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Exploring Grey Systems Theory-Based Methods and Applications in Sustainability Studies: A Systematic Review Approach

Author

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  • Ehsan Javanmardi

    (Institute for Grey Systems Studies, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China)

  • Sifeng Liu

    (Institute for Grey Systems Studies, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China)

  • Naiming Xie

    (Institute for Grey Systems Studies, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China)

Abstract

In recent years, there have been international movements advocating more sustainable societies, and as a result of such movements, a remarkably important sub-branch has been shaped in systems studies called sustainability. It would be vital to propose methods that could deal with inherent complexities and uncertainties in such systems. Grey systems theory (GST) represents a nascent method that could help to solve complexities in the face of multifaceted problems, uncertainty, and complexity in systems, and the theory could considerably contribute to sustainability studies. The present study sought to fill a gap and provide an updated review of the literature on the roles and impacts of GST-based methods in sustainability studies as one of the most significant areas of exploring economic, social and environmental systems. Primarily, the theoretical foundations of sustainability and GST were briefly reviewed. Next, by categorizing the studies conducted in the literature on sustainability studies, GST-based methods used in such studies were identified. Finally, the advantages, effects and functions of GST-based theories and their applications in sustainability studies were explicated. The papers found in this systematic review were searched on such databases as Scopus, Web of Science, and ScienceDirect, as published from 2010 up to the first three months of 2020, based on these keywords: grey relation or grey relational, grey model, grey system or grey systems, grey prediction, grey control, grey incidence, grey cluster, grey decision, grey input-output. The total number of publications found on all of the databases was 446, although (following a more meticulous investigation of the publications) 145 ones were used for the comprehensive analysis. The 10 different areas in which GST was used to explore sustainability in the publications were: sustainability assessment, industrial sustainability, urban sustainability, energy sustainability, sustainability development, businesses sustainability, agricultural sustainability, sustainable products, tourism sustainability, social sustainability. The results revealed that complexity, uncertainty, and inaccessibility of a large set of data and initial statistical distributions led researchers to rely on GST in sustainability studies, and that the applied areas of GST in terms of sustainability issues had some features in common, including linguistic variables, long-term projects, technological demands, conflicting goals, and uncertainty. Moreover, compared to other methods used to deal with uncertainty, GST did not require the formation of an extensive databank of classified rules and was more practical and efficient in sustainability calculations (as complex systems) with fewer numerical calculations. Ignoring systematic approaches, causal relations, cause-effect loops, and dynamic feedback was the missing link in the application of GST in sustainability studies as complex economic, social and environmental systems.

Suggested Citation

  • Ehsan Javanmardi & Sifeng Liu & Naiming Xie, 2020. "Exploring Grey Systems Theory-Based Methods and Applications in Sustainability Studies: A Systematic Review Approach," Sustainability, MDPI, vol. 12(11), pages 1-32, May.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:11:p:4437-:d:364719
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    1. Hannan Amoozad Mahdiraji & Sepas Arzaghi & Gintaras Stauskis & Edmundas Kazimieras Zavadskas, 2018. "A Hybrid Fuzzy BWM-COPRAS Method for Analyzing Key Factors of Sustainable Architecture," Sustainability, MDPI, vol. 10(5), pages 1-26, May.
    2. Wei Wei & Wenlong Li & Yu Song & Jing Xu & Wenying Wang & Chenli Liu, 2019. "The Dynamic Analysis and Comparison of Emergy Ecological Footprint for the Qinghai–Tibet Plateau: A Case Study of Qinghai Province and Tibet," Sustainability, MDPI, vol. 11(20), pages 1-19, October.
    3. Koray Altintas & Ozalp Vayvay & Sinan Apak & Emine Cobanoglu, 2020. "An Extended GRA Method Integrated with Fuzzy AHP to Construct a Multidimensional Index for Ranking Overall Energy Sustainability Performances," Sustainability, MDPI, vol. 12(4), pages 1-21, February.
    4. Honghao Zhang & Yong Peng & Guangdong Tian & Danqi Wang & Pengpeng Xie, 2017. "Green material selection for sustainability: A hybrid MCDM approach," PLOS ONE, Public Library of Science, vol. 12(5), pages 1-26, May.
    5. Huiru Zhao & Sen Guo, 2015. "External Benefit Evaluation of Renewable Energy Power in China for Sustainability," Sustainability, MDPI, vol. 7(5), pages 1-23, April.
    6. Chen, Lihong & Ren, Jingzheng, 2018. "Multi-attribute sustainability evaluation of alternative aviation fuels based on fuzzy ANP and fuzzy grey relational analysis," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 176-186.
    7. Ebrahimi, Mehri & Rahmani, Donya, 2019. "A five-dimensional approach to sustainability for prioritizing energy production systems using a revised GRA method: A case study," Renewable Energy, Elsevier, vol. 135(C), pages 345-354.
    8. Tom Kuhlman & John Farrington, 2010. "What is Sustainability?," Sustainability, MDPI, vol. 2(11), pages 1-13, November.
    9. Ehsan Javanmardi & Sifeng Liu, 2019. "Exploring Grey Systems Theory-Based Methods and Applications in Analyzing Socio-Economic Systems," Sustainability, MDPI, vol. 11(15), pages 1-19, August.
    10. Congjun Rao & Mark Goh & Junjun Zheng, 2017. "Decision Mechanism for Supplier Selection Under Sustainability," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 16(01), pages 87-115, January.
    11. David Moher & Alessandro Liberati & Jennifer Tetzlaff & Douglas G Altman & The PRISMA Group, 2009. "Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-6, July.
    12. Rui Zhao & Han Su & Xiaolang Chen & Yanni Yu, 2016. "Commercially Available Materials Selection in Sustainable Design: An Integrated Multi-Attribute Decision Making Approach," Sustainability, MDPI, vol. 8(1), pages 1-15, January.
    13. Dongxiao Niu & Yan Li & Shuyu Dai & Hui Kang & Zhenyu Xue & Xianing Jin & Yi Song, 2018. "Sustainability Evaluation of Power Grid Construction Projects Using Improved TOPSIS and Least Square Support Vector Machine with Modified Fly Optimization Algorithm," Sustainability, MDPI, vol. 10(1), pages 1-19, January.
    14. Canmian Liu & Ruyun Zhang & Min Wang & Jing Xu, 2018. "Measurement and Prediction of Regional Tourism Sustainability: An Analysis of the Yangtze River Economic Zone, China," Sustainability, MDPI, vol. 10(5), pages 1-20, April.
    15. Min-Chun Yu & Chia-Nan Wang & Nguyen-Nhu-Y Ho, 2016. "A Grey Forecasting Approach for the Sustainability Performance of Logistics Companies," Sustainability, MDPI, vol. 8(9), pages 1-18, August.
    16. Elena Giovannoni & Giacomo Fabietti, 2013. "What Is Sustainability? A Review of the Concept and Its Applications," Springer Books, in: Cristiano Busco & Mark L. Frigo & Angelo Riccaboni & Paolo Quattrone (ed.), Integrated Reporting, edition 127, chapter 2, pages 21-40, Springer.
    17. Zheng, Guozhong & Jing, Youyin & Huang, Hongxia & Gao, Yuefen, 2010. "Application of improved grey relational projection method to evaluate sustainable building envelope performance," Applied Energy, Elsevier, vol. 87(2), pages 710-720, February.
    18. Dianfa Wu & Zhiping Yang & Ningling Wang & Chengzhou Li & Yongping Yang, 2018. "An Integrated Multi-Criteria Decision Making Model and AHP Weighting Uncertainty Analysis for Sustainability Assessment of Coal-Fired Power Units," Sustainability, MDPI, vol. 10(6), pages 1-27, May.
    19. Elena Antarciuc & Qinghua Zhu & Jaber Almarri & Senlin Zhao & Yunting Feng & Martin Agyemang, 2018. "Sustainable Venture Capital Investments: An Enabler Investigation," Sustainability, MDPI, vol. 10(4), pages 1-22, April.
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