scholar] [CrossRef]
- Brink, S.C. Sustainability: A 21st century concept? Trends Plant Sci. 2022, 27, 619–620. [Google Scholar] [CrossRef]
- Bryant, J.; Thompson, S.; Finklea, B.W. Fundamentals of Media Effects, 2nd ed.; Waveland Press: Long Grove, IL, USA, 2013. [Google Scholar]
- Bykvist, K. Moral uncertainty. Philos. Compass 2017, 12, 3. [Google Scholar] [CrossRef]
- De Cervantes Saavedra, M.; Davis, G.J. Don Quixote; Insignia Publishing: Sacramento, CA, USA, 2011. [Google Scholar]
- Clark, W.C.; Harley, A.G. Sustainability Science: Toward a Synthesis. Annu. Rev. Environ. Resour. 2020, 45, 331–386. [Google Scholar] [CrossRef]
- Clayton, T.; Radcliffe, N. Sustainability; Routledge: London, UK, 2018. [Google Scholar] [CrossRef]
- Colglazier, W. Sustainable development agenda: 2030. Science 2015, 349, 1048–1050. [Google Scholar] [CrossRef]
- Daly, H.E. Beyond Growth: The Economics of Sustainable Development; Beacon Press: Boston, MA, USA, 1996. [Google Scholar]
- Danilov-Danilʹjan, V.I.; Losev, K.S.; Reyf, I.E. Sustainable Development and the Limitation of Growth: Future Prospects for World Civilization; Springer: Berlin/Heidelberg, Germany, 2009. [Google Scholar]
- Delcea, C. Grey social media engagement analysis. Grey Syst. Theory Appl. 2016, 6, 233–245. [Google Scholar] [CrossRef]
- Dryzek, J.S.; Norgaard, R.B.; Schlosberg, D. Climate Change and Society: Approaches and Responses; Oxford University Press: Oxford, UK, 2011. [Google Scholar] [CrossRef]
- Ebrahimi, M.; Rahmani, D. A five-dimensional approach to sustainability for prioritizing energy production systems using a revised GRA method: A case study. Renew. Energy 2019, 135, 345–354. [Google Scholar] [CrossRef]
- Enke, B.; Graeber, T. Cognitive Uncertainty; National Bureau of Economic Research: Cambridge, MA, USA, 2019. [Google Scholar] [CrossRef]
- Fang, X.; Pyle, J.A.; Chipperfield, M.P.; Daniel, J.S.; Park, S.; Prinn, R.G. Challenges for the recovery of the ozone layer. Nat. Geosci. 2019, 12, 592–596. [Google Scholar] [CrossRef] [Green Version]
- Floridi, L. The Politics of Uncertainty. Philos. Technol. 2015, 28, 1. [Google Scholar] [CrossRef]
- Floridi, L. The Logic of Information: A Theory of Philosophy as Conceptual Design, 1st ed.; Oxford University Press: Oxford, UK, 2019. [Google Scholar]
- Forrester, J.W. World Dynamics, 2nd ed.; Wright-Allen Press: Cambridge, MA, USA, 1973. [Google Scholar]
- Franco, I.B.; Abe, M. SDG 17 Partnerships for the Goals: Global Business Networks: Accounting for Sustainability. In Actioning the Global Goals for Local Impact; Franco, I.B., Chatterji, T., Derbyshire, E., Tracey, J., Eds.; Springer: Singapore, 2020; pp. 275–293. [Google Scholar] [CrossRef]
- Gallagher, K.T. The Philosophy of Knowledge; Fordham University Press: New York, NY, USA, 2020. [Google Scholar] [CrossRef]
- Gao, H.; Sun, L. Grey Clustering Evaluation of Water Resources Carrying Capacity Based on Triangle Whitening Weight Function. IOP Conf. Ser. Earth Environ. Sci. 2018, 208, 012101. [Google Scholar] [CrossRef]
- Goldman, A.I. Theory of Human Action; Princeton University Press: Princeton, NJ, USA, 2015. [Google Scholar]
- Greco, J. Transmission of Knowledge; Cambridge University Press: Cambridge, UK, 2022. [Google Scholar]
- Hallegatte, S.; Vogt-Schilb, A.; Rozenberg, J.; Bangalore, M.; Beaudet, C. From Poverty to Disaster and Back: A Review of the Literature. Econ. Disasters Clim. Change 2020, 4, 223–247. [Google Scholar] [CrossRef] [Green Version]
- Han, P.K.J.; Klein, W.M.P.; Arora, N.K. Varieties of Uncertainty in Health Care: A Conceptual Taxonomy. Med. Decis. Mak. 2011, 31, 828–838. [Google Scholar] [CrossRef]
- Hansson, S.O. Risk. In The Stanford Encyclopedia of Philosophy; Zalta, E.N., Nodelman, U., Eds.; Metaphysics Research Lab, Stanford University: Stanford, CA, USA, 2022; Available online: https://plato.stanford.edu/archives/win2022/entries/risk/ (accessed on 15 December 2022).
- He, S.; Luo, D.; Guo, K. Analysis of Factors Affecting the Coordinated Development of Urbanization and the Ecological Resource Environment in Southwest China Based on Data Mining. J. Urban Plan. Dev. 2021, 147, 04021034. [Google Scholar] [CrossRef]
- Holmes, S. Climate change, sustainability, and competition law. J. Antitrust Enforc. 2020, 8, 354–405. [Google Scholar] [CrossRef]
- Hou, F.; Triantaphyllou, E.; Yanase, J. Knowledge, ignorance, and uncertainty: An investigation from the perspective of some differential equations. Expert Syst. Appl. 2022, 191, 116325. [Google Scholar] [CrossRef]
- Huan, H.; Tan, Q. The forecast of cultivate land quantity based on Grey-Markov model: A case study of Jiangsu Province. Grey Syst. Theory Appl. 2015, 5, 127–136. [Google Scholar] [CrossRef]
- Hunjra, A.I.; Azam, M.; Bruna, M.G.; Verhoeven, P.; Al-Faryan, M.A.S. Sustainable development: The impact of political risk, macroeconomic policy uncertainty and ethnic conflict. Int. Rev. Financ. Anal. 2022, 84, 102370. [Google Scholar] [CrossRef]
- Javanmardi, E.; Liu, S. Exploring the Human Cognitive Capacity in Understanding Systems: A Grey Systems Theory Perspective. Found. Sci. 2020, 25, 3. [Google Scholar] [CrossRef]
- Javanmardi, E.; Liu, S.; Xie, N. Exploring Grey Systems Theory-Based Methods and Applications in Sustainability Studies: A Systematic Review Approach. Sustainability 2020, 12, 11. [Google Scholar] [CrossRef]
- Javanmardi, E.; Liu, S.; Xie, N. Exploring the Philosophical Foundations of Grey Systems Theory: Subjective Processes, Information Extraction and Knowledge Formation. Found. Sci. 2021, 26, 2. [Google Scholar] [CrossRef]
- Javanmardi, E.; Liu, S.; Xie, N. A Developmental Review of the Philosophical and Conceptual Foundations of Grey Systems Theory. Found. Sci. 2022. [Google Scholar] [CrossRef]
- Jeronen, E. Sustainability and Sustainable Development. In Encyclopedia of Corporate Social Responsibility; Idowu, S.O., Capaldi, N., Zu, L., Gupta, A.D., Eds.; Springer: Berlin/Heidelberg, Germany, 2013; pp. 2370–2378. [Google Scholar] [CrossRef]
- Katila, P.; Pierce Colfer, C.J.; de Jong, W.; Galloway, G.; Pacheco, P.; Winkel, G. (Eds.) Sustainable Development Goals: Their Impacts on Forests and People, 1st ed.; Cambridge University Press: Cambridge, UK, 2019. [Google Scholar] [CrossRef] [Green Version]
- Kite, M.E.; Whitley, B.E. Psychology of Prejudice and Discrimination; Routledge: London, UK, 2016. [Google Scholar] [CrossRef]
- Leiserowitz, A.; Carman, J.; Buttermore, N.; Neyens, L.; Rosenthal, S.; Marlon, J.; Schneider, J.W.; Mulcahy, K. International Public Opinion on Climate Change; Yale Program on Climate Change Communication—Policy Commons. 2022. Available online: https://policycommons.net/artifacts/2479113/international-public-opinion-on-climate-change-2022a/ (accessed on 15 December 2022).
- Liu, S.; Forrest, J.; Yang, Y. Grey Data Analysis: Methods, Models and Applications, 1st ed.; Springer: Singapore, 2017. [Google Scholar] [CrossRef]
- Liu, S.; Yang, Y.; Forrest, J.Y.-L. Grey Systems Analysis: Methods, Models and Applications; Springer Nature: Singapore, 2022. [Google Scholar] [CrossRef]
- Mahoney, J.; Schensul, D. Historical Context and Path Dependence. In The Oxford Handbook of Contextual Political Analysis, 1st ed.; Goodin, R., Tilly, C., Eds.; Oxford University Press: Oxford, UK, 2009; pp. 454–471. [Google Scholar] [CrossRef]
- Manjunatheshwara, K.J.; Vinodh, S. Grey-based decision-making method for sustainable material selection of tablet device enclosure. Clean Technol. Environ. Policy 2018, 20, 2345–2356. [Google Scholar] [CrossRef]
- Meadowcroft, J.; Banister, D.; Holden, E.; Langhelle, O.; Linnerud, K.; Gilpin, G. (Eds.) What Next for Sustainable Development? Our Common Future at Thirty; Edward Elgar Publishing, Ltd.: Cheltenham, UK, 2019. [Google Scholar] [CrossRef]
- Meadows, D.; Randers, J. The Limits to Growth; Routledge: London, UK, 2012. [Google Scholar] [CrossRef]
- Mensah, J. Sustainable development: Meaning, history, principles, pillars, and implications for human action: Literature review. Cogent Soc. Sci. 2019, 5, 1653531. [Google Scholar] [CrossRef]
- Micklin, P. The future Aral Sea: Hope and despair. Environ. Earth Sci. 2016, 75, 844. [Google Scholar] [CrossRef]
- Mierzwiak, R.; Nowak, M.; Xie, N. A new approach to the degree of greyness. Grey Syst. Theory Appl. 2020, 11, 2. [Google Scholar] [CrossRef]
- Nagatsu, M.; Davis, T.; DesRoches, C.T.; Koskinen, I.; MacLeod, M.; Stojanovic, M.; Thorén, H. Philosophy of science for sustainability science. Sustain. Sci. 2020, 15, 1807–1817. [Google Scholar] [CrossRef]
- Newman, T.P.; Nisbet, E.C.; Nisbet, M.C. Climate change, cultural cognition, and media effects: Worldviews drive news selectivity, biased processing, and polarized attitudes. Public Underst. Sci. 2018, 27, 985–1002. [Google Scholar] [CrossRef]
- Nordén, B.; Avery, H. Global Learning for Sustainable Development: A Historical Review. Sustainability 2021, 13, 3451. [Google Scholar] [CrossRef]
- Nowak, M.; Mierzwiak, R.; Wojciechowski, H.; Delcea, C. Grey portfolio analysis method. Grey Syst. Theory Appl. 2020, 10, 4. [Google Scholar] [CrossRef]
- Nowak, M.; Rabczun, A.; Łopatka, P. Impact of Electrification on African Development-Analysis with Using Grey Systems Theory. Energies 2021, 14, 5181. [Google Scholar] [CrossRef]
- Parsinejad, M.; Rosenberg, D.E.; Ghale, Y.A.G.; Khazaei, B.; Null, S.E.; Raja, O.; Safaie, A.; Sima, S.; Sorooshian, A.; Wurtsbaugh, W.A. 40-years of Lake Urmia restoration research: Review, synthesis and next steps. Sci. Total Environ. 2022, 832, 155055. [Google Scholar] [CrossRef]
- Purvis, B.; Mao, Y.; Robinson, D. Three pillars of sustainability: In search of conceptual origins. Sustain. Sci. 2019, 14, 681–695. [Google Scholar] [CrossRef] [Green Version]
- Ramirez, A.J.; Jensen, A.C.; Cheng, B.H.C. A taxonomy of uncertainty for dynamically adaptive systems. In Proceedings of the 2012 7th International Symposium on Software Engineering for Adaptive and Self-Managing Systems (SEAMS), Zurich, Switzerland, 4–5 June 2012; pp. 99–108. [Google Scholar] [CrossRef]
- Reisberg, D. Cognition: Exploring the Science of the Mind, 7th ed.; W.W. Norton & Company: New York, NY, USA, 2019. [Google Scholar]
- Ruggerio, C.A. Sustainability and sustainable development: A review of principles and definitions. Sci. Total Environ. 2021, 786, 147481. [Google Scholar] [CrossRef]
- Sachs, J.D. The Age of Sustainable Development; Columbia University Press: New York, NY, USA, 2015. [Google Scholar] [CrossRef]
- Soini, K.; Birkeland, I. Exploring the scientific discourse on cultural sustainability. Geoforum 2014, 51, 213–223. [Google Scholar] [CrossRef]
- Soini, K.; Dessein, J. Culture-Sustainability Relation: Towards a Conceptual Framework. Sustainability 2016, 8, 167. [Google Scholar] [CrossRef] [Green Version]
- Stephen, W.M.; Leonard, S.G. Think global, Act Local: The Life and Legacy of Patrick Geddes; Luath Press: Edinburgh, UK, 2011. [Google Scholar]
- Sterman, J.D. Business Dynamics: Systems Thinking and Modeling for a Complex World; McGraw-Hill: Irvine, CA, USA, 2009. [Google Scholar]
- Stojanovic, M. Philosophy of sustainability experimentation_experimental legacy, normativity and transfer of evidence. Eur. J. Philos. Sci. 2021, 11, 83. [Google Scholar] [CrossRef]
- Strengers, Y.; Maller, C. Social Practices, Intervention and Sustainability: Beyond Behaviour Change; Routledge: London, UK, 2015. [Google Scholar]
- Ülkümen, G.; Fox, C.R.; Malle, B.F. Two dimensions of subjective uncertainty: Clues from natural language. J. Exp. Psychol. Gen. 2016, 145, 1280–1297. [Google Scholar] [CrossRef]
- Wang, C.-N.; Lin, H.-S.; Hsu, H.-P.; Le, V.-T.; Lin, T.-F. Applying Data Envelopment Analysis and Grey Model for the Productivity Evaluation of Vietnamese Agroforestry Industry. Sustainability 2016, 8, 1139. [Google Scholar] [CrossRef] [Green Version]
- Wei, W.; Li, W.; Song, Y.; Xu, J.; Wang, W.; Liu, C. The Dynamic Analysis and Comparison of Emergy Ecological Footprint for the Qinghai—Tibet Plateau: A Case Study of Qinghai Province and Tibet. Sustainability 2019, 11, 5587. [Google Scholar] [CrossRef] [Green Version]
- Wikipedia Contributors. List of Environmental Disasters—Wikipedia, The Free Encyclopedia. 2022. Available online: https://en.wikipedia.org/w/index.php?title=List_of_environmental_disasters&oldid=1128006211 (accessed on 15 December 2022).
- Xiong, P.; Shi, J.; Pei, L.; Ding, S. A Novel Linear Time-Varying GM(1,N) Model for Forecasting Haze: A Case Study of Beijing, China. Sustainability 2019, 11, 3832. [Google Scholar] [CrossRef] [Green Version]
- Yackinous, W.S. A Systems Engineer’s Perspective. In Understanding Complex Ecosystem Dynamics; Elsevier: Amsterdam, The Netherlands, 2015; pp. 3–19. [Google Scholar] [CrossRef]
- Yackinous, W.S. Issues of Human Perception. In Understanding Complex Ecosystem Dynamics; Elsevier: Amsterdam, The Netherlands, 2015; pp. 235–251. [Google Scholar] [CrossRef]
- Yackinous, W.S. Understanding Complex Ecosystem Dynamics: A Systems and Engineering Perspective; Academic Press: Cambridge, MA, USA, 2015. [Google Scholar]
- Yang, Y.; John, R. Grey sets and greyness. Inf. Sci. 2012, 185, 249–264. [Google Scholar] [CrossRef] [Green Version]
- Yang, Y.; Liu, S.; Xie, N. Uncertainty and grey data analytics. Mar. Econ. Manag. 2019, 2, 73–86. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Javanmardi, E.; Liu, S.; Xie, N. Exploring the Challenges to Sustainable Development from the Perspective of Grey Systems Theory. Systems 2023, 11, 70. https://doi.org/10.3390/systems11020070
Javanmardi E, Liu S, Xie N. Exploring the Challenges to Sustainable Development from the Perspective of Grey Systems Theory. Systems. 2023; 11(2):70. https://doi.org/10.3390/systems11020070
Chicago/Turabian StyleJavanmardi, Ehsan, Sifeng Liu, and Naiming Xie. 2023. "Exploring the Challenges to Sustainable Development from the Perspective of Grey Systems Theory" Systems 11, no. 2: 70. https://doi.org/10.3390/systems11020070
APA StyleJavanmardi, E., Liu, S., & Xie, N. (2023). Exploring the Challenges to Sustainable Development from the Perspective of Grey Systems Theory. Systems, 11(2), 70. https://doi.org/10.3390/systems11020070